id
stringlengths 9
10
| submitter
stringlengths 1
64
⌀ | authors
stringlengths 4
23.3k
| title
stringlengths 1
294
| comments
stringlengths 1
658
⌀ | journal-ref
stringlengths 1
557
⌀ | doi
stringlengths 10
153
⌀ | report-no
stringlengths 2
479
⌀ | categories
stringlengths 5
102
| license
stringclasses 9
values | abstract
stringlengths 6
5.09k
| versions
list | update_date
stringlengths 10
10
| authors_parsed
list | embeddings
list | paper_title
stringlengths 4
229
⌀ | paper_url_abs
stringlengths 32
35
⌀ | paper_url_pdf
stringlengths 36
39
⌀ | repo_url
stringlengths 26
195
⌀ | is_official
bool 2
classes | mentioned_in_paper
bool 2
classes | pwc_url
stringlengths 40
81
⌀ | abs_enc
list |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1402.0812
|
Radu Arsinte
|
Alexandru Florin Antone and Radu Arsinte
|
A Study on the Optimal Implementation of Statistical Multiplexing in DVB
Distribution Systems
|
8 pages, 17 figures
|
Informatics and IT Today, Volume 1, July 2013, pp.19-27
| null | null |
cs.MM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The paper presents an overview of the main methods used to improve the
efficiency of DVB systems, based on multiplexing, through a study on the impact
of the multiplexing methods used in DVB, having as a final goal a better usage
of the data capacity and the possibility to insert new services into the
original DVB Transport Stream. This study revealed that not all DVB providers
are using statistical multiplexing. Based on this study, we were able to
propose a method to improve the original DVB stream, originated from DVB-S or
DVB-T providers. This method is proposing the detection of null packets,
removal and reinserting a new service, with a VBR content. The method developed
in this research can be implemented even in optimized statistical multiplexing
systems, due to a residual use of null packets for data rate adjustment. There
is no need to have access in the original stream multiplexer, since the method
allows the implementation on the fly, near to the end user. The proposed method
is proposed to be applied in DVB-S to DVB-C translation, using the computing
power of a PC or in a FPGA implementation.
|
[
{
"created": "Tue, 4 Feb 2014 18:05:37 GMT",
"version": "v1"
}
] |
2014-02-05
|
[
[
"Antone",
"Alexandru Florin",
""
],
[
"Arsinte",
"Radu",
""
]
] |
[
0.029167616739869118,
0.004543031100183725,
-0.017896456643939018,
-0.11475297063589096,
-0.022349819540977478,
0.051512353122234344,
-0.042419034987688065,
-0.005384374875575304,
0.029102763161063194,
0.039147548377513885,
-0.08037478476762772,
0.010462876409292221,
0.0018937845015898347,
-0.04998033493757248,
-0.009012081660330296,
-0.09320316463708878,
0.09671908617019653,
-0.012703394517302513,
-0.009854869917035103,
-0.013670953921973705,
0.02491016872227192,
-0.08653673529624939,
-0.08060681074857712,
-0.03389608860015869,
0.03215193375945091,
0.004650815390050411,
-0.03220392018556595,
-0.008990914560854435,
0.056612029671669006,
-0.03546804189682007,
0.0031074490398168564,
0.059895437210798264,
0.018175365403294563,
-0.01821351982653141,
-0.0794973224401474,
-0.010340663604438305,
0.05738995224237442,
0.0411357544362545,
-0.12528710067272186,
0.047792304307222366,
0.03428870439529419,
0.012212933041155338,
-0.12664665281772614,
0.07392460107803345,
-0.04534933343529701,
0.008519046008586884,
0.011939321644604206,
0.025112897157669067,
0.001590672298334539,
-0.05271628499031067,
0.03653992712497711,
0.00156268454156816,
-0.006607079412788153,
0.09596368670463562,
0.016122039407491684,
-0.01202088501304388,
-0.030185529962182045,
0.05855052173137665,
0.001593125401996076,
0.04882505536079407,
-0.05242668464779854,
0.04527866095304489,
0.04861686751246452,
-0.0032750372774899006,
0.03728317469358444,
0.06397368758916855,
0.056124623864889145,
0.03406020626425743,
-0.044267211109399796,
0.008215774782001972,
-0.16564026474952698,
0.0665416494011879,
-0.016883598640561104,
0.11088231205940247,
-0.05028701201081276,
-0.0752154141664505,
-0.015772733837366104,
-0.015475844033062458,
0.08582928776741028,
-0.04179215058684349,
-0.0030862491112202406,
0.022958766669034958,
-0.011241644620895386,
-0.029289670288562775,
0.06950651109218597,
-0.004087809473276138,
-0.09000050276517868,
-0.05856439471244812,
0.012719410471618176,
-0.02701648510992527,
-0.08275570720434189,
0.11119227111339569,
0.04881318286061287,
0.06478244811296463,
-0.020894702523946762,
0.0058484454639256,
-0.039629820734262466,
0.017287174239754677,
0.08201870322227478,
0.008373210206627846,
0.055530209094285965,
0.013259717263281345,
0.0015348205342888832,
-0.021009504795074463,
-0.10641725361347198,
-0.05412539094686508,
0.014567608945071697,
0.028888603672385216,
0.006104066036641598,
0.0317891500890255,
-0.04090607538819313,
0.04744315892457962,
-0.05533396080136299,
-0.07777833193540573,
-0.07780890166759491,
0.07428660243749619,
-0.06425058841705322,
0.03556555137038231,
-0.005592402536422014,
-0.0559476763010025,
-0.08875950425863266,
-0.0848548412322998,
0.09048990905284882,
0.02673317864537239,
0.041765641421079636,
-0.01720360480248928,
0.031097671017050743,
9.726188113852421e-34,
-0.08045380562543869,
0.06940734386444092,
-0.09263074398040771,
0.03804583102464676,
-0.07079215347766876,
0.019895555451512337,
0.03644883632659912,
0.03975127264857292,
-0.006995544768869877,
-0.030059628188610077,
-0.018546195700764656,
-0.0024412651546299458,
-0.010523533448576927,
0.008160778321325779,
0.08165012300014496,
0.03445468470454216,
0.011464363895356655,
-0.011606474407017231,
-0.01410726923495531,
0.015933997929096222,
0.0941990464925766,
0.0006989614339545369,
0.011193918064236641,
-0.048524171113967896,
0.10382802784442902,
0.03949335217475891,
-0.009075671434402466,
0.006547600496560335,
0.04318919777870178,
-0.021099038422107697,
0.0018016354879364371,
-0.05542350187897682,
0.04574108123779297,
0.04370773583650589,
0.05560310184955597,
-0.07024500519037247,
0.020744072273373604,
-0.00005120532296132296,
-0.06270956248044968,
0.030998801812529564,
-0.00603999849408865,
-0.049736421555280685,
-0.05868859216570854,
-0.14488868415355682,
-0.06749001890420914,
0.03275133669376373,
0.035261619836091995,
-0.028333915397524834,
-0.0738634318113327,
-0.05454648286104202,
0.0943417102098465,
0.07761824131011963,
-0.0055657001212239265,
0.046632517129182816,
0.045207567512989044,
0.009003514423966408,
-0.05141831561923027,
0.006346906069666147,
0.05642086640000343,
0.1028963029384613,
-0.054619573056697845,
-0.02892679162323475,
0.010059424676001072,
0.04074079543352127,
0.08175316452980042,
-0.022899996489286423,
0.08261289447546005,
-0.005831301212310791,
-0.012861228547990322,
-0.09402534365653992,
-0.011834598146378994,
-0.015292041003704071,
0.03503357619047165,
-0.011778457090258598,
-0.021652450785040855,
0.011623256839811802,
-0.039168406277894974,
-0.011541026644408703,
-0.004863979760557413,
-0.017059648409485817,
0.004100983962416649,
0.007659573573619127,
0.01368552166968584,
0.018171317875385284,
0.08844126760959625,
0.042082279920578,
0.05677083134651184,
-0.0498228557407856,
-0.10108279436826706,
0.011691221967339516,
-0.08765006065368652,
0.018902231007814407,
0.0018847838509827852,
-0.02470340020954609,
0.049078285694122314,
-2.2877072489650034e-33,
-0.012186234816908836,
0.05791880190372467,
0.03598813712596893,
0.06254307180643082,
-0.013792518526315689,
-0.0567978098988533,
0.09428685903549194,
-0.044683173298835754,
0.0523015521466732,
-0.08504977077245712,
-0.020249107852578163,
-0.05982305482029915,
-0.03661881387233734,
0.0022956267930567265,
-0.05127648264169693,
0.030509360134601593,
-0.06056438013911247,
0.023460663855075836,
-0.1071922555565834,
-0.0637802705168724,
-0.03724987059831619,
0.01336763147264719,
0.04361724853515625,
-0.04151446744799614,
0.01986078731715679,
0.005465987604111433,
0.06259984523057938,
0.06785506755113602,
-0.02533779665827751,
-0.04119948297739029,
0.04818947613239288,
-0.010602719150483608,
0.05320937931537628,
-0.01621728576719761,
0.07313013821840286,
0.04791448265314102,
0.08763032406568527,
0.08673124760389328,
-0.004986293613910675,
0.044737558811903,
0.051076874136924744,
0.01969985105097294,
-0.015187318436801434,
-0.07423333078622818,
0.012875217013061047,
0.01643545925617218,
-0.10520011186599731,
0.019604960456490517,
-0.014089683070778847,
0.018205950036644936,
0.029795726761221886,
-0.06317003816366196,
0.010600220412015915,
0.07703971117734909,
0.02512354776263237,
0.03685714676976204,
0.026917368173599243,
0.1001632958650589,
0.08059482276439667,
-0.027030885219573975,
0.02195107564330101,
-0.018334968015551567,
-0.034774720668792725,
0.022424083203077316,
0.12956027686595917,
0.030041806399822235,
0.0711485967040062,
-0.040461231023073196,
-0.04673702269792557,
0.014788909815251827,
0.023921117186546326,
-0.0030314158648252487,
-0.050362423062324524,
0.017334459349513054,
0.007711389567703009,
0.021921243518590927,
-0.009893205948174,
0.010813254863023758,
-0.01509173959493637,
0.06611354649066925,
-0.08290870487689972,
-0.02791319228708744,
0.004124741535633802,
-0.025161756202578545,
-0.001265865983441472,
0.0227322056889534,
0.05557861924171448,
-0.04859954118728638,
0.07996495068073273,
-0.08114984631538391,
-0.07606200873851776,
0.05387197434902191,
-0.060843728482723236,
0.04866240546107292,
-0.0023294987622648478,
-4.751756677023877e-8,
-0.013375849463045597,
-0.04325741156935692,
-0.09254708141088486,
-0.038986001163721085,
0.005747857503592968,
-0.01462891697883606,
-0.02061699889600277,
-0.011268205009400845,
0.04454316571354866,
-0.08148133009672165,
-0.003470032475888729,
-0.06044425815343857,
-0.07873624563217163,
-0.0072760568000376225,
0.07728596776723862,
-0.08895713835954666,
-0.030933409929275513,
-0.0698123648762703,
-0.02628784440457821,
-0.05685064569115639,
0.021096525713801384,
0.06908853352069855,
0.045191120356321335,
0.03911835327744484,
0.01818738877773285,
0.004346837755292654,
0.08587431162595749,
-0.00884817074984312,
0.08097653836011887,
-0.08286087214946747,
-0.0018424844602122903,
0.07321116328239441,
0.054710689932107925,
-0.02335178479552269,
-0.0500883124768734,
0.02848672866821289,
0.041930217295885086,
0.10105177015066147,
0.06841706484556198,
0.03960102051496506,
0.04966001212596893,
-0.03777404502034187,
-0.03464731574058533,
0.028363443911075592,
0.02783139981329441,
-0.03561774268746376,
-0.04160569980740547,
0.040325745940208435,
0.023048454895615578,
-0.04327203333377838,
0.0015725948614999652,
0.061203908175230026,
-0.041265327483415604,
-0.018193865194916725,
-0.019263070076704025,
-0.08270808309316635,
-0.0029849328566342592,
-0.0440186969935894,
0.06955041736364365,
0.04667786881327629,
-0.04302608594298363,
-0.040408458560705185,
-0.046659454703330994,
-0.01824517361819744
] | null | null | null | null | null | null | null |
[
0.029167616739869118,
0.004543031100183725,
-0.017896456643939018,
-0.11475297063589096,
-0.022349819540977478,
0.051512353122234344,
-0.042419034987688065,
-0.005384374875575304,
0.029102763161063194,
0.039147548377513885,
-0.08037478476762772,
0.010462876409292221,
0.0018937845015898347,
-0.04998033493757248,
-0.009012081660330296,
-0.09320316463708878,
0.09671908617019653,
-0.012703394517302513,
-0.009854869917035103,
-0.013670953921973705,
0.02491016872227192,
-0.08653673529624939,
-0.08060681074857712,
-0.03389608860015869,
0.03215193375945091,
0.004650815390050411,
-0.03220392018556595,
-0.008990914560854435,
0.056612029671669006,
-0.03546804189682007,
0.0031074490398168564,
0.059895437210798264,
0.018175365403294563,
-0.01821351982653141,
-0.0794973224401474,
-0.010340663604438305,
0.05738995224237442,
0.0411357544362545,
-0.12528710067272186,
0.047792304307222366,
0.03428870439529419,
0.012212933041155338,
-0.12664665281772614,
0.07392460107803345,
-0.04534933343529701,
0.008519046008586884,
0.011939321644604206,
0.025112897157669067,
0.001590672298334539,
-0.05271628499031067,
0.03653992712497711,
0.00156268454156816,
-0.006607079412788153,
0.09596368670463562,
0.016122039407491684,
-0.01202088501304388,
-0.030185529962182045,
0.05855052173137665,
0.001593125401996076,
0.04882505536079407,
-0.05242668464779854,
0.04527866095304489,
0.04861686751246452,
-0.0032750372774899006,
0.03728317469358444,
0.06397368758916855,
0.056124623864889145,
0.03406020626425743,
-0.044267211109399796,
0.008215774782001972,
-0.16564026474952698,
0.0665416494011879,
-0.016883598640561104,
0.11088231205940247,
-0.05028701201081276,
-0.0752154141664505,
-0.015772733837366104,
-0.015475844033062458,
0.08582928776741028,
-0.04179215058684349,
-0.0030862491112202406,
0.022958766669034958,
-0.011241644620895386,
-0.029289670288562775,
0.06950651109218597,
-0.004087809473276138,
-0.09000050276517868,
-0.05856439471244812,
0.012719410471618176,
-0.02701648510992527,
-0.08275570720434189,
0.11119227111339569,
0.04881318286061287,
0.06478244811296463,
-0.020894702523946762,
0.0058484454639256,
-0.039629820734262466,
0.017287174239754677,
0.08201870322227478,
0.008373210206627846,
0.055530209094285965,
0.013259717263281345,
0.0015348205342888832,
-0.021009504795074463,
-0.10641725361347198,
-0.05412539094686508,
0.014567608945071697,
0.028888603672385216,
0.006104066036641598,
0.0317891500890255,
-0.04090607538819313,
0.04744315892457962,
-0.05533396080136299,
-0.07777833193540573,
-0.07780890166759491,
0.07428660243749619,
-0.06425058841705322,
0.03556555137038231,
-0.005592402536422014,
-0.0559476763010025,
-0.08875950425863266,
-0.0848548412322998,
0.09048990905284882,
0.02673317864537239,
0.041765641421079636,
-0.01720360480248928,
0.031097671017050743,
9.726188113852421e-34,
-0.08045380562543869,
0.06940734386444092,
-0.09263074398040771,
0.03804583102464676,
-0.07079215347766876,
0.019895555451512337,
0.03644883632659912,
0.03975127264857292,
-0.006995544768869877,
-0.030059628188610077,
-0.018546195700764656,
-0.0024412651546299458,
-0.010523533448576927,
0.008160778321325779,
0.08165012300014496,
0.03445468470454216,
0.011464363895356655,
-0.011606474407017231,
-0.01410726923495531,
0.015933997929096222,
0.0941990464925766,
0.0006989614339545369,
0.011193918064236641,
-0.048524171113967896,
0.10382802784442902,
0.03949335217475891,
-0.009075671434402466,
0.006547600496560335,
0.04318919777870178,
-0.021099038422107697,
0.0018016354879364371,
-0.05542350187897682,
0.04574108123779297,
0.04370773583650589,
0.05560310184955597,
-0.07024500519037247,
0.020744072273373604,
-0.00005120532296132296,
-0.06270956248044968,
0.030998801812529564,
-0.00603999849408865,
-0.049736421555280685,
-0.05868859216570854,
-0.14488868415355682,
-0.06749001890420914,
0.03275133669376373,
0.035261619836091995,
-0.028333915397524834,
-0.0738634318113327,
-0.05454648286104202,
0.0943417102098465,
0.07761824131011963,
-0.0055657001212239265,
0.046632517129182816,
0.045207567512989044,
0.009003514423966408,
-0.05141831561923027,
0.006346906069666147,
0.05642086640000343,
0.1028963029384613,
-0.054619573056697845,
-0.02892679162323475,
0.010059424676001072,
0.04074079543352127,
0.08175316452980042,
-0.022899996489286423,
0.08261289447546005,
-0.005831301212310791,
-0.012861228547990322,
-0.09402534365653992,
-0.011834598146378994,
-0.015292041003704071,
0.03503357619047165,
-0.011778457090258598,
-0.021652450785040855,
0.011623256839811802,
-0.039168406277894974,
-0.011541026644408703,
-0.004863979760557413,
-0.017059648409485817,
0.004100983962416649,
0.007659573573619127,
0.01368552166968584,
0.018171317875385284,
0.08844126760959625,
0.042082279920578,
0.05677083134651184,
-0.0498228557407856,
-0.10108279436826706,
0.011691221967339516,
-0.08765006065368652,
0.018902231007814407,
0.0018847838509827852,
-0.02470340020954609,
0.049078285694122314,
-2.2877072489650034e-33,
-0.012186234816908836,
0.05791880190372467,
0.03598813712596893,
0.06254307180643082,
-0.013792518526315689,
-0.0567978098988533,
0.09428685903549194,
-0.044683173298835754,
0.0523015521466732,
-0.08504977077245712,
-0.020249107852578163,
-0.05982305482029915,
-0.03661881387233734,
0.0022956267930567265,
-0.05127648264169693,
0.030509360134601593,
-0.06056438013911247,
0.023460663855075836,
-0.1071922555565834,
-0.0637802705168724,
-0.03724987059831619,
0.01336763147264719,
0.04361724853515625,
-0.04151446744799614,
0.01986078731715679,
0.005465987604111433,
0.06259984523057938,
0.06785506755113602,
-0.02533779665827751,
-0.04119948297739029,
0.04818947613239288,
-0.010602719150483608,
0.05320937931537628,
-0.01621728576719761,
0.07313013821840286,
0.04791448265314102,
0.08763032406568527,
0.08673124760389328,
-0.004986293613910675,
0.044737558811903,
0.051076874136924744,
0.01969985105097294,
-0.015187318436801434,
-0.07423333078622818,
0.012875217013061047,
0.01643545925617218,
-0.10520011186599731,
0.019604960456490517,
-0.014089683070778847,
0.018205950036644936,
0.029795726761221886,
-0.06317003816366196,
0.010600220412015915,
0.07703971117734909,
0.02512354776263237,
0.03685714676976204,
0.026917368173599243,
0.1001632958650589,
0.08059482276439667,
-0.027030885219573975,
0.02195107564330101,
-0.018334968015551567,
-0.034774720668792725,
0.022424083203077316,
0.12956027686595917,
0.030041806399822235,
0.0711485967040062,
-0.040461231023073196,
-0.04673702269792557,
0.014788909815251827,
0.023921117186546326,
-0.0030314158648252487,
-0.050362423062324524,
0.017334459349513054,
0.007711389567703009,
0.021921243518590927,
-0.009893205948174,
0.010813254863023758,
-0.01509173959493637,
0.06611354649066925,
-0.08290870487689972,
-0.02791319228708744,
0.004124741535633802,
-0.025161756202578545,
-0.001265865983441472,
0.0227322056889534,
0.05557861924171448,
-0.04859954118728638,
0.07996495068073273,
-0.08114984631538391,
-0.07606200873851776,
0.05387197434902191,
-0.060843728482723236,
0.04866240546107292,
-0.0023294987622648478,
-4.751756677023877e-8,
-0.013375849463045597,
-0.04325741156935692,
-0.09254708141088486,
-0.038986001163721085,
0.005747857503592968,
-0.01462891697883606,
-0.02061699889600277,
-0.011268205009400845,
0.04454316571354866,
-0.08148133009672165,
-0.003470032475888729,
-0.06044425815343857,
-0.07873624563217163,
-0.0072760568000376225,
0.07728596776723862,
-0.08895713835954666,
-0.030933409929275513,
-0.0698123648762703,
-0.02628784440457821,
-0.05685064569115639,
0.021096525713801384,
0.06908853352069855,
0.045191120356321335,
0.03911835327744484,
0.01818738877773285,
0.004346837755292654,
0.08587431162595749,
-0.00884817074984312,
0.08097653836011887,
-0.08286087214946747,
-0.0018424844602122903,
0.07321116328239441,
0.054710689932107925,
-0.02335178479552269,
-0.0500883124768734,
0.02848672866821289,
0.041930217295885086,
0.10105177015066147,
0.06841706484556198,
0.03960102051496506,
0.04966001212596893,
-0.03777404502034187,
-0.03464731574058533,
0.028363443911075592,
0.02783139981329441,
-0.03561774268746376,
-0.04160569980740547,
0.040325745940208435,
0.023048454895615578,
-0.04327203333377838,
0.0015725948614999652,
0.061203908175230026,
-0.041265327483415604,
-0.018193865194916725,
-0.019263070076704025,
-0.08270808309316635,
-0.0029849328566342592,
-0.0440186969935894,
0.06955041736364365,
0.04667786881327629,
-0.04302608594298363,
-0.040408458560705185,
-0.046659454703330994,
-0.01824517361819744
] |
1402.0813
|
Mark Tame
|
G. Di Martino, Y. Sonnefraud, M. S. Tame, S. K\'ena-Cohen, F.
Dieleman, \c{S}. K. \"Ozdemir, M. S. Kim and S. A. Maier
|
Observation of quantum interference in the plasmonic Hong-Ou-Mandel
effect
|
5 pages, 3 figures
|
Phys. Rev. Applied 1, 034004 (2014)
|
10.1103/PhysRevApplied.1.034004
| null |
quant-ph cond-mat.mes-hall physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We report direct evidence of the bosonic nature of surface plasmon polaritons
(SPPs) in a scattering-based beamsplitter. A parametric down-conversion source
is used to produce two indistinguishable photons, each of which is converted
into a SPP on a metal-stripe waveguide and then made to interact through a
semi-transparent Bragg mirror. In this plasmonic analog of the Hong-Ou-Mandel
experiment, we measure a coincidence dip with a visibility of 72%, a key
signature that SPPs are bosons and that quantum interference is clearly
involved.
|
[
{
"created": "Tue, 4 Feb 2014 18:06:49 GMT",
"version": "v1"
}
] |
2014-04-17
|
[
[
"Di Martino",
"G.",
""
],
[
"Sonnefraud",
"Y.",
""
],
[
"Tame",
"M. S.",
""
],
[
"Kéna-Cohen",
"S.",
""
],
[
"Dieleman",
"F.",
""
],
[
"Özdemir",
"Ş. K.",
""
],
[
"Kim",
"M. S.",
""
],
[
"Maier",
"S. A.",
""
]
] |
[
-0.05725334957242012,
-0.05670696869492531,
-0.03621349111199379,
0.020877357572317123,
-0.014414960518479347,
-0.008912455290555954,
0.0027369842864573,
-0.013112606480717659,
-0.027322005480527878,
-0.017166126519441605,
0.0754510834813118,
-0.050821900367736816,
-0.0666901022195816,
-0.005409551318734884,
0.0742754191160202,
0.08537384122610092,
0.041810985654592514,
-0.09955097734928131,
0.01685648038983345,
0.042551930993795395,
0.08077295869588852,
-0.05212641507387161,
-0.061641134321689606,
0.012536229565739632,
-0.040029969066381454,
-0.02123497799038887,
0.08749985694885254,
-0.019754013046622276,
0.03032771125435829,
0.03807950019836426,
0.012005443684756756,
-0.0237940214574337,
-0.015820223838090897,
-0.022285932675004005,
0.019132237881422043,
-0.08224806934595108,
0.15593774616718292,
-0.011517695151269436,
0.03328785300254822,
-0.0008226828067563474,
0.006583706941455603,
0.007036266848444939,
-0.04722065478563309,
-0.04474670812487602,
0.012021941132843494,
-0.07769447565078735,
0.04195737838745117,
0.0265961904078722,
0.00846945121884346,
0.01233816146850586,
0.010161761194467545,
0.03169849142432213,
0.03257705643773079,
0.005699309520423412,
0.10096467286348343,
0.07792194932699203,
-0.011920508928596973,
0.015885554254055023,
0.04019887372851372,
-0.022941363975405693,
-0.06676144152879715,
0.005822067614644766,
-0.0419415645301342,
-0.010784219019114971,
0.06312182545661926,
-0.02395228110253811,
-0.07827600091695786,
0.03164457157254219,
0.020341863855719566,
0.07234199345111847,
0.11626406759023666,
-0.024632493034005165,
-0.009394840337336063,
0.0020626147743314505,
0.0583488829433918,
0.04889671504497528,
0.011883123777806759,
0.05472066253423691,
-0.007529789581894875,
-0.01569996029138565,
-0.014726458117365837,
-0.049002956598997116,
-0.13204829394817352,
0.12146367132663727,
-0.05193624645471573,
-0.009013840928673744,
-0.019525684416294098,
-0.013805133290588856,
-0.05995924770832062,
-0.06433424353599548,
-0.04238153249025345,
-0.14149980247020721,
-0.04783835634589195,
-0.0828421413898468,
-0.05266309157013893,
-0.038937583565711975,
-0.010626261122524738,
0.004107686225324869,
0.025296106934547424,
0.019709251821041107,
0.0297255739569664,
-0.01767370104789734,
-0.0005300538032315671,
0.02827952429652214,
-0.09663807600736618,
0.0332762710750103,
0.020023943856358528,
0.10584042221307755,
0.01267413329333067,
0.009765097871422768,
0.06994332373142242,
0.01308141928166151,
-0.045033324509859085,
0.03476720675826073,
-0.09540806710720062,
-0.0063025145791471004,
-0.027744567021727562,
0.0162472166121006,
-0.011129389517009258,
-0.028535762801766396,
0.016601964831352234,
0.12032169103622437,
0.02318469248712063,
0.0985083356499672,
0.024320615455508232,
0.010794524103403091,
-0.07413971424102783,
-9.716819056534383e-34,
0.09642858803272247,
0.013998742215335369,
0.03917970880866051,
-0.04178325831890106,
0.030570629984140396,
-0.047770995646715164,
0.0716070756316185,
0.03737356886267662,
0.00025452434783801436,
-0.020919013768434525,
0.02047763764858246,
0.05488992854952812,
0.015828434377908707,
-0.0034284042194485664,
0.06524722278118134,
-0.027283458039164543,
0.05877325311303139,
-0.010261405259370804,
-0.000024331211534445174,
0.07182800024747849,
0.03903333097696304,
0.04126854985952377,
-0.04426715150475502,
-0.03264825791120529,
-0.016984956339001656,
0.009001138620078564,
0.017536839470267296,
-0.0225901510566473,
0.02415812574326992,
0.0268995463848114,
0.05180571973323822,
0.13015344738960266,
0.06159396097064018,
0.02911735698580742,
0.055129170417785645,
-0.07097930461168289,
-0.027158329263329506,
-0.0069890511222183704,
0.012470780871808529,
-0.05688212811946869,
0.01995646394789219,
-0.03702026233077049,
-0.028409896418452263,
0.06625128537416458,
0.08430047333240509,
-0.12171659618616104,
-0.06546227633953094,
-0.03758746385574341,
0.0009083640179596841,
0.058350857347249985,
0.018613168969750404,
-0.07030930370092392,
-0.022276103496551514,
0.07039270550012589,
0.031356196850538254,
-0.07626157253980637,
0.008455832488834858,
-0.08304574340581894,
-0.011349912732839584,
-0.06697812676429749,
0.0004885856178589165,
-0.033719904720783234,
0.061201922595500946,
0.025870684534311295,
-0.044019244611263275,
-0.013655334711074829,
-0.013127758167684078,
0.03289732709527016,
-0.10420554131269455,
0.02724328078329563,
-0.038623709231615067,
0.10579055547714233,
-0.06345037370920181,
-0.01498913299292326,
0.04215468093752861,
-0.048019129782915115,
0.00018296902999281883,
0.04148456081748009,
0.058107372373342514,
0.041846755892038345,
-0.036504436284303665,
0.009158140048384666,
0.025357456877827644,
-0.06432866305112839,
-0.11365795135498047,
0.05860355123877525,
-0.021184343844652176,
-0.06455449759960175,
-0.07284235954284668,
0.025588316842913628,
0.02357625588774681,
-0.01612969860434532,
-0.027116281911730766,
-0.08132060617208481,
-0.12067639827728271,
-2.015475797955016e-33,
-0.07665398716926575,
0.0064108045771718025,
0.00505921570584178,
-0.02535463124513626,
-0.02916504628956318,
-0.0005527097382582724,
-0.0032715601846575737,
0.048409778624773026,
-0.047266751527786255,
-0.008722713217139244,
-0.02901739999651909,
0.02857482060790062,
0.017223462462425232,
-0.004332799464464188,
-0.07712148874998093,
0.07894593477249146,
0.05656799301505089,
-0.0014146603643894196,
0.011519774794578552,
-0.0886816680431366,
0.013294638134539127,
-0.007749739568680525,
0.10309109091758728,
-0.010939130559563637,
0.01019577868282795,
-0.0031232372857630253,
0.12490261346101761,
0.024509644135832787,
0.024383695796132088,
-0.004446159582585096,
0.052896782755851746,
0.035332612693309784,
0.04075591638684273,
-0.019818991422653198,
-0.00461362861096859,
0.033170316368341446,
0.06678077578544617,
0.004923665430396795,
-0.00042519441922195256,
-0.01223337184637785,
-0.06729619950056076,
-0.034425873309373856,
-0.033973053097724915,
0.03931443393230438,
-0.030106931924819946,
0.06295134872198105,
-0.048230890184640884,
0.02875707857310772,
-0.07819633185863495,
-0.05157558619976044,
-0.0076736328192055225,
-0.02230827324092388,
0.0069198342971503735,
0.0039281584322452545,
-0.08734963834285736,
-0.06641611456871033,
0.03479478880763054,
0.02213115431368351,
-0.015680475160479546,
0.06480038166046143,
0.03325584530830383,
-0.0015026768669486046,
0.0020641405135393143,
0.05168800801038742,
0.020590052008628845,
0.03507000580430031,
0.07268191128969193,
0.016811713576316833,
0.012224957346916199,
-0.03914092853665352,
0.04015828296542168,
-0.07581134885549545,
-0.029297972097992897,
0.03606783598661423,
0.09130031615495682,
0.025158803910017014,
-0.0013974870089441538,
-0.05466591566801071,
-0.018573911860585213,
0.0658496841788292,
-0.06689799576997757,
-0.03326789662241936,
-0.00880679115653038,
-0.016571374610066414,
0.05672571808099747,
-0.033385951071977615,
-0.04483187943696976,
0.04389284923672676,
-0.04999480023980141,
0.10578001290559769,
-0.003943688701838255,
0.0191697608679533,
0.05805414170026779,
-0.02729141153395176,
0.11613065004348755,
-4.6805237019498236e-8,
0.05983347073197365,
0.007676905486732721,
-0.031012438237667084,
0.026878314092755318,
-0.08137039840221405,
0.022831441834568977,
-0.07737234234809875,
-0.03506696969270706,
0.00017451614257879555,
-0.06369856745004654,
-0.10503114759922028,
-0.07553073763847351,
-0.09657871723175049,
-0.0042035700753331184,
0.07667434215545654,
-0.009162206202745438,
0.06343786418437958,
-0.09504687041044235,
-0.01747061498463154,
-0.058604590594768524,
-0.0126787219196558,
-0.011160111986100674,
0.000671879795845598,
0.007804080378264189,
-0.05074812471866608,
0.03419532626867294,
-0.04524023085832596,
0.05082569271326065,
-0.05740216001868248,
0.04342023655772209,
0.039567094296216965,
-0.011123375967144966,
-0.0720691978931427,
0.05764094740152359,
-0.0074248346500098705,
-0.014922566711902618,
-0.07453987747430801,
-0.03587403893470764,
0.05246966332197189,
0.0021883647423237562,
-0.029817728325724602,
0.03175628185272217,
-0.06614959239959717,
0.04964978247880936,
0.07537325471639633,
0.030808739364147186,
0.017908884212374687,
0.053311996161937714,
-0.011574210599064827,
0.07445719093084335,
-0.05902610346674919,
-0.013245613314211369,
0.04862584173679352,
-0.11628881096839905,
-0.07574569433927536,
-0.001545423991046846,
0.02250119112432003,
-0.06638623028993607,
-0.007866471074521542,
0.02279582992196083,
0.08667419105768204,
-0.01865263842046261,
-0.08843321353197098,
0.11111292243003845
] | null | null | null | null | null | null | null |
[
-0.05725334957242012,
-0.05670696869492531,
-0.03621349111199379,
0.020877357572317123,
-0.014414960518479347,
-0.008912455290555954,
0.0027369842864573,
-0.013112606480717659,
-0.027322005480527878,
-0.017166126519441605,
0.0754510834813118,
-0.050821900367736816,
-0.0666901022195816,
-0.005409551318734884,
0.0742754191160202,
0.08537384122610092,
0.041810985654592514,
-0.09955097734928131,
0.01685648038983345,
0.042551930993795395,
0.08077295869588852,
-0.05212641507387161,
-0.061641134321689606,
0.012536229565739632,
-0.040029969066381454,
-0.02123497799038887,
0.08749985694885254,
-0.019754013046622276,
0.03032771125435829,
0.03807950019836426,
0.012005443684756756,
-0.0237940214574337,
-0.015820223838090897,
-0.022285932675004005,
0.019132237881422043,
-0.08224806934595108,
0.15593774616718292,
-0.011517695151269436,
0.03328785300254822,
-0.0008226828067563474,
0.006583706941455603,
0.007036266848444939,
-0.04722065478563309,
-0.04474670812487602,
0.012021941132843494,
-0.07769447565078735,
0.04195737838745117,
0.0265961904078722,
0.00846945121884346,
0.01233816146850586,
0.010161761194467545,
0.03169849142432213,
0.03257705643773079,
0.005699309520423412,
0.10096467286348343,
0.07792194932699203,
-0.011920508928596973,
0.015885554254055023,
0.04019887372851372,
-0.022941363975405693,
-0.06676144152879715,
0.005822067614644766,
-0.0419415645301342,
-0.010784219019114971,
0.06312182545661926,
-0.02395228110253811,
-0.07827600091695786,
0.03164457157254219,
0.020341863855719566,
0.07234199345111847,
0.11626406759023666,
-0.024632493034005165,
-0.009394840337336063,
0.0020626147743314505,
0.0583488829433918,
0.04889671504497528,
0.011883123777806759,
0.05472066253423691,
-0.007529789581894875,
-0.01569996029138565,
-0.014726458117365837,
-0.049002956598997116,
-0.13204829394817352,
0.12146367132663727,
-0.05193624645471573,
-0.009013840928673744,
-0.019525684416294098,
-0.013805133290588856,
-0.05995924770832062,
-0.06433424353599548,
-0.04238153249025345,
-0.14149980247020721,
-0.04783835634589195,
-0.0828421413898468,
-0.05266309157013893,
-0.038937583565711975,
-0.010626261122524738,
0.004107686225324869,
0.025296106934547424,
0.019709251821041107,
0.0297255739569664,
-0.01767370104789734,
-0.0005300538032315671,
0.02827952429652214,
-0.09663807600736618,
0.0332762710750103,
0.020023943856358528,
0.10584042221307755,
0.01267413329333067,
0.009765097871422768,
0.06994332373142242,
0.01308141928166151,
-0.045033324509859085,
0.03476720675826073,
-0.09540806710720062,
-0.0063025145791471004,
-0.027744567021727562,
0.0162472166121006,
-0.011129389517009258,
-0.028535762801766396,
0.016601964831352234,
0.12032169103622437,
0.02318469248712063,
0.0985083356499672,
0.024320615455508232,
0.010794524103403091,
-0.07413971424102783,
-9.716819056534383e-34,
0.09642858803272247,
0.013998742215335369,
0.03917970880866051,
-0.04178325831890106,
0.030570629984140396,
-0.047770995646715164,
0.0716070756316185,
0.03737356886267662,
0.00025452434783801436,
-0.020919013768434525,
0.02047763764858246,
0.05488992854952812,
0.015828434377908707,
-0.0034284042194485664,
0.06524722278118134,
-0.027283458039164543,
0.05877325311303139,
-0.010261405259370804,
-0.000024331211534445174,
0.07182800024747849,
0.03903333097696304,
0.04126854985952377,
-0.04426715150475502,
-0.03264825791120529,
-0.016984956339001656,
0.009001138620078564,
0.017536839470267296,
-0.0225901510566473,
0.02415812574326992,
0.0268995463848114,
0.05180571973323822,
0.13015344738960266,
0.06159396097064018,
0.02911735698580742,
0.055129170417785645,
-0.07097930461168289,
-0.027158329263329506,
-0.0069890511222183704,
0.012470780871808529,
-0.05688212811946869,
0.01995646394789219,
-0.03702026233077049,
-0.028409896418452263,
0.06625128537416458,
0.08430047333240509,
-0.12171659618616104,
-0.06546227633953094,
-0.03758746385574341,
0.0009083640179596841,
0.058350857347249985,
0.018613168969750404,
-0.07030930370092392,
-0.022276103496551514,
0.07039270550012589,
0.031356196850538254,
-0.07626157253980637,
0.008455832488834858,
-0.08304574340581894,
-0.011349912732839584,
-0.06697812676429749,
0.0004885856178589165,
-0.033719904720783234,
0.061201922595500946,
0.025870684534311295,
-0.044019244611263275,
-0.013655334711074829,
-0.013127758167684078,
0.03289732709527016,
-0.10420554131269455,
0.02724328078329563,
-0.038623709231615067,
0.10579055547714233,
-0.06345037370920181,
-0.01498913299292326,
0.04215468093752861,
-0.048019129782915115,
0.00018296902999281883,
0.04148456081748009,
0.058107372373342514,
0.041846755892038345,
-0.036504436284303665,
0.009158140048384666,
0.025357456877827644,
-0.06432866305112839,
-0.11365795135498047,
0.05860355123877525,
-0.021184343844652176,
-0.06455449759960175,
-0.07284235954284668,
0.025588316842913628,
0.02357625588774681,
-0.01612969860434532,
-0.027116281911730766,
-0.08132060617208481,
-0.12067639827728271,
-2.015475797955016e-33,
-0.07665398716926575,
0.0064108045771718025,
0.00505921570584178,
-0.02535463124513626,
-0.02916504628956318,
-0.0005527097382582724,
-0.0032715601846575737,
0.048409778624773026,
-0.047266751527786255,
-0.008722713217139244,
-0.02901739999651909,
0.02857482060790062,
0.017223462462425232,
-0.004332799464464188,
-0.07712148874998093,
0.07894593477249146,
0.05656799301505089,
-0.0014146603643894196,
0.011519774794578552,
-0.0886816680431366,
0.013294638134539127,
-0.007749739568680525,
0.10309109091758728,
-0.010939130559563637,
0.01019577868282795,
-0.0031232372857630253,
0.12490261346101761,
0.024509644135832787,
0.024383695796132088,
-0.004446159582585096,
0.052896782755851746,
0.035332612693309784,
0.04075591638684273,
-0.019818991422653198,
-0.00461362861096859,
0.033170316368341446,
0.06678077578544617,
0.004923665430396795,
-0.00042519441922195256,
-0.01223337184637785,
-0.06729619950056076,
-0.034425873309373856,
-0.033973053097724915,
0.03931443393230438,
-0.030106931924819946,
0.06295134872198105,
-0.048230890184640884,
0.02875707857310772,
-0.07819633185863495,
-0.05157558619976044,
-0.0076736328192055225,
-0.02230827324092388,
0.0069198342971503735,
0.0039281584322452545,
-0.08734963834285736,
-0.06641611456871033,
0.03479478880763054,
0.02213115431368351,
-0.015680475160479546,
0.06480038166046143,
0.03325584530830383,
-0.0015026768669486046,
0.0020641405135393143,
0.05168800801038742,
0.020590052008628845,
0.03507000580430031,
0.07268191128969193,
0.016811713576316833,
0.012224957346916199,
-0.03914092853665352,
0.04015828296542168,
-0.07581134885549545,
-0.029297972097992897,
0.03606783598661423,
0.09130031615495682,
0.025158803910017014,
-0.0013974870089441538,
-0.05466591566801071,
-0.018573911860585213,
0.0658496841788292,
-0.06689799576997757,
-0.03326789662241936,
-0.00880679115653038,
-0.016571374610066414,
0.05672571808099747,
-0.033385951071977615,
-0.04483187943696976,
0.04389284923672676,
-0.04999480023980141,
0.10578001290559769,
-0.003943688701838255,
0.0191697608679533,
0.05805414170026779,
-0.02729141153395176,
0.11613065004348755,
-4.6805237019498236e-8,
0.05983347073197365,
0.007676905486732721,
-0.031012438237667084,
0.026878314092755318,
-0.08137039840221405,
0.022831441834568977,
-0.07737234234809875,
-0.03506696969270706,
0.00017451614257879555,
-0.06369856745004654,
-0.10503114759922028,
-0.07553073763847351,
-0.09657871723175049,
-0.0042035700753331184,
0.07667434215545654,
-0.009162206202745438,
0.06343786418437958,
-0.09504687041044235,
-0.01747061498463154,
-0.058604590594768524,
-0.0126787219196558,
-0.011160111986100674,
0.000671879795845598,
0.007804080378264189,
-0.05074812471866608,
0.03419532626867294,
-0.04524023085832596,
0.05082569271326065,
-0.05740216001868248,
0.04342023655772209,
0.039567094296216965,
-0.011123375967144966,
-0.0720691978931427,
0.05764094740152359,
-0.0074248346500098705,
-0.014922566711902618,
-0.07453987747430801,
-0.03587403893470764,
0.05246966332197189,
0.0021883647423237562,
-0.029817728325724602,
0.03175628185272217,
-0.06614959239959717,
0.04964978247880936,
0.07537325471639633,
0.030808739364147186,
0.017908884212374687,
0.053311996161937714,
-0.011574210599064827,
0.07445719093084335,
-0.05902610346674919,
-0.013245613314211369,
0.04862584173679352,
-0.11628881096839905,
-0.07574569433927536,
-0.001545423991046846,
0.02250119112432003,
-0.06638623028993607,
-0.007866471074521542,
0.02279582992196083,
0.08667419105768204,
-0.01865263842046261,
-0.08843321353197098,
0.11111292243003845
] |
1402.0815
|
Martin Tancer
|
Ji\v{r}\'i Matou\v{s}ek, Eric Sedgwick, Martin Tancer, Uli Wagner
|
Embeddability in the 3-sphere is decidable
|
54 pages, 26 figures; few faulty references to figures in the first
version fixed
| null | null | null |
math.GT cs.CG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We show that the following algorithmic problem is decidable: given a
$2$-dimensional simplicial complex, can it be embedded (topologically, or
equivalently, piecewise linearly) in $\mathbf{R}^3$? By a known reduction, it
suffices to decide the embeddability of a given triangulated 3-manifold $X$
into the 3-sphere $S^3$. The main step, which allows us to simplify $X$ and
recurse, is in proving that if $X$ can be embedded in $S^3$, then there is also
an embedding in which $X$ has a short meridian, i.e., an essential curve in the
boundary of $X$ bounding a disk in $S^3\setminus X$ with length bounded by a
computable function of the number of tetrahedra of $X$.
|
[
{
"created": "Tue, 4 Feb 2014 18:07:36 GMT",
"version": "v1"
},
{
"created": "Wed, 5 Feb 2014 13:44:10 GMT",
"version": "v2"
}
] |
2014-02-06
|
[
[
"Matoušek",
"Jiří",
""
],
[
"Sedgwick",
"Eric",
""
],
[
"Tancer",
"Martin",
""
],
[
"Wagner",
"Uli",
""
]
] |
[
-0.007962141185998917,
0.014735671691596508,
-0.08247274160385132,
-0.07839168608188629,
0.005444829352200031,
-0.027148963883519173,
-0.05622461810708046,
-0.060164231806993484,
0.026788810268044472,
0.0027235122397542,
-0.010205435566604137,
-0.002661249367520213,
-0.003827110631391406,
0.01540495827794075,
0.008396508172154427,
-0.0979398787021637,
0.008301977068185806,
0.04861481487751007,
-0.03576688468456268,
-0.02239784598350525,
0.057248055934906006,
-0.007402467541396618,
0.016497885808348656,
0.04151168093085289,
-0.006207683123648167,
0.000018318320144317113,
-0.0010904311202466488,
-0.011726344004273415,
0.04836420342326164,
0.0014241316821426153,
0.036348626017570496,
-0.04873601347208023,
-0.06467270106077194,
-0.034772638231515884,
0.07352302968502045,
0.03134125843644142,
-0.05139787122607231,
-0.008687170222401619,
-0.006797924172133207,
0.09636072814464569,
0.039905570447444916,
0.035802051424980164,
-0.010549375787377357,
-0.00825981330126524,
0.014368478208780289,
0.014415895566344261,
-0.09352990984916687,
-0.007599630858749151,
-0.09038718044757843,
-0.039322443306446075,
-0.054224297404289246,
-0.042535316199064255,
-0.0430174246430397,
0.02521737851202488,
-0.05911971628665924,
-0.015467974357306957,
-0.019368480890989304,
0.04877101257443428,
-0.03630237653851509,
-0.003644655691459775,
0.06877255439758301,
-0.05347677692770958,
0.034035466611385345,
-0.034654904156923294,
-0.018421337008476257,
0.014934208244085312,
-0.022188715636730194,
-0.02381303533911705,
-0.03537870943546295,
0.13972249627113342,
0.029877707362174988,
-0.003894456662237644,
-0.11690212041139603,
-0.029497770592570305,
-0.011986404657363892,
0.07792524993419647,
0.013501901179552078,
0.0268899817019701,
-0.047413505613803864,
-0.03699886426329613,
0.0401872880756855,
-0.011053500697016716,
-0.017531154677271843,
0.07048653066158295,
-0.0336047038435936,
-0.06546536833047867,
-0.10016860067844391,
-0.018852153792977333,
-0.00021371731418184936,
0.019249606877565384,
0.04067128524184227,
-0.02503889426589012,
-0.015580087900161743,
0.0006657938356511295,
0.004652850329875946,
-0.0177917443215847,
-0.016786305233836174,
0.04192359000444412,
0.02939777635037899,
0.015938451513648033,
-0.05312018468976021,
-0.021652372553944588,
0.04364018887281418,
-0.0034298456739634275,
0.0023382152430713177,
0.043219923973083496,
-0.034099873155355453,
-0.04226072132587433,
-0.06051572039723396,
-0.08335823565721512,
-0.05783969536423683,
-0.03508441522717476,
0.020342018455266953,
0.027957145124673843,
-0.012876452878117561,
-0.006896910723298788,
0.039396803826093674,
-0.012908883392810822,
0.10782642662525177,
0.018842369318008423,
0.049523044377565384,
0.014979607425630093,
0.018997838720679283,
-0.003444857196882367,
0.06847001612186432,
-0.02604936994612217,
0.018909649923443794,
1.3290750754801195e-33,
0.028660669922828674,
0.06571950018405914,
0.016375064849853516,
0.05297815054655075,
0.015359117649495602,
0.061458341777324677,
0.00048457307275384665,
0.034394409507513046,
-0.00975156482309103,
0.1066993772983551,
-0.06675724685192108,
0.037749744951725006,
0.023575814440846443,
0.02012690342962742,
0.05838003382086754,
0.0014024876290932298,
-0.013842136599123478,
-0.014214374125003815,
-0.10276047140359879,
0.01039690338075161,
0.09588222205638885,
0.05478175729513168,
-0.04717082530260086,
-0.1298840492963791,
-0.04133007302880287,
0.015070956200361252,
0.0160919651389122,
-0.07942374795675278,
0.00995658989995718,
0.01294215302914381,
-0.04380335658788681,
-0.0737944096326828,
-0.024792110547423363,
0.047534286975860596,
0.0312321987003088,
0.021474163979291916,
-0.00297079817391932,
-0.03804094344377518,
-0.1408817321062088,
0.044714584946632385,
0.04377249628305435,
-0.007594726979732513,
0.03086177632212639,
0.007650692015886307,
-0.03371083363890648,
0.038654111325740814,
0.04677505046129227,
-0.0007892856374382973,
-0.01494547538459301,
-0.04965788125991821,
0.04938653111457825,
0.07588053494691849,
-0.021150879561901093,
-0.03792976960539818,
0.0022411048412323,
-0.06609179824590683,
-0.06060145050287247,
0.029771730303764343,
0.10279531031847,
0.06584219634532928,
-0.002946898341178894,
-0.06298969686031342,
-0.001233019051142037,
0.015649957582354546,
-0.026129862293601036,
0.07254017889499664,
-0.049552615731954575,
-0.012913556769490242,
0.07950834929943085,
-0.028516268357634544,
-0.09675083309412003,
0.040314629673957825,
-0.01263434812426567,
0.008228523656725883,
0.033104002475738525,
-0.045972198247909546,
-0.02107209712266922,
-0.06031005457043648,
0.03251795843243599,
-0.06808075308799744,
-0.0664915069937706,
-0.09301408380270004,
0.03445552662014961,
0.01898038387298584,
0.024232763797044754,
-0.11386919766664505,
-0.03475687652826309,
0.014021727256476879,
0.019695056602358818,
-0.04460150748491287,
0.0038874088786542416,
0.013841833919286728,
0.0770689845085144,
0.05180401727557182,
-0.020713498815894127,
-2.8662776705870637e-33,
-0.02949533239006996,
-0.07842753082513809,
-0.0007761925808154047,
0.08689352124929428,
-0.015514087863266468,
0.03043505735695362,
-0.012012191116809845,
0.04809165745973587,
-0.10700669139623642,
-0.05708782374858856,
-0.05222264677286148,
-0.002517812652513385,
0.1025746613740921,
-0.010835520923137665,
0.0021303186658769846,
0.043484389781951904,
-0.018735043704509735,
-0.1431460678577423,
-0.04868585616350174,
0.050910886377096176,
0.0322754830121994,
-0.02751278504729271,
-0.03740348666906357,
0.0013544604880735278,
0.006561528891324997,
0.11196728050708771,
-0.03042234480381012,
-0.05663389340043068,
0.020958013832569122,
0.08978014439344406,
-0.05566408112645149,
-0.09811034798622131,
-0.09787527471780777,
0.001456862548366189,
-0.07136676460504532,
-0.0016724488232284784,
0.013045765459537506,
0.009137335233390331,
-0.05169643461704254,
0.051462847739458084,
0.054672300815582275,
0.00012754008639603853,
-0.014593344181776047,
0.13600850105285645,
0.0573272705078125,
0.0276959091424942,
-0.05390085279941559,
0.06217435747385025,
0.007473187521100044,
0.07113182544708252,
-0.057309865951538086,
-0.05321783572435379,
0.0737823024392128,
0.0528789684176445,
0.10455668717622757,
0.0028019144665449858,
-0.06685300171375275,
-0.02744835987687111,
0.03863181546330452,
0.021654171869158745,
-0.0029573338106274605,
-0.05202353373169899,
0.048093415796756744,
0.06784690171480179,
0.13806107640266418,
0.02517046220600605,
-0.0125067587941885,
0.03251044824719429,
-0.11066464334726334,
0.06098778173327446,
0.038414597511291504,
0.03403905779123306,
-0.07098270207643509,
-0.05261861905455589,
0.07906824350357056,
0.03979479894042015,
0.012947466224431992,
0.028995975852012634,
-0.02320738136768341,
-0.022583438083529472,
0.03027939796447754,
-0.018779931589961052,
0.03319796919822693,
-0.05108746513724327,
0.09032507985830307,
-0.02259046398103237,
0.006162914447486401,
0.010023054666817188,
-0.014408646151423454,
-0.047651469707489014,
0.014573485590517521,
0.009579741396009922,
-0.04572293162345886,
0.14783282577991486,
0.05198059603571892,
-4.9198611407064163e-8,
0.01401926577091217,
-0.018143439665436745,
-0.046876102685928345,
-0.066039077937603,
-0.03354131057858467,
-0.06539548188447952,
0.07065027207136154,
0.0930228903889656,
-0.039878640323877335,
-0.013693427667021751,
0.07849481701850891,
-0.09777001291513443,
-0.025254618376493454,
0.012587236240506172,
0.012991064228117466,
0.047801386564970016,
-0.01467071007937193,
0.02177625522017479,
0.02083909511566162,
-0.001217156881466508,
-0.024175716564059258,
0.02879376895725727,
0.032935161143541336,
-0.04391070455312729,
0.0038724569603800774,
0.02524573542177677,
-0.016022833064198494,
0.0057169049978256226,
0.027756130322813988,
-0.0028699117247015238,
-0.029872646555304527,
0.0538971982896328,
0.07795361429452896,
0.12414273619651794,
-0.10327421128749847,
-0.058475006371736526,
-0.05365246161818504,
0.013317270204424858,
-0.08060089498758316,
-0.07649624347686768,
-0.046570416539907455,
0.10979964584112167,
-0.09283535182476044,
-0.03960308060050011,
0.15688779950141907,
0.025470497086644173,
0.0784490555524826,
0.012845901772379875,
-0.02876247465610504,
0.08165077865123749,
-0.07721937447786331,
0.018338166177272797,
0.0035291677340865135,
0.008535393513739109,
-0.0009832684881985188,
0.005726795643568039,
-0.026310894638299942,
0.0024744041729718447,
-0.015219907276332378,
-0.01565263606607914,
-0.05767332762479782,
-0.038318801671266556,
0.05880472809076309,
-0.01484101265668869
] | null | null | null | null | null | null | null |
[
-0.007962141185998917,
0.014735671691596508,
-0.08247274160385132,
-0.07839168608188629,
0.005444829352200031,
-0.027148963883519173,
-0.05622461810708046,
-0.060164231806993484,
0.026788810268044472,
0.0027235122397542,
-0.010205435566604137,
-0.002661249367520213,
-0.003827110631391406,
0.01540495827794075,
0.008396508172154427,
-0.0979398787021637,
0.008301977068185806,
0.04861481487751007,
-0.03576688468456268,
-0.02239784598350525,
0.057248055934906006,
-0.007402467541396618,
0.016497885808348656,
0.04151168093085289,
-0.006207683123648167,
0.000018318320144317113,
-0.0010904311202466488,
-0.011726344004273415,
0.04836420342326164,
0.0014241316821426153,
0.036348626017570496,
-0.04873601347208023,
-0.06467270106077194,
-0.034772638231515884,
0.07352302968502045,
0.03134125843644142,
-0.05139787122607231,
-0.008687170222401619,
-0.006797924172133207,
0.09636072814464569,
0.039905570447444916,
0.035802051424980164,
-0.010549375787377357,
-0.00825981330126524,
0.014368478208780289,
0.014415895566344261,
-0.09352990984916687,
-0.007599630858749151,
-0.09038718044757843,
-0.039322443306446075,
-0.054224297404289246,
-0.042535316199064255,
-0.0430174246430397,
0.02521737851202488,
-0.05911971628665924,
-0.015467974357306957,
-0.019368480890989304,
0.04877101257443428,
-0.03630237653851509,
-0.003644655691459775,
0.06877255439758301,
-0.05347677692770958,
0.034035466611385345,
-0.034654904156923294,
-0.018421337008476257,
0.014934208244085312,
-0.022188715636730194,
-0.02381303533911705,
-0.03537870943546295,
0.13972249627113342,
0.029877707362174988,
-0.003894456662237644,
-0.11690212041139603,
-0.029497770592570305,
-0.011986404657363892,
0.07792524993419647,
0.013501901179552078,
0.0268899817019701,
-0.047413505613803864,
-0.03699886426329613,
0.0401872880756855,
-0.011053500697016716,
-0.017531154677271843,
0.07048653066158295,
-0.0336047038435936,
-0.06546536833047867,
-0.10016860067844391,
-0.018852153792977333,
-0.00021371731418184936,
0.019249606877565384,
0.04067128524184227,
-0.02503889426589012,
-0.015580087900161743,
0.0006657938356511295,
0.004652850329875946,
-0.0177917443215847,
-0.016786305233836174,
0.04192359000444412,
0.02939777635037899,
0.015938451513648033,
-0.05312018468976021,
-0.021652372553944588,
0.04364018887281418,
-0.0034298456739634275,
0.0023382152430713177,
0.043219923973083496,
-0.034099873155355453,
-0.04226072132587433,
-0.06051572039723396,
-0.08335823565721512,
-0.05783969536423683,
-0.03508441522717476,
0.020342018455266953,
0.027957145124673843,
-0.012876452878117561,
-0.006896910723298788,
0.039396803826093674,
-0.012908883392810822,
0.10782642662525177,
0.018842369318008423,
0.049523044377565384,
0.014979607425630093,
0.018997838720679283,
-0.003444857196882367,
0.06847001612186432,
-0.02604936994612217,
0.018909649923443794,
1.3290750754801195e-33,
0.028660669922828674,
0.06571950018405914,
0.016375064849853516,
0.05297815054655075,
0.015359117649495602,
0.061458341777324677,
0.00048457307275384665,
0.034394409507513046,
-0.00975156482309103,
0.1066993772983551,
-0.06675724685192108,
0.037749744951725006,
0.023575814440846443,
0.02012690342962742,
0.05838003382086754,
0.0014024876290932298,
-0.013842136599123478,
-0.014214374125003815,
-0.10276047140359879,
0.01039690338075161,
0.09588222205638885,
0.05478175729513168,
-0.04717082530260086,
-0.1298840492963791,
-0.04133007302880287,
0.015070956200361252,
0.0160919651389122,
-0.07942374795675278,
0.00995658989995718,
0.01294215302914381,
-0.04380335658788681,
-0.0737944096326828,
-0.024792110547423363,
0.047534286975860596,
0.0312321987003088,
0.021474163979291916,
-0.00297079817391932,
-0.03804094344377518,
-0.1408817321062088,
0.044714584946632385,
0.04377249628305435,
-0.007594726979732513,
0.03086177632212639,
0.007650692015886307,
-0.03371083363890648,
0.038654111325740814,
0.04677505046129227,
-0.0007892856374382973,
-0.01494547538459301,
-0.04965788125991821,
0.04938653111457825,
0.07588053494691849,
-0.021150879561901093,
-0.03792976960539818,
0.0022411048412323,
-0.06609179824590683,
-0.06060145050287247,
0.029771730303764343,
0.10279531031847,
0.06584219634532928,
-0.002946898341178894,
-0.06298969686031342,
-0.001233019051142037,
0.015649957582354546,
-0.026129862293601036,
0.07254017889499664,
-0.049552615731954575,
-0.012913556769490242,
0.07950834929943085,
-0.028516268357634544,
-0.09675083309412003,
0.040314629673957825,
-0.01263434812426567,
0.008228523656725883,
0.033104002475738525,
-0.045972198247909546,
-0.02107209712266922,
-0.06031005457043648,
0.03251795843243599,
-0.06808075308799744,
-0.0664915069937706,
-0.09301408380270004,
0.03445552662014961,
0.01898038387298584,
0.024232763797044754,
-0.11386919766664505,
-0.03475687652826309,
0.014021727256476879,
0.019695056602358818,
-0.04460150748491287,
0.0038874088786542416,
0.013841833919286728,
0.0770689845085144,
0.05180401727557182,
-0.020713498815894127,
-2.8662776705870637e-33,
-0.02949533239006996,
-0.07842753082513809,
-0.0007761925808154047,
0.08689352124929428,
-0.015514087863266468,
0.03043505735695362,
-0.012012191116809845,
0.04809165745973587,
-0.10700669139623642,
-0.05708782374858856,
-0.05222264677286148,
-0.002517812652513385,
0.1025746613740921,
-0.010835520923137665,
0.0021303186658769846,
0.043484389781951904,
-0.018735043704509735,
-0.1431460678577423,
-0.04868585616350174,
0.050910886377096176,
0.0322754830121994,
-0.02751278504729271,
-0.03740348666906357,
0.0013544604880735278,
0.006561528891324997,
0.11196728050708771,
-0.03042234480381012,
-0.05663389340043068,
0.020958013832569122,
0.08978014439344406,
-0.05566408112645149,
-0.09811034798622131,
-0.09787527471780777,
0.001456862548366189,
-0.07136676460504532,
-0.0016724488232284784,
0.013045765459537506,
0.009137335233390331,
-0.05169643461704254,
0.051462847739458084,
0.054672300815582275,
0.00012754008639603853,
-0.014593344181776047,
0.13600850105285645,
0.0573272705078125,
0.0276959091424942,
-0.05390085279941559,
0.06217435747385025,
0.007473187521100044,
0.07113182544708252,
-0.057309865951538086,
-0.05321783572435379,
0.0737823024392128,
0.0528789684176445,
0.10455668717622757,
0.0028019144665449858,
-0.06685300171375275,
-0.02744835987687111,
0.03863181546330452,
0.021654171869158745,
-0.0029573338106274605,
-0.05202353373169899,
0.048093415796756744,
0.06784690171480179,
0.13806107640266418,
0.02517046220600605,
-0.0125067587941885,
0.03251044824719429,
-0.11066464334726334,
0.06098778173327446,
0.038414597511291504,
0.03403905779123306,
-0.07098270207643509,
-0.05261861905455589,
0.07906824350357056,
0.03979479894042015,
0.012947466224431992,
0.028995975852012634,
-0.02320738136768341,
-0.022583438083529472,
0.03027939796447754,
-0.018779931589961052,
0.03319796919822693,
-0.05108746513724327,
0.09032507985830307,
-0.02259046398103237,
0.006162914447486401,
0.010023054666817188,
-0.014408646151423454,
-0.047651469707489014,
0.014573485590517521,
0.009579741396009922,
-0.04572293162345886,
0.14783282577991486,
0.05198059603571892,
-4.9198611407064163e-8,
0.01401926577091217,
-0.018143439665436745,
-0.046876102685928345,
-0.066039077937603,
-0.03354131057858467,
-0.06539548188447952,
0.07065027207136154,
0.0930228903889656,
-0.039878640323877335,
-0.013693427667021751,
0.07849481701850891,
-0.09777001291513443,
-0.025254618376493454,
0.012587236240506172,
0.012991064228117466,
0.047801386564970016,
-0.01467071007937193,
0.02177625522017479,
0.02083909511566162,
-0.001217156881466508,
-0.024175716564059258,
0.02879376895725727,
0.032935161143541336,
-0.04391070455312729,
0.0038724569603800774,
0.02524573542177677,
-0.016022833064198494,
0.0057169049978256226,
0.027756130322813988,
-0.0028699117247015238,
-0.029872646555304527,
0.0538971982896328,
0.07795361429452896,
0.12414273619651794,
-0.10327421128749847,
-0.058475006371736526,
-0.05365246161818504,
0.013317270204424858,
-0.08060089498758316,
-0.07649624347686768,
-0.046570416539907455,
0.10979964584112167,
-0.09283535182476044,
-0.03960308060050011,
0.15688779950141907,
0.025470497086644173,
0.0784490555524826,
0.012845901772379875,
-0.02876247465610504,
0.08165077865123749,
-0.07721937447786331,
0.018338166177272797,
0.0035291677340865135,
0.008535393513739109,
-0.0009832684881985188,
0.005726795643568039,
-0.026310894638299942,
0.0024744041729718447,
-0.015219907276332378,
-0.01565263606607914,
-0.05767332762479782,
-0.038318801671266556,
0.05880472809076309,
-0.01484101265668869
] |
1402.0816
|
Puxiang Lai
|
Puxiang Lai, Lidai Wang, Jian Wei Tay, and Lihong V. Wang
|
Nonlinear photoacoustic wavefront shaping (PAWS) for single
speckle-grain optical focusing in scattering media
|
16 pages for main text, 31 pages in total, 5 figures
| null | null | null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Non-invasively focusing light into strongly scattering media, such as
biological tissue, is highly desirable but challenging. Recently, wavefront
shaping technologies guided by ultrasonic encoding or photoacoustic sensing
have been developed to address this limitation. So far, these methods provide
only acoustic diffraction-limited optical focusing. Here, we introduce
nonlinear photoacoustic wavefront shaping (PAWS), which achieves optical
diffraction-limited (i.e. single-speckle-grain) focusing in scattering media.
We develop an efficient dual-pulse excitation approach to generate strong
nonlinear photoacoustic (PA) signals based on the Grueneisen memory effect.
These nonlinear PA signals are used as feedback to guide iterative wavefront
optimization. By maximizing the amplitude of the nonlinear PA signal, light is
effectively focused to a single optical speckle grain. Experimental results
demonstrate a clear optical focus on the scale of 5-7 micrometers, which is ~10
times smaller than the acoustic focus in linear dimension, with an enhancement
factor of ~6000 in peak fluence. This technology has the potential to provide
highly confined strong optical focus deep in tissue for microsurgery of
Parkinson's disease and epilepsy or single-neuron imaging and optogenetic
activation.
|
[
{
"created": "Tue, 4 Feb 2014 18:14:00 GMT",
"version": "v1"
}
] |
2014-02-05
|
[
[
"Lai",
"Puxiang",
""
],
[
"Wang",
"Lidai",
""
],
[
"Tay",
"Jian Wei",
""
],
[
"Wang",
"Lihong V.",
""
]
] |
[
0.04161985591053963,
-0.1147560253739357,
0.004248264245688915,
-0.05188209190964699,
-0.02589215151965618,
-0.05055626109242439,
0.009371702559292316,
-0.029133111238479614,
-0.03227899968624115,
0.05622338876128197,
0.017533443868160248,
0.022103579714894295,
-0.06166629120707512,
-0.009150484576821327,
-0.00033740917569957674,
0.020308533683419228,
0.02592683956027031,
0.006878681480884552,
-0.01352249551564455,
0.018318219110369682,
0.11552662402391434,
-0.04788822680711746,
-0.019380036741495132,
-0.026852939277887344,
-0.009638829156756401,
0.012997028417885303,
0.019900990650057793,
-0.061662595719099045,
-0.03179782256484032,
0.020738445222377777,
0.11878103017807007,
-0.026569675654172897,
-0.004060734063386917,
0.059315264225006104,
-0.0635814294219017,
-0.03464193642139435,
-0.024118805304169655,
0.02417096495628357,
-0.026618536561727524,
-0.019085383042693138,
0.0119916507974267,
0.08800379186868668,
-0.04275565221905708,
-0.04188314080238342,
0.03236616030335426,
-0.08726103603839874,
0.04923534393310547,
-0.04909970238804817,
-0.005149354692548513,
-0.027133066207170486,
-0.012949529103934765,
-0.053844090551137924,
-0.03821625933051109,
-0.02723769284784794,
0.030962463468313217,
0.11618772894144058,
-0.016065845265984535,
0.017906665802001953,
0.007695588283240795,
-0.03217281773686409,
-0.06416305899620056,
0.041042983531951904,
0.014877703040838242,
-0.09209969639778137,
0.013656110502779484,
-0.03791337460279465,
0.04785539582371712,
-0.015359427779912949,
-0.04660933092236519,
0.04897315427660942,
-0.06500393152236938,
-0.0027674725279212,
0.10498791188001633,
-0.002436423674225807,
-0.005199674516916275,
-0.013291079550981522,
-0.05578605830669403,
0.06041887030005455,
0.02229904755949974,
0.038866303861141205,
0.06980831921100616,
-0.011294195428490639,
0.008348186500370502,
-0.04083326831459999,
0.043971892446279526,
0.1087922528386116,
0.06413789838552475,
-0.009311364963650703,
-0.07359781116247177,
-0.03570270165801048,
-0.04609478637576103,
-0.10151650011539459,
-0.04448854178190231,
0.013007850386202335,
-0.051705069839954376,
-0.08416825532913208,
0.025284377858042717,
-0.05083014816045761,
0.10096241533756256,
-0.02185763791203499,
0.05190834775567055,
-0.06691833585500717,
-0.06862227618694305,
-0.0016734007513150573,
-0.0016614991473034024,
-0.060304220765829086,
0.024965113028883934,
0.04318246617913246,
0.003946923650801182,
0.01437746174633503,
0.04151865467429161,
0.01945728063583374,
-0.008199313655495644,
0.038148995488882065,
0.04662580415606499,
-0.027620526030659676,
-0.03603409230709076,
-0.026642413809895515,
0.040871936827898026,
-0.0015019983984529972,
-0.025516299530863762,
-0.00636164378374815,
-0.043634261935949326,
0.022927865386009216,
-0.04567218944430351,
-0.03132975846529007,
-0.033983681350946426,
8.270826925198579e-34,
-0.008851217105984688,
0.1069478765130043,
0.023894667625427246,
-0.0890878364443779,
0.0208294615149498,
-0.07206764817237854,
0.022547578439116478,
-0.02344079501926899,
-0.06850520521402359,
0.031807318329811096,
-0.0026852539740502834,
0.06244758889079094,
-0.005513814743608236,
0.010944565758109093,
0.0722639188170433,
0.009413025341928005,
-0.07479297369718552,
0.07987983524799347,
-0.008020685985684395,
0.02404789626598358,
-0.040856268256902695,
0.021208392456173897,
-0.011666552163660526,
-0.03697533532977104,
0.007299607619643211,
0.020608581602573395,
-0.09809119999408722,
-0.0035199709236621857,
0.05886606127023697,
0.02549002133309841,
-0.08447565883398056,
0.060509707778692245,
0.03345740586519241,
-0.02233140915632248,
0.04281950742006302,
-0.010481243953108788,
0.02776975929737091,
-0.0055729662999510765,
0.005887993145734072,
-0.01710290089249611,
-0.009264891035854816,
0.06928232312202454,
0.048082493245601654,
0.010468046180903912,
0.001156988088041544,
0.014103487133979797,
-0.02867262065410614,
0.09747593849897385,
-0.03661086782813072,
-0.06039892137050629,
0.026766005903482437,
-0.0770881175994873,
0.022099584341049194,
0.01370237022638321,
-0.02288062684237957,
-0.02407800406217575,
-0.0034215578343719244,
-0.02231975458562374,
0.06639798730611801,
-0.009910307824611664,
0.08720443397760391,
-0.11720259487628937,
0.08046691864728928,
-0.008608445525169373,
-0.00047122471733018756,
0.007323128636926413,
-0.054235704243183136,
0.08768854290246964,
0.02724652923643589,
0.05558086559176445,
0.011145825497806072,
0.049385059624910355,
0.003220602637156844,
-0.04897991940379143,
0.05479249358177185,
0.06983353197574615,
0.1447431892156601,
0.07017365843057632,
-0.055661074817180634,
-0.01233506016433239,
0.013580343686044216,
0.07851558923721313,
-0.11628204584121704,
-0.07652226835489273,
-0.04503384605050087,
0.063021220266819,
-0.021489042788743973,
0.003681221976876259,
-0.1512162983417511,
-0.04558499529957771,
-0.07927758246660233,
-0.023616597056388855,
-0.01591438613831997,
-0.0742892399430275,
-0.09446880966424942,
-7.301808616275707e-34,
0.10848364979028702,
0.0379360057413578,
-0.05050744488835335,
0.019542193040251732,
0.07931125164031982,
0.09249908477067947,
0.11738952994346619,
-0.0222616009414196,
-0.022525230422616005,
-0.02311352640390396,
0.04728814959526062,
0.002858505817130208,
0.017908675596117973,
0.02660580724477768,
-0.11547547578811646,
-0.010486851446330547,
-0.031121259555220604,
0.026450730860233307,
0.004388297442346811,
-0.06756094098091125,
0.002418197225779295,
-0.011239200830459595,
0.055548831820487976,
0.059882987290620804,
-0.014038901776075363,
0.03442007675766945,
-0.07932890951633453,
0.01392965018749237,
-0.07513882964849472,
-0.04495609551668167,
-0.01665913127362728,
-0.004037400241941214,
-0.014745541848242283,
-0.10820093750953674,
-0.06517941504716873,
0.0672965943813324,
0.03899319842457771,
-0.030298389494419098,
0.006335766986012459,
-0.025824449956417084,
0.02856370434165001,
0.008712957613170147,
0.10056093335151672,
0.017788654193282127,
-0.0023559294641017914,
0.020322836935520172,
-0.0031753452494740486,
-0.005433262791484594,
-0.009779315441846848,
0.047804951667785645,
0.01629386655986309,
0.05166909843683243,
0.03753243759274483,
0.04707781597971916,
-0.03607795387506485,
-0.028901411220431328,
-0.04609590023756027,
-0.0015226826071739197,
0.06171555444598198,
0.029227694496512413,
-0.09314586967229843,
0.05061396211385727,
-0.046344827860593796,
0.0246056467294693,
0.015626953914761543,
0.029778961092233658,
0.04633142799139023,
0.029391614720225334,
0.009556026197969913,
-0.008675049059092999,
0.02700377255678177,
0.0349855050444603,
0.06122351810336113,
0.12991037964820862,
0.01847080886363983,
0.05465177819132805,
-0.017328085377812386,
-0.1031363308429718,
-0.03342292085289955,
0.04392522573471069,
0.07775503396987915,
-0.0519389808177948,
-0.007337094750255346,
0.09546085447072983,
0.06343923509120941,
0.00851469300687313,
0.07064357399940491,
-0.02246389538049698,
-0.017092259600758553,
0.026101721450686455,
0.02731187641620636,
0.03484368696808815,
0.06496928632259369,
-0.14097940921783447,
0.0637744888663292,
-4.22135038036231e-8,
-0.0634196475148201,
0.0013309263158589602,
-0.025678256526589394,
-0.016181718558073044,
-0.010663723573088646,
-0.06771476566791534,
0.014203283935785294,
0.0022454559803009033,
0.009504618123173714,
-0.1618122160434723,
0.056581974029541016,
-0.0696348249912262,
-0.04508359730243683,
0.03237731382250786,
0.02065260335803032,
0.04845034331083298,
0.010209028609097004,
0.032150886952877045,
0.01800231821835041,
-0.047772083431482315,
-0.108878955245018,
0.0022060347255319357,
-0.017687305808067322,
-0.016752474009990692,
0.10287292301654816,
-0.019273266196250916,
-0.004055350087583065,
0.024901114404201508,
0.0022840078454464674,
0.03394896909594536,
-0.0004880414344370365,
-0.015648027881979942,
0.00018267780251335353,
0.026135606691241264,
-0.09967740625143051,
-0.002401873003691435,
-0.09363939613103867,
0.024367649108171463,
-0.08490903675556183,
-0.0321258082985878,
-0.01957935467362404,
0.06439909338951111,
-0.01847631298005581,
-0.019123051315546036,
-0.018800534307956696,
0.04759678244590759,
0.08702097088098526,
-0.05690443143248558,
-0.022021973505616188,
0.06980879604816437,
-0.025051578879356384,
0.07375447452068329,
0.05332941934466362,
-0.027178291231393814,
-0.034122396260499954,
-0.0026490562595427036,
-0.038333386182785034,
0.04477810487151146,
-0.027821484953165054,
-0.021330462768673897,
0.03814306855201721,
0.021543366834521294,
-0.000504718569573015,
0.14487969875335693
] | null | null | null | null | null | null | null |
[
0.04161985591053963,
-0.1147560253739357,
0.004248264245688915,
-0.05188209190964699,
-0.02589215151965618,
-0.05055626109242439,
0.009371702559292316,
-0.029133111238479614,
-0.03227899968624115,
0.05622338876128197,
0.017533443868160248,
0.022103579714894295,
-0.06166629120707512,
-0.009150484576821327,
-0.00033740917569957674,
0.020308533683419228,
0.02592683956027031,
0.006878681480884552,
-0.01352249551564455,
0.018318219110369682,
0.11552662402391434,
-0.04788822680711746,
-0.019380036741495132,
-0.026852939277887344,
-0.009638829156756401,
0.012997028417885303,
0.019900990650057793,
-0.061662595719099045,
-0.03179782256484032,
0.020738445222377777,
0.11878103017807007,
-0.026569675654172897,
-0.004060734063386917,
0.059315264225006104,
-0.0635814294219017,
-0.03464193642139435,
-0.024118805304169655,
0.02417096495628357,
-0.026618536561727524,
-0.019085383042693138,
0.0119916507974267,
0.08800379186868668,
-0.04275565221905708,
-0.04188314080238342,
0.03236616030335426,
-0.08726103603839874,
0.04923534393310547,
-0.04909970238804817,
-0.005149354692548513,
-0.027133066207170486,
-0.012949529103934765,
-0.053844090551137924,
-0.03821625933051109,
-0.02723769284784794,
0.030962463468313217,
0.11618772894144058,
-0.016065845265984535,
0.017906665802001953,
0.007695588283240795,
-0.03217281773686409,
-0.06416305899620056,
0.041042983531951904,
0.014877703040838242,
-0.09209969639778137,
0.013656110502779484,
-0.03791337460279465,
0.04785539582371712,
-0.015359427779912949,
-0.04660933092236519,
0.04897315427660942,
-0.06500393152236938,
-0.0027674725279212,
0.10498791188001633,
-0.002436423674225807,
-0.005199674516916275,
-0.013291079550981522,
-0.05578605830669403,
0.06041887030005455,
0.02229904755949974,
0.038866303861141205,
0.06980831921100616,
-0.011294195428490639,
0.008348186500370502,
-0.04083326831459999,
0.043971892446279526,
0.1087922528386116,
0.06413789838552475,
-0.009311364963650703,
-0.07359781116247177,
-0.03570270165801048,
-0.04609478637576103,
-0.10151650011539459,
-0.04448854178190231,
0.013007850386202335,
-0.051705069839954376,
-0.08416825532913208,
0.025284377858042717,
-0.05083014816045761,
0.10096241533756256,
-0.02185763791203499,
0.05190834775567055,
-0.06691833585500717,
-0.06862227618694305,
-0.0016734007513150573,
-0.0016614991473034024,
-0.060304220765829086,
0.024965113028883934,
0.04318246617913246,
0.003946923650801182,
0.01437746174633503,
0.04151865467429161,
0.01945728063583374,
-0.008199313655495644,
0.038148995488882065,
0.04662580415606499,
-0.027620526030659676,
-0.03603409230709076,
-0.026642413809895515,
0.040871936827898026,
-0.0015019983984529972,
-0.025516299530863762,
-0.00636164378374815,
-0.043634261935949326,
0.022927865386009216,
-0.04567218944430351,
-0.03132975846529007,
-0.033983681350946426,
8.270826925198579e-34,
-0.008851217105984688,
0.1069478765130043,
0.023894667625427246,
-0.0890878364443779,
0.0208294615149498,
-0.07206764817237854,
0.022547578439116478,
-0.02344079501926899,
-0.06850520521402359,
0.031807318329811096,
-0.0026852539740502834,
0.06244758889079094,
-0.005513814743608236,
0.010944565758109093,
0.0722639188170433,
0.009413025341928005,
-0.07479297369718552,
0.07987983524799347,
-0.008020685985684395,
0.02404789626598358,
-0.040856268256902695,
0.021208392456173897,
-0.011666552163660526,
-0.03697533532977104,
0.007299607619643211,
0.020608581602573395,
-0.09809119999408722,
-0.0035199709236621857,
0.05886606127023697,
0.02549002133309841,
-0.08447565883398056,
0.060509707778692245,
0.03345740586519241,
-0.02233140915632248,
0.04281950742006302,
-0.010481243953108788,
0.02776975929737091,
-0.0055729662999510765,
0.005887993145734072,
-0.01710290089249611,
-0.009264891035854816,
0.06928232312202454,
0.048082493245601654,
0.010468046180903912,
0.001156988088041544,
0.014103487133979797,
-0.02867262065410614,
0.09747593849897385,
-0.03661086782813072,
-0.06039892137050629,
0.026766005903482437,
-0.0770881175994873,
0.022099584341049194,
0.01370237022638321,
-0.02288062684237957,
-0.02407800406217575,
-0.0034215578343719244,
-0.02231975458562374,
0.06639798730611801,
-0.009910307824611664,
0.08720443397760391,
-0.11720259487628937,
0.08046691864728928,
-0.008608445525169373,
-0.00047122471733018756,
0.007323128636926413,
-0.054235704243183136,
0.08768854290246964,
0.02724652923643589,
0.05558086559176445,
0.011145825497806072,
0.049385059624910355,
0.003220602637156844,
-0.04897991940379143,
0.05479249358177185,
0.06983353197574615,
0.1447431892156601,
0.07017365843057632,
-0.055661074817180634,
-0.01233506016433239,
0.013580343686044216,
0.07851558923721313,
-0.11628204584121704,
-0.07652226835489273,
-0.04503384605050087,
0.063021220266819,
-0.021489042788743973,
0.003681221976876259,
-0.1512162983417511,
-0.04558499529957771,
-0.07927758246660233,
-0.023616597056388855,
-0.01591438613831997,
-0.0742892399430275,
-0.09446880966424942,
-7.301808616275707e-34,
0.10848364979028702,
0.0379360057413578,
-0.05050744488835335,
0.019542193040251732,
0.07931125164031982,
0.09249908477067947,
0.11738952994346619,
-0.0222616009414196,
-0.022525230422616005,
-0.02311352640390396,
0.04728814959526062,
0.002858505817130208,
0.017908675596117973,
0.02660580724477768,
-0.11547547578811646,
-0.010486851446330547,
-0.031121259555220604,
0.026450730860233307,
0.004388297442346811,
-0.06756094098091125,
0.002418197225779295,
-0.011239200830459595,
0.055548831820487976,
0.059882987290620804,
-0.014038901776075363,
0.03442007675766945,
-0.07932890951633453,
0.01392965018749237,
-0.07513882964849472,
-0.04495609551668167,
-0.01665913127362728,
-0.004037400241941214,
-0.014745541848242283,
-0.10820093750953674,
-0.06517941504716873,
0.0672965943813324,
0.03899319842457771,
-0.030298389494419098,
0.006335766986012459,
-0.025824449956417084,
0.02856370434165001,
0.008712957613170147,
0.10056093335151672,
0.017788654193282127,
-0.0023559294641017914,
0.020322836935520172,
-0.0031753452494740486,
-0.005433262791484594,
-0.009779315441846848,
0.047804951667785645,
0.01629386655986309,
0.05166909843683243,
0.03753243759274483,
0.04707781597971916,
-0.03607795387506485,
-0.028901411220431328,
-0.04609590023756027,
-0.0015226826071739197,
0.06171555444598198,
0.029227694496512413,
-0.09314586967229843,
0.05061396211385727,
-0.046344827860593796,
0.0246056467294693,
0.015626953914761543,
0.029778961092233658,
0.04633142799139023,
0.029391614720225334,
0.009556026197969913,
-0.008675049059092999,
0.02700377255678177,
0.0349855050444603,
0.06122351810336113,
0.12991037964820862,
0.01847080886363983,
0.05465177819132805,
-0.017328085377812386,
-0.1031363308429718,
-0.03342292085289955,
0.04392522573471069,
0.07775503396987915,
-0.0519389808177948,
-0.007337094750255346,
0.09546085447072983,
0.06343923509120941,
0.00851469300687313,
0.07064357399940491,
-0.02246389538049698,
-0.017092259600758553,
0.026101721450686455,
0.02731187641620636,
0.03484368696808815,
0.06496928632259369,
-0.14097940921783447,
0.0637744888663292,
-4.22135038036231e-8,
-0.0634196475148201,
0.0013309263158589602,
-0.025678256526589394,
-0.016181718558073044,
-0.010663723573088646,
-0.06771476566791534,
0.014203283935785294,
0.0022454559803009033,
0.009504618123173714,
-0.1618122160434723,
0.056581974029541016,
-0.0696348249912262,
-0.04508359730243683,
0.03237731382250786,
0.02065260335803032,
0.04845034331083298,
0.010209028609097004,
0.032150886952877045,
0.01800231821835041,
-0.047772083431482315,
-0.108878955245018,
0.0022060347255319357,
-0.017687305808067322,
-0.016752474009990692,
0.10287292301654816,
-0.019273266196250916,
-0.004055350087583065,
0.024901114404201508,
0.0022840078454464674,
0.03394896909594536,
-0.0004880414344370365,
-0.015648027881979942,
0.00018267780251335353,
0.026135606691241264,
-0.09967740625143051,
-0.002401873003691435,
-0.09363939613103867,
0.024367649108171463,
-0.08490903675556183,
-0.0321258082985878,
-0.01957935467362404,
0.06439909338951111,
-0.01847631298005581,
-0.019123051315546036,
-0.018800534307956696,
0.04759678244590759,
0.08702097088098526,
-0.05690443143248558,
-0.022021973505616188,
0.06980879604816437,
-0.025051578879356384,
0.07375447452068329,
0.05332941934466362,
-0.027178291231393814,
-0.034122396260499954,
-0.0026490562595427036,
-0.038333386182785034,
0.04477810487151146,
-0.027821484953165054,
-0.021330462768673897,
0.03814306855201721,
0.021543366834521294,
-0.000504718569573015,
0.14487969875335693
] |
1402.0823
|
Gilles Cohen-Tannoudji S
|
Gilles Cohen-Tannoudji
|
An interpretive conjecture for physics beyond the standard models:
generalized complementarity
|
Some typo corrections, extended abstract, references added
| null | null | null |
gr-qc hep-th physics.hist-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Our interpretive conjecture is inspired by the epistemology due to Ferdinand
Gonseth (1890-1975) who interpreted complementarity as the relationship between
profound and apparent reality horizons. It consists, on the one hand, on
enlarging the scope of quantum theory to the most profound reality horizon,
namely a triply quantum theory of gravitation that would be able to take into
account simultaneously as elementary quanta the Planck's constant, the Planck's
space-time area and the Boltzmann constant, and, on the other hand, on
interpreting in terms of generalized complementarity three doubly quantum
schemata taking into account by pairs, these three elementary quanta and form
the apparent reality horizon.
|
[
{
"created": "Fri, 31 Jan 2014 09:33:06 GMT",
"version": "v1"
},
{
"created": "Fri, 7 Feb 2014 11:05:07 GMT",
"version": "v2"
}
] |
2016-12-30
|
[
[
"Cohen-Tannoudji",
"Gilles",
""
]
] |
[
-0.01983526535332203,
-0.053987182676792145,
-0.00491290120407939,
0.03081810660660267,
0.014785140752792358,
0.03743269294500351,
-0.008458025753498077,
0.03505004569888115,
0.06582687050104141,
-0.03995838761329651,
-0.008867090567946434,
-0.14062075316905975,
-0.08735134452581406,
0.01095679309219122,
-0.012630012817680836,
-0.05017438158392906,
-0.015869062393903732,
-0.0017113798530772328,
-0.03194244205951691,
0.023245632648468018,
0.004030345939099789,
0.04175608605146408,
-0.06569237262010574,
0.05242203548550606,
0.046046558767557144,
-0.012636998668313026,
-0.026761643588542938,
-0.020151065662503242,
0.06916052848100662,
0.027656788006424904,
-0.10320199280977249,
0.07252558320760727,
-0.02190549112856388,
0.014714750461280346,
0.04488000646233559,
0.08160249143838882,
0.044710978865623474,
0.04383239150047302,
-0.021861637011170387,
-0.009822291322052479,
-0.0342831052839756,
0.004733559209853411,
-0.021582433953881264,
0.009873167611658573,
0.0013464061776176095,
0.1097664088010788,
0.04043518751859665,
0.024443773552775383,
-0.07305454462766647,
-0.06924983859062195,
-0.014927598647773266,
-0.004256483167409897,
-0.019765492528676987,
0.03344426676630974,
0.0475434847176075,
0.06421999633312225,
0.0036917219404131174,
-0.0182693712413311,
-0.07209032773971558,
-0.062456537038087845,
-0.027436865493655205,
0.005144248250871897,
-0.026580149307847023,
0.013683908618986607,
0.16637009382247925,
-0.037381041795015335,
-0.07049261033535004,
-0.03319597989320755,
-0.045583344995975494,
0.08233368396759033,
0.005666045472025871,
0.024870552122592926,
-0.033193301409482956,
-0.005828730762004852,
0.11131109297275543,
0.05479571223258972,
0.038752004504203796,
0.1083608940243721,
0.0333050861954689,
-0.010439704172313213,
0.03364580124616623,
0.019227929413318634,
-0.06008145585656166,
0.05135386437177658,
-0.05577389523386955,
-0.0757988914847374,
-0.05572498217225075,
-0.023083947598934174,
-0.07558935135602951,
0.02445109561085701,
-0.012967201881110668,
-0.07522004097700119,
-0.018914921209216118,
0.011241423897445202,
0.005374833941459656,
0.028634166345000267,
0.02396797202527523,
0.00315546290948987,
0.05829821899533272,
-0.0012196182506158948,
0.02338990941643715,
0.009354593232274055,
-0.00444656889885664,
0.028651995584368706,
0.03697042167186737,
-0.010928534902632236,
0.03610790893435478,
-0.012324847280979156,
0.06850668787956238,
-0.05869843810796738,
0.043818894773721695,
-0.10300987213850021,
0.020934710279107094,
-0.10399852693080902,
-0.08868445456027985,
0.04093167930841446,
-0.010865546762943268,
0.014889184385538101,
-0.007506231777369976,
-0.03412138670682907,
-0.029782870784401894,
0.0631382092833519,
-0.010056932456791401,
0.052406325936317444,
0.009292103350162506,
0.03808651864528656,
0.0057878801599144936,
3.287368032384424e-33,
0.07883882522583008,
-0.03412120044231415,
0.04073556885123253,
0.01835850067436695,
0.04816485941410065,
0.041973479092121124,
-0.03458425775170326,
-0.041267912834882736,
0.017514962702989578,
0.0515187606215477,
-0.006733993999660015,
0.04023556411266327,
0.02938116528093815,
0.03646059334278107,
-0.029716476798057556,
0.08764112740755081,
-0.07826413959264755,
-0.02384583279490471,
0.034570690244436264,
-0.007363764103502035,
0.002244214992970228,
0.03245598077774048,
-0.09568657726049423,
-0.02337859384715557,
0.027001608163118362,
-0.024954184889793396,
0.05811438709497452,
-0.006814971566200256,
-0.06393145769834518,
-0.005869423039257526,
-0.06814803928136826,
0.08470682054758072,
0.01689312420785427,
-0.011730610392987728,
-0.07528334110975266,
-0.02588849887251854,
0.03306098282337189,
-0.06077137216925621,
-0.039380092173814774,
-0.04073408618569374,
-0.004089922644197941,
0.016698133200407028,
-0.07865021377801895,
-0.0788419246673584,
0.0607558898627758,
-0.05601784586906433,
0.04508773609995842,
-0.030625661835074425,
-0.10934806615114212,
0.028303511440753937,
0.02431347593665123,
-0.008551148697733879,
-0.06342833489179611,
-0.01688780076801777,
-0.041720420122146606,
0.021976934745907784,
-0.06862290948629379,
0.06482293456792831,
0.01762828789651394,
0.040227942168712616,
0.007813298143446445,
0.06819060444831848,
0.033925607800483704,
-0.03305511549115181,
-0.05725930258631706,
0.053958673030138016,
-0.03721262142062187,
-0.1088484674692154,
-0.023947110399603844,
0.03870774805545807,
-0.12771178781986237,
0.00021027232287451625,
-0.0016357592539861798,
0.007047800812870264,
0.04451298341155052,
-0.08820968121290207,
-0.016885142773389816,
0.012057440355420113,
0.004888062831014395,
0.0640919879078865,
-0.04818658530712128,
0.004803596995770931,
0.0709507018327713,
0.06177353858947754,
-0.07940197736024857,
-0.03927548974752426,
-0.00785051193088293,
-0.055691055953502655,
0.00503564951941371,
-0.05339302867650986,
-0.05795551463961601,
-0.027301330119371414,
0.06238202005624771,
-0.01702912710607052,
-0.06421509385108948,
-4.614214995056758e-33,
-0.05868988856673241,
-0.06396313011646271,
-0.12810200452804565,
0.0539020374417305,
0.006646426860243082,
-0.04410456120967865,
-0.06132857874035835,
-0.009301996789872646,
-0.05559530109167099,
-0.05377018079161644,
0.08833230286836624,
0.04084160551428795,
-0.06252854317426682,
0.0026606889441609383,
-0.023405000567436218,
-0.018997561186552048,
0.0753653421998024,
0.010534649714827538,
0.015613110736012459,
0.011105785146355629,
0.13275742530822754,
-0.06581631302833557,
-0.040923912078142166,
-0.09401468932628632,
0.030517376959323883,
0.05926163122057915,
0.08015602827072144,
0.025312330573797226,
-0.07743114978075027,
0.02439355105161667,
-0.04448971897363663,
-0.05069788172841072,
-0.06799612194299698,
-0.008322167210280895,
-0.01875237561762333,
-0.011897064745426178,
0.007881838828325272,
0.09759269654750824,
-0.09537539631128311,
-0.026591194793581963,
-0.04607771709561348,
0.0014509112806990743,
0.056242283433675766,
-0.011122874915599823,
0.03135599195957184,
0.024267015978693962,
0.017562994733452797,
0.03350076824426651,
-0.01632850430905819,
0.00559192756190896,
0.02107854373753071,
0.00805580522865057,
0.002991197630763054,
0.09588451683521271,
-0.08865329623222351,
0.06260111927986145,
0.0500495582818985,
0.00009772383054951206,
0.10807730257511139,
0.05007075518369675,
0.021545400843024254,
0.008647819049656391,
-0.02289273962378502,
0.061604928225278854,
0.030808644369244576,
-0.015738781541585922,
-0.07647901028394699,
0.022628303617239,
-0.000983848120085895,
-0.06557168066501617,
-0.05859798565506935,
-0.07900471240282059,
0.00054692238336429,
0.054660290479660034,
0.01912393979728222,
0.11146034300327301,
0.09025593101978302,
-0.03876108303666115,
0.022471696138381958,
0.03905273228883743,
0.02520471252501011,
0.0033617832232266665,
0.12834113836288452,
0.014921467751264572,
0.11275376379489899,
-0.013921127654612064,
-0.11439115554094315,
0.01638433337211609,
0.00019134658214170486,
0.028732458129525185,
-0.08026821911334991,
-0.0404372438788414,
-0.06695134192705154,
-0.04397186264395714,
-0.012566923163831234,
-4.77623025574303e-8,
0.07158268243074417,
0.015335232019424438,
-0.0648060142993927,
-0.04690137505531311,
-0.0647556260228157,
0.03363177180290222,
0.05833844095468521,
0.03111877851188183,
-0.042934950441122055,
0.04943162947893143,
0.015624189749360085,
-0.020813673734664917,
-0.07494406402111053,
0.0073359510861337185,
0.02573135308921337,
0.04815423861145973,
-0.00919966958463192,
-0.0017540717963129282,
-0.055913519114255905,
0.026253454387187958,
0.0079877944663167,
0.04740811884403229,
-0.018177000805735588,
-0.09431546181440353,
0.03510287031531334,
0.023689741268754005,
0.010929749347269535,
0.07566674798727036,
-0.056305818259716034,
-0.01689893566071987,
-0.004993484355509281,
0.07920883595943451,
0.023872287943959236,
0.03299855813384056,
0.022659825161099434,
-0.0006816016393713653,
-0.07594367861747742,
0.04269232973456383,
-0.036201111972332,
-0.026855727657675743,
-0.016987478360533714,
0.043604131788015366,
-0.014357942156493664,
0.0168061014264822,
0.12159500271081924,
-0.02091984450817108,
0.05689986050128937,
0.012861832976341248,
0.02717166766524315,
0.0985676571726799,
0.011035095900297165,
0.07613468915224075,
0.07039256393909454,
0.008191840723156929,
-0.00539645878598094,
-0.012881485745310783,
-0.014497844502329826,
-0.06374918669462204,
-0.14651237428188324,
0.0003395341627765447,
0.09193959087133408,
-0.011882702820003033,
-0.01628256030380726,
0.006836311426013708
] | null | null | null | null | null | null | null |
[
-0.01983526535332203,
-0.053987182676792145,
-0.00491290120407939,
0.03081810660660267,
0.014785140752792358,
0.03743269294500351,
-0.008458025753498077,
0.03505004569888115,
0.06582687050104141,
-0.03995838761329651,
-0.008867090567946434,
-0.14062075316905975,
-0.08735134452581406,
0.01095679309219122,
-0.012630012817680836,
-0.05017438158392906,
-0.015869062393903732,
-0.0017113798530772328,
-0.03194244205951691,
0.023245632648468018,
0.004030345939099789,
0.04175608605146408,
-0.06569237262010574,
0.05242203548550606,
0.046046558767557144,
-0.012636998668313026,
-0.026761643588542938,
-0.020151065662503242,
0.06916052848100662,
0.027656788006424904,
-0.10320199280977249,
0.07252558320760727,
-0.02190549112856388,
0.014714750461280346,
0.04488000646233559,
0.08160249143838882,
0.044710978865623474,
0.04383239150047302,
-0.021861637011170387,
-0.009822291322052479,
-0.0342831052839756,
0.004733559209853411,
-0.021582433953881264,
0.009873167611658573,
0.0013464061776176095,
0.1097664088010788,
0.04043518751859665,
0.024443773552775383,
-0.07305454462766647,
-0.06924983859062195,
-0.014927598647773266,
-0.004256483167409897,
-0.019765492528676987,
0.03344426676630974,
0.0475434847176075,
0.06421999633312225,
0.0036917219404131174,
-0.0182693712413311,
-0.07209032773971558,
-0.062456537038087845,
-0.027436865493655205,
0.005144248250871897,
-0.026580149307847023,
0.013683908618986607,
0.16637009382247925,
-0.037381041795015335,
-0.07049261033535004,
-0.03319597989320755,
-0.045583344995975494,
0.08233368396759033,
0.005666045472025871,
0.024870552122592926,
-0.033193301409482956,
-0.005828730762004852,
0.11131109297275543,
0.05479571223258972,
0.038752004504203796,
0.1083608940243721,
0.0333050861954689,
-0.010439704172313213,
0.03364580124616623,
0.019227929413318634,
-0.06008145585656166,
0.05135386437177658,
-0.05577389523386955,
-0.0757988914847374,
-0.05572498217225075,
-0.023083947598934174,
-0.07558935135602951,
0.02445109561085701,
-0.012967201881110668,
-0.07522004097700119,
-0.018914921209216118,
0.011241423897445202,
0.005374833941459656,
0.028634166345000267,
0.02396797202527523,
0.00315546290948987,
0.05829821899533272,
-0.0012196182506158948,
0.02338990941643715,
0.009354593232274055,
-0.00444656889885664,
0.028651995584368706,
0.03697042167186737,
-0.010928534902632236,
0.03610790893435478,
-0.012324847280979156,
0.06850668787956238,
-0.05869843810796738,
0.043818894773721695,
-0.10300987213850021,
0.020934710279107094,
-0.10399852693080902,
-0.08868445456027985,
0.04093167930841446,
-0.010865546762943268,
0.014889184385538101,
-0.007506231777369976,
-0.03412138670682907,
-0.029782870784401894,
0.0631382092833519,
-0.010056932456791401,
0.052406325936317444,
0.009292103350162506,
0.03808651864528656,
0.0057878801599144936,
3.287368032384424e-33,
0.07883882522583008,
-0.03412120044231415,
0.04073556885123253,
0.01835850067436695,
0.04816485941410065,
0.041973479092121124,
-0.03458425775170326,
-0.041267912834882736,
0.017514962702989578,
0.0515187606215477,
-0.006733993999660015,
0.04023556411266327,
0.02938116528093815,
0.03646059334278107,
-0.029716476798057556,
0.08764112740755081,
-0.07826413959264755,
-0.02384583279490471,
0.034570690244436264,
-0.007363764103502035,
0.002244214992970228,
0.03245598077774048,
-0.09568657726049423,
-0.02337859384715557,
0.027001608163118362,
-0.024954184889793396,
0.05811438709497452,
-0.006814971566200256,
-0.06393145769834518,
-0.005869423039257526,
-0.06814803928136826,
0.08470682054758072,
0.01689312420785427,
-0.011730610392987728,
-0.07528334110975266,
-0.02588849887251854,
0.03306098282337189,
-0.06077137216925621,
-0.039380092173814774,
-0.04073408618569374,
-0.004089922644197941,
0.016698133200407028,
-0.07865021377801895,
-0.0788419246673584,
0.0607558898627758,
-0.05601784586906433,
0.04508773609995842,
-0.030625661835074425,
-0.10934806615114212,
0.028303511440753937,
0.02431347593665123,
-0.008551148697733879,
-0.06342833489179611,
-0.01688780076801777,
-0.041720420122146606,
0.021976934745907784,
-0.06862290948629379,
0.06482293456792831,
0.01762828789651394,
0.040227942168712616,
0.007813298143446445,
0.06819060444831848,
0.033925607800483704,
-0.03305511549115181,
-0.05725930258631706,
0.053958673030138016,
-0.03721262142062187,
-0.1088484674692154,
-0.023947110399603844,
0.03870774805545807,
-0.12771178781986237,
0.00021027232287451625,
-0.0016357592539861798,
0.007047800812870264,
0.04451298341155052,
-0.08820968121290207,
-0.016885142773389816,
0.012057440355420113,
0.004888062831014395,
0.0640919879078865,
-0.04818658530712128,
0.004803596995770931,
0.0709507018327713,
0.06177353858947754,
-0.07940197736024857,
-0.03927548974752426,
-0.00785051193088293,
-0.055691055953502655,
0.00503564951941371,
-0.05339302867650986,
-0.05795551463961601,
-0.027301330119371414,
0.06238202005624771,
-0.01702912710607052,
-0.06421509385108948,
-4.614214995056758e-33,
-0.05868988856673241,
-0.06396313011646271,
-0.12810200452804565,
0.0539020374417305,
0.006646426860243082,
-0.04410456120967865,
-0.06132857874035835,
-0.009301996789872646,
-0.05559530109167099,
-0.05377018079161644,
0.08833230286836624,
0.04084160551428795,
-0.06252854317426682,
0.0026606889441609383,
-0.023405000567436218,
-0.018997561186552048,
0.0753653421998024,
0.010534649714827538,
0.015613110736012459,
0.011105785146355629,
0.13275742530822754,
-0.06581631302833557,
-0.040923912078142166,
-0.09401468932628632,
0.030517376959323883,
0.05926163122057915,
0.08015602827072144,
0.025312330573797226,
-0.07743114978075027,
0.02439355105161667,
-0.04448971897363663,
-0.05069788172841072,
-0.06799612194299698,
-0.008322167210280895,
-0.01875237561762333,
-0.011897064745426178,
0.007881838828325272,
0.09759269654750824,
-0.09537539631128311,
-0.026591194793581963,
-0.04607771709561348,
0.0014509112806990743,
0.056242283433675766,
-0.011122874915599823,
0.03135599195957184,
0.024267015978693962,
0.017562994733452797,
0.03350076824426651,
-0.01632850430905819,
0.00559192756190896,
0.02107854373753071,
0.00805580522865057,
0.002991197630763054,
0.09588451683521271,
-0.08865329623222351,
0.06260111927986145,
0.0500495582818985,
0.00009772383054951206,
0.10807730257511139,
0.05007075518369675,
0.021545400843024254,
0.008647819049656391,
-0.02289273962378502,
0.061604928225278854,
0.030808644369244576,
-0.015738781541585922,
-0.07647901028394699,
0.022628303617239,
-0.000983848120085895,
-0.06557168066501617,
-0.05859798565506935,
-0.07900471240282059,
0.00054692238336429,
0.054660290479660034,
0.01912393979728222,
0.11146034300327301,
0.09025593101978302,
-0.03876108303666115,
0.022471696138381958,
0.03905273228883743,
0.02520471252501011,
0.0033617832232266665,
0.12834113836288452,
0.014921467751264572,
0.11275376379489899,
-0.013921127654612064,
-0.11439115554094315,
0.01638433337211609,
0.00019134658214170486,
0.028732458129525185,
-0.08026821911334991,
-0.0404372438788414,
-0.06695134192705154,
-0.04397186264395714,
-0.012566923163831234,
-4.77623025574303e-8,
0.07158268243074417,
0.015335232019424438,
-0.0648060142993927,
-0.04690137505531311,
-0.0647556260228157,
0.03363177180290222,
0.05833844095468521,
0.03111877851188183,
-0.042934950441122055,
0.04943162947893143,
0.015624189749360085,
-0.020813673734664917,
-0.07494406402111053,
0.0073359510861337185,
0.02573135308921337,
0.04815423861145973,
-0.00919966958463192,
-0.0017540717963129282,
-0.055913519114255905,
0.026253454387187958,
0.0079877944663167,
0.04740811884403229,
-0.018177000805735588,
-0.09431546181440353,
0.03510287031531334,
0.023689741268754005,
0.010929749347269535,
0.07566674798727036,
-0.056305818259716034,
-0.01689893566071987,
-0.004993484355509281,
0.07920883595943451,
0.023872287943959236,
0.03299855813384056,
0.022659825161099434,
-0.0006816016393713653,
-0.07594367861747742,
0.04269232973456383,
-0.036201111972332,
-0.026855727657675743,
-0.016987478360533714,
0.043604131788015366,
-0.014357942156493664,
0.0168061014264822,
0.12159500271081924,
-0.02091984450817108,
0.05689986050128937,
0.012861832976341248,
0.02717166766524315,
0.0985676571726799,
0.011035095900297165,
0.07613468915224075,
0.07039256393909454,
0.008191840723156929,
-0.00539645878598094,
-0.012881485745310783,
-0.014497844502329826,
-0.06374918669462204,
-0.14651237428188324,
0.0003395341627765447,
0.09193959087133408,
-0.011882702820003033,
-0.01628256030380726,
0.006836311426013708
] |
1402.0836
|
Sakyasingha Dasgupta
|
Sakyasingha Dasgupta
|
Cognitive Aging as Interplay between Hebbian Learning and Criticality
|
Concise version of MSc thesis, Neural Models of the Ageing Brain,
University of Edinburgh, 2010. Supervisor Dr. J. Michael Herrmann. 64 pages,
20 figures
| null | null | null |
nlin.AO cs.NE q-bio.NC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Cognitive ageing seems to be a story of global degradation. As one ages there
are a number of physical, chemical and biological changes that take place.
Therefore it is logical to assume that the brain is no exception to this
phenomenon. The principle purpose of this project is to use models of neural
dynamics and learning based on the underlying principle of self-organised
criticality, to account for the age related cognitive effects. In this regard
learning in neural networks can serve as a model for the acquisition of skills
and knowledge in early development stages i.e. the ageing process and
criticality in the network serves as the optimum state of cognitive abilities.
Possible candidate mechanisms for ageing in a neural network are loss of
connectivity and neurons, increase in the level of noise, reduction in white
matter or more interestingly longer learning history and the competition among
several optimization objectives. In this paper we are primarily interested in
the affect of the longer learning history on memory and thus the optimality in
the brain. Hence it is hypothesized that prolonged learning in the form of
associative memory patterns can destroy the state of criticality in the
network. We base our model on Tsodyks and Markrams [49] model of dynamic
synapses, in the process to explore the effect of combining standard Hebbian
learning with the phenomenon of Self-organised criticality. The project mainly
consists of evaluations and simulations of networks of integrate and
fire-neurons that have been subjected to various combinations of neural-level
ageing effects, with the aim of establishing the primary hypothesis and
understanding the decline of cognitive abilities due to ageing, using one of
its important characteristics, a longer learning history.
|
[
{
"created": "Tue, 4 Feb 2014 19:16:34 GMT",
"version": "v1"
}
] |
2014-08-07
|
[
[
"Dasgupta",
"Sakyasingha",
""
]
] |
[
0.00777158048003912,
-0.06644511222839355,
-0.03210696578025818,
0.07481476664543152,
0.0006789303733967245,
0.07567950338125229,
0.02465883456170559,
0.030600273981690407,
0.019439639523625374,
0.014507362619042397,
-0.012533210217952728,
0.07431506365537643,
0.04050358384847641,
0.0585022009909153,
-0.03923095762729645,
0.028491029515862465,
-0.061064962297677994,
0.03446513041853905,
-0.09119579195976257,
-0.082694411277771,
0.0753621980547905,
-0.018396837636828423,
-0.0013838291633874178,
0.026302674785256386,
-0.0848182886838913,
0.030643029138445854,
-0.03469579666852951,
-0.02549513429403305,
0.015209640376269817,
0.01905890181660652,
0.10356171429157257,
-0.02785026654601097,
0.013510528951883316,
0.01841985434293747,
-0.06838402897119522,
-0.012568363919854164,
-0.04429669305682182,
-0.001654850086197257,
0.009609601460397243,
-0.02324073389172554,
0.009708495810627937,
0.024730969220399857,
-0.051260851323604584,
-0.031747300177812576,
0.07411754131317139,
0.055472232401371,
0.017599882557988167,
-0.052459508180618286,
-0.016454527154564857,
-0.021712172776460648,
-0.04402247071266174,
-0.028968460857868195,
-0.04594353213906288,
-0.01759970746934414,
0.03358687832951546,
0.058335304260253906,
-0.023437410593032837,
0.01664082519710064,
-0.10359683632850647,
0.055475763976573944,
-0.06621420383453369,
-0.07016555964946747,
0.029392464086413383,
-0.04798633232712746,
0.04838494956493378,
0.004021815024316311,
0.053668200969696045,
0.06081119924783707,
0.0211856160312891,
0.09576012194156647,
-0.004851056262850761,
0.06749768555164337,
-0.04004299268126488,
-0.057962607592344284,
0.06636872887611389,
0.06970503181219101,
-0.0260393675416708,
-0.0482790544629097,
0.01567159965634346,
-0.1682707518339157,
0.04466461390256882,
0.04797285422682762,
0.011045046150684357,
-0.04159758612513542,
-0.017644403502345085,
-0.020080937072634697,
0.05695397034287453,
0.011022929102182388,
0.028915582224726677,
-0.04766359180212021,
0.03326837345957756,
0.0170335303992033,
-0.06480778008699417,
-0.014262747950851917,
0.13578948378562927,
0.02128654718399048,
0.043470267206430435,
-0.02624659799039364,
-0.03206191211938858,
0.06523698568344116,
-0.05872699245810509,
-0.0411812961101532,
0.0031280075199902058,
0.058680515736341476,
0.03770958632230759,
0.01050817221403122,
0.04557047039270401,
0.02905694767832756,
0.026193490251898766,
0.031154897063970566,
0.013053309172391891,
-0.007082978263497353,
-0.014143677428364754,
0.05978133901953697,
-0.03843407705426216,
-0.026058917865157127,
-0.015473201870918274,
0.021344106644392014,
0.036163121461868286,
0.08797284960746765,
0.050778090953826904,
-0.023022785782814026,
-0.04061507061123848,
0.006800016853958368,
-0.04941289871931076,
-0.05422642081975937,
-0.018836498260498047,
2.3125810767703876e-33,
-0.0376443974673748,
-0.04661007970571518,
-0.05592816695570946,
-0.009943018667399883,
-0.002696727402508259,
-0.033144760876894,
-0.00790963601320982,
-0.028060980141162872,
0.01822221651673317,
-0.06371340155601501,
-0.07650531083345413,
-0.03347209841012955,
-0.05525904893875122,
-0.008477401919662952,
0.08623223006725311,
0.004286026116460562,
-0.07264754921197891,
0.06302739679813385,
0.04307112097740173,
-0.09983377158641815,
0.03272651880979538,
-0.06879407912492752,
-0.008011207915842533,
-0.05508897453546524,
0.016149790957570076,
-0.018062852323055267,
0.0038800083566457033,
0.06350714713335037,
-0.0870915874838829,
-0.013761143200099468,
-0.03626001626253128,
0.008701415732502937,
-0.138352170586586,
0.006036148872226477,
0.006931243930011988,
0.015834679827094078,
0.03413046896457672,
0.024302929639816284,
0.002849724842235446,
-0.03083481453359127,
0.0239795483648777,
-0.016639618203043938,
0.0010642885463312268,
0.05702977254986763,
-0.03660159930586815,
-0.04165809229016304,
0.12008781731128693,
0.030600324273109436,
-0.08599171042442322,
-0.062384895980358124,
-0.08109033107757568,
-0.03479405865073204,
-0.04277703911066055,
-0.09614326804876328,
-0.03698892146348953,
0.06518986076116562,
0.005925342906266451,
0.0015086926287040114,
0.02196582220494747,
0.043855782598257065,
0.029708875343203545,
-0.02514127641916275,
0.0019754592794924974,
0.042533811181783676,
0.10591747611761093,
0.08624681830406189,
-0.045670364052057266,
0.03277042508125305,
0.07694762945175171,
-0.03883388265967369,
0.06735264509916306,
0.0021895316895097494,
-0.020247628912329674,
-0.0435321219265461,
0.00894959457218647,
-0.03193340823054314,
0.07332535833120346,
-0.02199614606797695,
-0.07857469469308853,
-0.039538364857435226,
0.08601167052984238,
-0.07568717747926712,
-0.0838899239897728,
0.025586092844605446,
-0.012892389670014381,
-0.010504677891731262,
0.10413101315498352,
-0.08617658913135529,
-0.014018912799656391,
0.05275724083185196,
-0.029026171192526817,
-0.029100213199853897,
0.0732136145234108,
0.0017330878181383014,
-0.022097066044807434,
-2.6738924080406495e-33,
-0.08495616912841797,
-0.013866182416677475,
-0.039689186960458755,
0.08893720805644989,
-0.0011259830789640546,
-0.04201556369662285,
-0.016942627727985382,
0.047345515340566635,
-0.07117877155542374,
-0.07528799772262573,
0.0496869795024395,
-0.02395610697567463,
0.022147895768284798,
0.0023283420596271753,
-0.016890021041035652,
0.005711979232728481,
-0.027901742607355118,
0.059665873646736145,
0.06429415196180344,
-0.026598414406180382,
-0.031411219388246536,
0.07261112332344055,
-0.09063824266195297,
-0.02172769233584404,
-0.010187281295657158,
0.03131396323442459,
-0.07483071833848953,
0.048019375652074814,
-0.02352280728518963,
0.1391514390707016,
-0.030937127768993378,
0.03690844774246216,
-0.010036191903054714,
0.035926781594753265,
-0.032638344913721085,
0.08323122560977936,
0.023265676572918892,
-0.07654469460248947,
-0.03645610809326172,
0.023804016411304474,
0.05857525020837784,
0.03265022113919258,
0.00008102958236122504,
-0.041640061885118484,
0.057482242584228516,
-0.0879349634051323,
-0.03485340625047684,
0.07910104840993881,
-0.00862807221710682,
0.008297102525830269,
0.06863443553447723,
0.009669966995716095,
-0.03863021731376648,
-0.05594463646411896,
-0.06827108561992645,
0.03619786351919174,
0.03144782409071922,
-0.07790464162826538,
0.09111877530813217,
0.025012874975800514,
-0.03379514440894127,
-0.09815102815628052,
-0.03116847388446331,
-0.014242281205952168,
-0.01722743548452854,
-0.04356464743614197,
0.005818183068186045,
0.03744134306907654,
0.054647963494062424,
0.0735686719417572,
0.08689597249031067,
0.025729525834321976,
-0.01512626837939024,
-0.03657080978155136,
0.012384209781885147,
-0.04185593128204346,
-0.04211684316396713,
0.09532564878463745,
-0.07139871269464493,
-0.04102137312293053,
-0.08181321620941162,
0.02503175288438797,
-0.06685235351324081,
0.028273316100239754,
-0.018731944262981415,
-0.008751872926950455,
-0.005697345361113548,
0.08699328452348709,
0.030406391248106956,
-0.03417876362800598,
0.027907762676477432,
-0.08363363891839981,
-0.008813979104161263,
0.03841105103492737,
-0.09434765577316284,
-5.04758865815802e-8,
-0.0481853224337101,
0.04023928940296173,
0.0862036645412445,
0.038002874702215195,
0.11838909238576889,
-0.0565473698079586,
0.06658168137073517,
0.0700283795595169,
0.021449031308293343,
0.0025678102392703295,
0.10335839539766312,
0.02229636162519455,
0.040416717529296875,
-0.0012589028337970376,
-0.006897639483213425,
0.1044359803199768,
0.0665973648428917,
0.031467191874980927,
0.004871527198702097,
-0.0017115013906732202,
0.05956678092479706,
-0.10087385773658752,
0.020355224609375,
0.018661238253116608,
0.0046828086487948895,
-0.08590354770421982,
0.051527101546525955,
0.05884455144405365,
-0.023111606016755104,
0.0005563887534663081,
-0.02801571413874626,
0.046051640063524246,
0.0504167415201664,
0.015307781286537647,
0.06043839454650879,
0.05531596392393112,
0.020443253219127655,
0.036417342722415924,
-0.11738409101963043,
0.06086292862892151,
-0.03977823629975319,
0.03556189313530922,
-0.007078425958752632,
0.015740053728222847,
0.06110154092311859,
-0.022586960345506668,
-0.004034662153571844,
-0.01736288145184517,
0.0015478801215067506,
-0.05618368461728096,
0.07085420936346054,
0.10118715465068817,
-0.03239390626549721,
0.012552060186862946,
0.025206955149769783,
0.00563580309972167,
-0.00437082489952445,
0.069155752658844,
-0.05927254259586334,
0.05899304524064064,
0.03142929822206497,
0.07576508820056915,
-0.05523953214287758,
-0.045409753918647766
] | null | null | null | null | null | null | null |
[
0.00777158048003912,
-0.06644511222839355,
-0.03210696578025818,
0.07481476664543152,
0.0006789303733967245,
0.07567950338125229,
0.02465883456170559,
0.030600273981690407,
0.019439639523625374,
0.014507362619042397,
-0.012533210217952728,
0.07431506365537643,
0.04050358384847641,
0.0585022009909153,
-0.03923095762729645,
0.028491029515862465,
-0.061064962297677994,
0.03446513041853905,
-0.09119579195976257,
-0.082694411277771,
0.0753621980547905,
-0.018396837636828423,
-0.0013838291633874178,
0.026302674785256386,
-0.0848182886838913,
0.030643029138445854,
-0.03469579666852951,
-0.02549513429403305,
0.015209640376269817,
0.01905890181660652,
0.10356171429157257,
-0.02785026654601097,
0.013510528951883316,
0.01841985434293747,
-0.06838402897119522,
-0.012568363919854164,
-0.04429669305682182,
-0.001654850086197257,
0.009609601460397243,
-0.02324073389172554,
0.009708495810627937,
0.024730969220399857,
-0.051260851323604584,
-0.031747300177812576,
0.07411754131317139,
0.055472232401371,
0.017599882557988167,
-0.052459508180618286,
-0.016454527154564857,
-0.021712172776460648,
-0.04402247071266174,
-0.028968460857868195,
-0.04594353213906288,
-0.01759970746934414,
0.03358687832951546,
0.058335304260253906,
-0.023437410593032837,
0.01664082519710064,
-0.10359683632850647,
0.055475763976573944,
-0.06621420383453369,
-0.07016555964946747,
0.029392464086413383,
-0.04798633232712746,
0.04838494956493378,
0.004021815024316311,
0.053668200969696045,
0.06081119924783707,
0.0211856160312891,
0.09576012194156647,
-0.004851056262850761,
0.06749768555164337,
-0.04004299268126488,
-0.057962607592344284,
0.06636872887611389,
0.06970503181219101,
-0.0260393675416708,
-0.0482790544629097,
0.01567159965634346,
-0.1682707518339157,
0.04466461390256882,
0.04797285422682762,
0.011045046150684357,
-0.04159758612513542,
-0.017644403502345085,
-0.020080937072634697,
0.05695397034287453,
0.011022929102182388,
0.028915582224726677,
-0.04766359180212021,
0.03326837345957756,
0.0170335303992033,
-0.06480778008699417,
-0.014262747950851917,
0.13578948378562927,
0.02128654718399048,
0.043470267206430435,
-0.02624659799039364,
-0.03206191211938858,
0.06523698568344116,
-0.05872699245810509,
-0.0411812961101532,
0.0031280075199902058,
0.058680515736341476,
0.03770958632230759,
0.01050817221403122,
0.04557047039270401,
0.02905694767832756,
0.026193490251898766,
0.031154897063970566,
0.013053309172391891,
-0.007082978263497353,
-0.014143677428364754,
0.05978133901953697,
-0.03843407705426216,
-0.026058917865157127,
-0.015473201870918274,
0.021344106644392014,
0.036163121461868286,
0.08797284960746765,
0.050778090953826904,
-0.023022785782814026,
-0.04061507061123848,
0.006800016853958368,
-0.04941289871931076,
-0.05422642081975937,
-0.018836498260498047,
2.3125810767703876e-33,
-0.0376443974673748,
-0.04661007970571518,
-0.05592816695570946,
-0.009943018667399883,
-0.002696727402508259,
-0.033144760876894,
-0.00790963601320982,
-0.028060980141162872,
0.01822221651673317,
-0.06371340155601501,
-0.07650531083345413,
-0.03347209841012955,
-0.05525904893875122,
-0.008477401919662952,
0.08623223006725311,
0.004286026116460562,
-0.07264754921197891,
0.06302739679813385,
0.04307112097740173,
-0.09983377158641815,
0.03272651880979538,
-0.06879407912492752,
-0.008011207915842533,
-0.05508897453546524,
0.016149790957570076,
-0.018062852323055267,
0.0038800083566457033,
0.06350714713335037,
-0.0870915874838829,
-0.013761143200099468,
-0.03626001626253128,
0.008701415732502937,
-0.138352170586586,
0.006036148872226477,
0.006931243930011988,
0.015834679827094078,
0.03413046896457672,
0.024302929639816284,
0.002849724842235446,
-0.03083481453359127,
0.0239795483648777,
-0.016639618203043938,
0.0010642885463312268,
0.05702977254986763,
-0.03660159930586815,
-0.04165809229016304,
0.12008781731128693,
0.030600324273109436,
-0.08599171042442322,
-0.062384895980358124,
-0.08109033107757568,
-0.03479405865073204,
-0.04277703911066055,
-0.09614326804876328,
-0.03698892146348953,
0.06518986076116562,
0.005925342906266451,
0.0015086926287040114,
0.02196582220494747,
0.043855782598257065,
0.029708875343203545,
-0.02514127641916275,
0.0019754592794924974,
0.042533811181783676,
0.10591747611761093,
0.08624681830406189,
-0.045670364052057266,
0.03277042508125305,
0.07694762945175171,
-0.03883388265967369,
0.06735264509916306,
0.0021895316895097494,
-0.020247628912329674,
-0.0435321219265461,
0.00894959457218647,
-0.03193340823054314,
0.07332535833120346,
-0.02199614606797695,
-0.07857469469308853,
-0.039538364857435226,
0.08601167052984238,
-0.07568717747926712,
-0.0838899239897728,
0.025586092844605446,
-0.012892389670014381,
-0.010504677891731262,
0.10413101315498352,
-0.08617658913135529,
-0.014018912799656391,
0.05275724083185196,
-0.029026171192526817,
-0.029100213199853897,
0.0732136145234108,
0.0017330878181383014,
-0.022097066044807434,
-2.6738924080406495e-33,
-0.08495616912841797,
-0.013866182416677475,
-0.039689186960458755,
0.08893720805644989,
-0.0011259830789640546,
-0.04201556369662285,
-0.016942627727985382,
0.047345515340566635,
-0.07117877155542374,
-0.07528799772262573,
0.0496869795024395,
-0.02395610697567463,
0.022147895768284798,
0.0023283420596271753,
-0.016890021041035652,
0.005711979232728481,
-0.027901742607355118,
0.059665873646736145,
0.06429415196180344,
-0.026598414406180382,
-0.031411219388246536,
0.07261112332344055,
-0.09063824266195297,
-0.02172769233584404,
-0.010187281295657158,
0.03131396323442459,
-0.07483071833848953,
0.048019375652074814,
-0.02352280728518963,
0.1391514390707016,
-0.030937127768993378,
0.03690844774246216,
-0.010036191903054714,
0.035926781594753265,
-0.032638344913721085,
0.08323122560977936,
0.023265676572918892,
-0.07654469460248947,
-0.03645610809326172,
0.023804016411304474,
0.05857525020837784,
0.03265022113919258,
0.00008102958236122504,
-0.041640061885118484,
0.057482242584228516,
-0.0879349634051323,
-0.03485340625047684,
0.07910104840993881,
-0.00862807221710682,
0.008297102525830269,
0.06863443553447723,
0.009669966995716095,
-0.03863021731376648,
-0.05594463646411896,
-0.06827108561992645,
0.03619786351919174,
0.03144782409071922,
-0.07790464162826538,
0.09111877530813217,
0.025012874975800514,
-0.03379514440894127,
-0.09815102815628052,
-0.03116847388446331,
-0.014242281205952168,
-0.01722743548452854,
-0.04356464743614197,
0.005818183068186045,
0.03744134306907654,
0.054647963494062424,
0.0735686719417572,
0.08689597249031067,
0.025729525834321976,
-0.01512626837939024,
-0.03657080978155136,
0.012384209781885147,
-0.04185593128204346,
-0.04211684316396713,
0.09532564878463745,
-0.07139871269464493,
-0.04102137312293053,
-0.08181321620941162,
0.02503175288438797,
-0.06685235351324081,
0.028273316100239754,
-0.018731944262981415,
-0.008751872926950455,
-0.005697345361113548,
0.08699328452348709,
0.030406391248106956,
-0.03417876362800598,
0.027907762676477432,
-0.08363363891839981,
-0.008813979104161263,
0.03841105103492737,
-0.09434765577316284,
-5.04758865815802e-8,
-0.0481853224337101,
0.04023928940296173,
0.0862036645412445,
0.038002874702215195,
0.11838909238576889,
-0.0565473698079586,
0.06658168137073517,
0.0700283795595169,
0.021449031308293343,
0.0025678102392703295,
0.10335839539766312,
0.02229636162519455,
0.040416717529296875,
-0.0012589028337970376,
-0.006897639483213425,
0.1044359803199768,
0.0665973648428917,
0.031467191874980927,
0.004871527198702097,
-0.0017115013906732202,
0.05956678092479706,
-0.10087385773658752,
0.020355224609375,
0.018661238253116608,
0.0046828086487948895,
-0.08590354770421982,
0.051527101546525955,
0.05884455144405365,
-0.023111606016755104,
0.0005563887534663081,
-0.02801571413874626,
0.046051640063524246,
0.0504167415201664,
0.015307781286537647,
0.06043839454650879,
0.05531596392393112,
0.020443253219127655,
0.036417342722415924,
-0.11738409101963043,
0.06086292862892151,
-0.03977823629975319,
0.03556189313530922,
-0.007078425958752632,
0.015740053728222847,
0.06110154092311859,
-0.022586960345506668,
-0.004034662153571844,
-0.01736288145184517,
0.0015478801215067506,
-0.05618368461728096,
0.07085420936346054,
0.10118715465068817,
-0.03239390626549721,
0.012552060186862946,
0.025206955149769783,
0.00563580309972167,
-0.00437082489952445,
0.069155752658844,
-0.05927254259586334,
0.05899304524064064,
0.03142929822206497,
0.07576508820056915,
-0.05523953214287758,
-0.045409753918647766
] |
1402.0842
|
Sina Zahedpour Anaraki
|
Sina Zahedpour, Jared Wahlstrand and Howard Milchberg
|
Quantum Control of Molecular Gas Hydrodynamics
|
5 pages, 4 figures
| null |
10.1103/PhysRevLett.112.143601
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We demonstrate that strong impulsive gas heating or heating suppression at
standard temperature and pressure can occur from coherent rotational excitation
or de-excitation of molecular gases using a sequence of non-ionizing laser
pulses. For the case of excitation, subsequent collisional decoherence of the
ensemble leads to gas heating significantly exceeding that from plasma
absorption under the same laser focusing conditions. In both cases, the
macroscopic hydrodynamics of the gas can be finely controlled with ~40 fs
temporal sensitivity.
|
[
{
"created": "Tue, 4 Feb 2014 19:42:14 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Zahedpour",
"Sina",
""
],
[
"Wahlstrand",
"Jared",
""
],
[
"Milchberg",
"Howard",
""
]
] |
[
-0.04658694192767143,
-0.0368923656642437,
-0.012195846997201443,
0.03197743743658066,
-0.04883068799972534,
-0.04661328345537186,
0.02187461219727993,
-0.07763935625553131,
0.016896916553378105,
-0.023078149184584618,
-0.025482546538114548,
-0.020857729017734528,
-0.020658280700445175,
-0.04787946492433548,
0.04270632565021515,
-0.0033095660619437695,
0.047061122953891754,
0.0245965626090765,
-0.01084382925182581,
0.03425627201795578,
-0.015022206120193005,
-0.03597845882177353,
0.0027162889018654823,
0.06502536684274673,
0.016727523878216743,
0.048762619495391846,
0.05416804924607277,
0.025673629716038704,
-0.0165609959512949,
0.06659949570894241,
0.07320230454206467,
-0.07903961837291718,
-0.0870627760887146,
0.08254805207252502,
0.02617320604622364,
-0.0830015018582344,
-0.01648448407649994,
0.047137439250946045,
-0.007322303485125303,
-0.03063325211405754,
-0.03405504673719406,
-0.0050310296937823296,
-0.03435531631112099,
-0.023369595408439636,
0.0025991350412368774,
0.00627396022900939,
0.018297892063856125,
-0.022896869108080864,
-0.06416573375463486,
0.015383901074528694,
-0.04976454749703407,
0.07214508950710297,
-0.0488865040242672,
-0.029570819810032845,
0.029925266280770302,
0.06051633134484291,
-0.0787423774600029,
0.014143973588943481,
0.0066934931091964245,
-0.10852421075105667,
-0.03708702698349953,
0.03694403916597366,
-0.004765161778777838,
0.033843863755464554,
-0.017184514552354813,
-0.01316576637327671,
0.15342141687870026,
0.060236599296331406,
0.08836937695741653,
0.01572161726653576,
0.0009879894787445664,
0.03287193179130554,
0.010597539134323597,
-0.035380925983190536,
0.02394687756896019,
-0.01878185197710991,
-0.09479724615812302,
0.003111340571194887,
-0.0030317045748233795,
0.04095941409468651,
0.04993501305580139,
-0.026509948074817657,
-0.0032229037024080753,
-0.001566059421747923,
-0.11942258477210999,
0.027418436482548714,
0.02596214972436428,
0.021920178085565567,
-0.0469667986035347,
-0.06031790003180504,
-0.1395258903503418,
-0.06725943088531494,
0.07827682793140411,
-0.041831642389297485,
-0.02340126223862171,
-0.03199632465839386,
0.1252855658531189,
-0.032356515526771545,
0.06951498985290527,
-0.0386933796107769,
0.023175103589892387,
-0.03411654010415077,
-0.04378204420208931,
0.05669192969799042,
-0.08537089824676514,
-0.005395854823291302,
0.12059154361486435,
0.041991863399744034,
-0.1118059754371643,
0.05084764212369919,
-0.002650758484378457,
-0.010009121149778366,
0.0018137164879590273,
-0.08322326093912125,
-0.005239210557192564,
0.0614117830991745,
-0.012388346716761589,
0.016771502792835236,
0.06167776510119438,
-0.015881609171628952,
-0.09383563697338104,
-0.0009108216036111116,
-0.04669727385044098,
0.04004259780049324,
-0.015190794132649899,
-0.02113582007586956,
-0.03851962089538574,
3.530906217303816e-33,
0.006598416715860367,
-0.019724035635590553,
0.0322139747440815,
-0.031170710921287537,
-0.0084948455914855,
0.004854430910199881,
0.015724023804068565,
-0.05268827825784683,
-0.08736226707696915,
0.07876721769571304,
0.03296554088592529,
0.06632399559020996,
0.09676998853683472,
-0.028148654848337173,
-0.07171335071325302,
-0.027567151933908463,
0.041646309196949005,
0.0729803666472435,
-0.08884982019662857,
0.0671556144952774,
0.003945805598050356,
0.11379014700651169,
0.02603507786989212,
-0.0068494477309286594,
-0.0954943373799324,
0.0865551084280014,
-0.05699947103857994,
0.0156308151781559,
0.012833388522267342,
-0.0051089138723909855,
0.008135049603879452,
0.012057014741003513,
-0.08509335666894913,
-0.0015736992936581373,
-0.02303336374461651,
-0.02520785667002201,
-0.0856492891907692,
-0.00006793978536734357,
0.030470019206404686,
0.03905509039759636,
-0.004406989552080631,
-0.029532525688409805,
-0.0442298948764801,
-0.029926400631666183,
0.011431789956986904,
0.048547908663749695,
-0.023196374997496605,
0.003853459609672427,
-0.020058736205101013,
0.0015130735700950027,
0.06721630692481995,
0.03471997752785683,
-0.0016652990598231554,
0.03631935268640518,
0.0767136886715889,
-0.03582519292831421,
0.11141306906938553,
-0.0102806081995368,
0.010368924587965012,
-0.008663498796522617,
-0.028503328561782837,
-0.019616588950157166,
0.004803226795047522,
-0.035542674362659454,
-0.06935738027095795,
0.005006140563637018,
-0.10989909619092941,
0.015415076166391373,
0.09389260411262512,
-0.04143232852220535,
-0.012456436641514301,
0.08360850065946579,
0.08404872566461563,
-0.11590056866407394,
0.12935000658035278,
0.012246550992131233,
0.06045864149928093,
0.044995710253715515,
0.0008387854904867709,
0.05420708283782005,
0.008687877096235752,
-0.0960376039147377,
0.02453617751598358,
0.00869288481771946,
-0.04699494317173958,
-0.009423480369150639,
-0.10342014580965042,
0.0304119773209095,
-0.06586475670337677,
0.0700540542602539,
-0.05457871034741402,
-0.06725165992975235,
0.042452190071344376,
-0.054258380085229874,
-0.009088604710996151,
-5.0994557569983366e-33,
0.11225925385951996,
0.020633302628993988,
0.001908552017994225,
0.05350376293063164,
0.03384459763765335,
0.12894374132156372,
0.010420248843729496,
-0.04501478374004364,
-0.05684064328670502,
-0.08829858899116516,
0.024694526568055153,
-0.02108483389019966,
0.0008815461187623441,
0.05097983032464981,
-0.015923703089356422,
0.01560314279049635,
-0.0022411979734897614,
-0.04197275638580322,
0.08615002036094666,
-0.022360995411872864,
-0.012346980161964893,
-0.008187523111701012,
0.03679336979985237,
0.004093162715435028,
-0.02956956997513771,
0.01212190929800272,
0.0341838113963604,
0.03084397502243519,
-0.027257876470685005,
-0.014329264871776104,
0.013018488883972168,
0.022990094497799873,
-0.001133376732468605,
-0.03342801332473755,
-0.05382242798805237,
0.012270218692719936,
-0.0007786452770233154,
0.04542011395096779,
-0.09496760368347168,
-0.09444896876811981,
-0.0377371683716774,
0.014174804091453552,
-0.0063377185724675655,
0.10315391421318054,
-0.006102557759732008,
0.06490063667297363,
-0.001058588270097971,
-0.0701996386051178,
0.06252437084913254,
0.0008716287557035685,
-0.019403593614697456,
-0.013411586172878742,
-0.021891502663493156,
0.02076580747961998,
0.020732244476675987,
0.03551951423287392,
0.03740667551755905,
0.016871482133865356,
0.029368795454502106,
0.018996726721525192,
-0.0052379705011844635,
-0.048224352300167084,
0.07548796385526657,
0.033783525228500366,
-0.0008791217114776373,
-0.023053251206874847,
-0.02216455526649952,
0.04183443635702133,
0.08227699995040894,
-0.05000729113817215,
0.0004146707651671022,
-0.012841334566473961,
0.037824053317308426,
0.06897469609975815,
0.03787413239479065,
0.029041239991784096,
0.0831165462732315,
-0.10106809437274933,
-0.038211531937122345,
-0.004826159216463566,
-0.014077494852244854,
-0.021796680986881256,
-0.07591090351343155,
-0.03240598738193512,
0.052160803228616714,
0.02357454225420952,
-0.0696607306599617,
-0.11160971224308014,
-0.061733655631542206,
-0.021160798147320747,
0.050641030073165894,
0.052929941564798355,
0.0766882449388504,
-0.0603204108774662,
0.11948950588703156,
-4.114216878292609e-8,
0.05646293982863426,
0.032290175557136536,
-0.04159203916788101,
0.09062846750020981,
-0.004519273526966572,
0.0733342319726944,
-0.059089865535497665,
-0.005693158134818077,
-0.0016233834903687239,
-0.08472757786512375,
0.08351512998342514,
-0.051898613572120667,
0.0925557091832161,
0.024122588336467743,
0.0688682273030281,
-0.03871399909257889,
0.006039130967110395,
-0.07251140475273132,
-0.025260189548134804,
-0.024185815826058388,
0.05054686963558197,
-0.0018188445828855038,
-0.0313296876847744,
0.0012719347141683102,
-0.008313165046274662,
0.04826650768518448,
0.039115309715270996,
-0.03751443699002266,
-0.006141455844044685,
-0.05685930699110031,
-0.0755479708313942,
-0.023060575127601624,
0.013082753866910934,
0.0022643746342509985,
-0.0485224723815918,
-0.049080990254879,
-0.01359568815678358,
0.06398127973079681,
-0.08968060463666916,
-0.06534124165773392,
-0.0066676572896540165,
0.061531536281108856,
-0.09234653413295746,
-0.022602874785661697,
-0.05069146305322647,
0.05854120850563049,
-0.0638631209731102,
-0.01796978898346424,
-0.030925467610359192,
0.043475642800331116,
-0.024967003613710403,
0.06363902986049652,
0.005633304826915264,
0.03631081432104111,
-0.024394441395998,
-0.019516488537192345,
-0.07203734666109085,
0.03567338362336159,
0.0556890070438385,
0.0029990498442202806,
0.09820244461297989,
-0.025125395506620407,
-0.06224663183093071,
0.007107835728675127
] | null | null | null | null | null | null | null |
[
-0.04658694192767143,
-0.0368923656642437,
-0.012195846997201443,
0.03197743743658066,
-0.04883068799972534,
-0.04661328345537186,
0.02187461219727993,
-0.07763935625553131,
0.016896916553378105,
-0.023078149184584618,
-0.025482546538114548,
-0.020857729017734528,
-0.020658280700445175,
-0.04787946492433548,
0.04270632565021515,
-0.0033095660619437695,
0.047061122953891754,
0.0245965626090765,
-0.01084382925182581,
0.03425627201795578,
-0.015022206120193005,
-0.03597845882177353,
0.0027162889018654823,
0.06502536684274673,
0.016727523878216743,
0.048762619495391846,
0.05416804924607277,
0.025673629716038704,
-0.0165609959512949,
0.06659949570894241,
0.07320230454206467,
-0.07903961837291718,
-0.0870627760887146,
0.08254805207252502,
0.02617320604622364,
-0.0830015018582344,
-0.01648448407649994,
0.047137439250946045,
-0.007322303485125303,
-0.03063325211405754,
-0.03405504673719406,
-0.0050310296937823296,
-0.03435531631112099,
-0.023369595408439636,
0.0025991350412368774,
0.00627396022900939,
0.018297892063856125,
-0.022896869108080864,
-0.06416573375463486,
0.015383901074528694,
-0.04976454749703407,
0.07214508950710297,
-0.0488865040242672,
-0.029570819810032845,
0.029925266280770302,
0.06051633134484291,
-0.0787423774600029,
0.014143973588943481,
0.0066934931091964245,
-0.10852421075105667,
-0.03708702698349953,
0.03694403916597366,
-0.004765161778777838,
0.033843863755464554,
-0.017184514552354813,
-0.01316576637327671,
0.15342141687870026,
0.060236599296331406,
0.08836937695741653,
0.01572161726653576,
0.0009879894787445664,
0.03287193179130554,
0.010597539134323597,
-0.035380925983190536,
0.02394687756896019,
-0.01878185197710991,
-0.09479724615812302,
0.003111340571194887,
-0.0030317045748233795,
0.04095941409468651,
0.04993501305580139,
-0.026509948074817657,
-0.0032229037024080753,
-0.001566059421747923,
-0.11942258477210999,
0.027418436482548714,
0.02596214972436428,
0.021920178085565567,
-0.0469667986035347,
-0.06031790003180504,
-0.1395258903503418,
-0.06725943088531494,
0.07827682793140411,
-0.041831642389297485,
-0.02340126223862171,
-0.03199632465839386,
0.1252855658531189,
-0.032356515526771545,
0.06951498985290527,
-0.0386933796107769,
0.023175103589892387,
-0.03411654010415077,
-0.04378204420208931,
0.05669192969799042,
-0.08537089824676514,
-0.005395854823291302,
0.12059154361486435,
0.041991863399744034,
-0.1118059754371643,
0.05084764212369919,
-0.002650758484378457,
-0.010009121149778366,
0.0018137164879590273,
-0.08322326093912125,
-0.005239210557192564,
0.0614117830991745,
-0.012388346716761589,
0.016771502792835236,
0.06167776510119438,
-0.015881609171628952,
-0.09383563697338104,
-0.0009108216036111116,
-0.04669727385044098,
0.04004259780049324,
-0.015190794132649899,
-0.02113582007586956,
-0.03851962089538574,
3.530906217303816e-33,
0.006598416715860367,
-0.019724035635590553,
0.0322139747440815,
-0.031170710921287537,
-0.0084948455914855,
0.004854430910199881,
0.015724023804068565,
-0.05268827825784683,
-0.08736226707696915,
0.07876721769571304,
0.03296554088592529,
0.06632399559020996,
0.09676998853683472,
-0.028148654848337173,
-0.07171335071325302,
-0.027567151933908463,
0.041646309196949005,
0.0729803666472435,
-0.08884982019662857,
0.0671556144952774,
0.003945805598050356,
0.11379014700651169,
0.02603507786989212,
-0.0068494477309286594,
-0.0954943373799324,
0.0865551084280014,
-0.05699947103857994,
0.0156308151781559,
0.012833388522267342,
-0.0051089138723909855,
0.008135049603879452,
0.012057014741003513,
-0.08509335666894913,
-0.0015736992936581373,
-0.02303336374461651,
-0.02520785667002201,
-0.0856492891907692,
-0.00006793978536734357,
0.030470019206404686,
0.03905509039759636,
-0.004406989552080631,
-0.029532525688409805,
-0.0442298948764801,
-0.029926400631666183,
0.011431789956986904,
0.048547908663749695,
-0.023196374997496605,
0.003853459609672427,
-0.020058736205101013,
0.0015130735700950027,
0.06721630692481995,
0.03471997752785683,
-0.0016652990598231554,
0.03631935268640518,
0.0767136886715889,
-0.03582519292831421,
0.11141306906938553,
-0.0102806081995368,
0.010368924587965012,
-0.008663498796522617,
-0.028503328561782837,
-0.019616588950157166,
0.004803226795047522,
-0.035542674362659454,
-0.06935738027095795,
0.005006140563637018,
-0.10989909619092941,
0.015415076166391373,
0.09389260411262512,
-0.04143232852220535,
-0.012456436641514301,
0.08360850065946579,
0.08404872566461563,
-0.11590056866407394,
0.12935000658035278,
0.012246550992131233,
0.06045864149928093,
0.044995710253715515,
0.0008387854904867709,
0.05420708283782005,
0.008687877096235752,
-0.0960376039147377,
0.02453617751598358,
0.00869288481771946,
-0.04699494317173958,
-0.009423480369150639,
-0.10342014580965042,
0.0304119773209095,
-0.06586475670337677,
0.0700540542602539,
-0.05457871034741402,
-0.06725165992975235,
0.042452190071344376,
-0.054258380085229874,
-0.009088604710996151,
-5.0994557569983366e-33,
0.11225925385951996,
0.020633302628993988,
0.001908552017994225,
0.05350376293063164,
0.03384459763765335,
0.12894374132156372,
0.010420248843729496,
-0.04501478374004364,
-0.05684064328670502,
-0.08829858899116516,
0.024694526568055153,
-0.02108483389019966,
0.0008815461187623441,
0.05097983032464981,
-0.015923703089356422,
0.01560314279049635,
-0.0022411979734897614,
-0.04197275638580322,
0.08615002036094666,
-0.022360995411872864,
-0.012346980161964893,
-0.008187523111701012,
0.03679336979985237,
0.004093162715435028,
-0.02956956997513771,
0.01212190929800272,
0.0341838113963604,
0.03084397502243519,
-0.027257876470685005,
-0.014329264871776104,
0.013018488883972168,
0.022990094497799873,
-0.001133376732468605,
-0.03342801332473755,
-0.05382242798805237,
0.012270218692719936,
-0.0007786452770233154,
0.04542011395096779,
-0.09496760368347168,
-0.09444896876811981,
-0.0377371683716774,
0.014174804091453552,
-0.0063377185724675655,
0.10315391421318054,
-0.006102557759732008,
0.06490063667297363,
-0.001058588270097971,
-0.0701996386051178,
0.06252437084913254,
0.0008716287557035685,
-0.019403593614697456,
-0.013411586172878742,
-0.021891502663493156,
0.02076580747961998,
0.020732244476675987,
0.03551951423287392,
0.03740667551755905,
0.016871482133865356,
0.029368795454502106,
0.018996726721525192,
-0.0052379705011844635,
-0.048224352300167084,
0.07548796385526657,
0.033783525228500366,
-0.0008791217114776373,
-0.023053251206874847,
-0.02216455526649952,
0.04183443635702133,
0.08227699995040894,
-0.05000729113817215,
0.0004146707651671022,
-0.012841334566473961,
0.037824053317308426,
0.06897469609975815,
0.03787413239479065,
0.029041239991784096,
0.0831165462732315,
-0.10106809437274933,
-0.038211531937122345,
-0.004826159216463566,
-0.014077494852244854,
-0.021796680986881256,
-0.07591090351343155,
-0.03240598738193512,
0.052160803228616714,
0.02357454225420952,
-0.0696607306599617,
-0.11160971224308014,
-0.061733655631542206,
-0.021160798147320747,
0.050641030073165894,
0.052929941564798355,
0.0766882449388504,
-0.0603204108774662,
0.11948950588703156,
-4.114216878292609e-8,
0.05646293982863426,
0.032290175557136536,
-0.04159203916788101,
0.09062846750020981,
-0.004519273526966572,
0.0733342319726944,
-0.059089865535497665,
-0.005693158134818077,
-0.0016233834903687239,
-0.08472757786512375,
0.08351512998342514,
-0.051898613572120667,
0.0925557091832161,
0.024122588336467743,
0.0688682273030281,
-0.03871399909257889,
0.006039130967110395,
-0.07251140475273132,
-0.025260189548134804,
-0.024185815826058388,
0.05054686963558197,
-0.0018188445828855038,
-0.0313296876847744,
0.0012719347141683102,
-0.008313165046274662,
0.04826650768518448,
0.039115309715270996,
-0.03751443699002266,
-0.006141455844044685,
-0.05685930699110031,
-0.0755479708313942,
-0.023060575127601624,
0.013082753866910934,
0.0022643746342509985,
-0.0485224723815918,
-0.049080990254879,
-0.01359568815678358,
0.06398127973079681,
-0.08968060463666916,
-0.06534124165773392,
-0.0066676572896540165,
0.061531536281108856,
-0.09234653413295746,
-0.022602874785661697,
-0.05069146305322647,
0.05854120850563049,
-0.0638631209731102,
-0.01796978898346424,
-0.030925467610359192,
0.043475642800331116,
-0.024967003613710403,
0.06363902986049652,
0.005633304826915264,
0.03631081432104111,
-0.024394441395998,
-0.019516488537192345,
-0.07203734666109085,
0.03567338362336159,
0.0556890070438385,
0.0029990498442202806,
0.09820244461297989,
-0.025125395506620407,
-0.06224663183093071,
0.007107835728675127
] |
1402.0847
|
Hidemaro Suwa
|
Hidemaro Suwa and Synge Todo
|
Generalized Moment Method for Gap Estimation and Quantum Monte Carlo
Level Spectroscopy
|
The main text has 5 pages with 3 figures, and the supplement material
has 6 pages
| null |
10.1103/PhysRevLett.115.080601
| null |
cond-mat.stat-mech physics.comp-ph quant-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We formulate a convergent sequence for the energy gap estimation in the
worldline quantum Monte Carlo method. The ambiguity left in the conventional
gap calculation for quantum systems is eliminated. Our estimation will be
unbiased in the low-temperature limit and also the error bar is reliably
estimated. The level spectroscopy from quantum Monte Carlo data is developed as
an application of the unbiased gap estimation. From the spectral analysis, we
precisely determine the Kosterlitz-Thouless quantum phase-transition point of
the spin-Peierls model. It is stablished that the quantum phonon with a finite
frequency is essential to the critical theory governed by the antiadiabatic
limit, i.e., the $k=1$ SU(2) Wess-Zumino-Witten model.
|
[
{
"created": "Fri, 31 Jan 2014 19:32:20 GMT",
"version": "v1"
},
{
"created": "Sat, 30 May 2015 07:51:25 GMT",
"version": "v2"
}
] |
2015-09-02
|
[
[
"Suwa",
"Hidemaro",
""
],
[
"Todo",
"Synge",
""
]
] |
[
-0.14554363489151,
-0.0033376135397702456,
-0.056190818548202515,
0.07182370871305466,
-0.008529845625162125,
0.03521957993507385,
-0.024378957226872444,
0.00962065439671278,
0.024737181141972542,
0.0004699621058534831,
0.014918331988155842,
-0.012649795971810818,
0.008846105076372623,
-0.08540277183055878,
0.04485282674431801,
-0.05008324980735779,
0.034343015402555466,
-0.0701591968536377,
-0.031688373535871506,
-0.07336222380399704,
0.012370347045361996,
0.043720848858356476,
0.04504235461354256,
-0.06474193185567856,
0.028322365134954453,
-0.0432184636592865,
0.09145095199346542,
0.030746718868613243,
0.032888248562812805,
0.076548732817173,
0.056468818336725235,
-0.03186562657356262,
0.0030108261853456497,
-0.05199234560132027,
0.06577610969543457,
0.0015742469113320112,
0.037203192710876465,
-0.020745228976011276,
0.021815991029143333,
0.0072026681154966354,
0.012475132010877132,
0.11237519979476929,
-0.04406692832708359,
0.06429300457239151,
0.0551069974899292,
0.0008977118995971978,
0.00002082531136693433,
-0.01231356430798769,
-0.05392054468393326,
-0.0541285015642643,
-0.007644449360668659,
0.04617510735988617,
0.030046794563531876,
0.012880891561508179,
-0.07781242579221725,
0.03884558752179146,
0.056949131190776825,
-0.030257169157266617,
0.021916711702942848,
-0.0025588355492800474,
-0.026189837604761124,
-0.06682770699262619,
-0.09037613123655319,
-0.02741926535964012,
0.11230577528476715,
0.004442756064236164,
0.029275432229042053,
0.01961524412035942,
0.02526962198317051,
0.04361728951334953,
-0.0733928456902504,
0.015760116279125214,
-0.018631961196660995,
0.027974102646112442,
0.023526497185230255,
-0.03380817174911499,
-0.013112870045006275,
0.043770816177129745,
0.011842147447168827,
-0.04909228906035423,
-0.07292206585407257,
-0.10459163039922714,
0.03332839906215668,
-0.05282855033874512,
-0.03194825351238251,
0.0019802460446953773,
-0.061896901577711105,
0.06131012737751007,
-0.007940145209431648,
0.008305634371936321,
-0.018120739609003067,
-0.037009164690971375,
-0.10705007612705231,
0.03177807480096817,
0.04210017994046211,
0.04866975545883179,
0.0987342819571495,
0.036726631224155426,
0.028758171945810318,
0.018582282587885857,
0.08696199208498001,
-0.06557107716798782,
0.07916991412639618,
-0.05017079412937164,
-0.015241426415741444,
-0.015653612092137337,
0.10206832736730576,
0.024860063567757607,
-0.045103468000888824,
0.012827666476368904,
0.02374284714460373,
-0.02413732372224331,
0.04846321791410446,
-0.05994432419538498,
0.009424812160432339,
-0.0574093759059906,
0.046790823340415955,
0.07209780067205429,
0.030962061136960983,
0.014706572517752647,
0.022557996213436127,
0.04095657542347908,
0.020511003211140633,
0.04946459084749222,
-0.06340037286281586,
-0.01828586868941784,
-0.09061610698699951,
-1.8911076461596785e-34,
0.04417548328638077,
-0.02729269303381443,
0.06479288637638092,
0.05066104978322983,
0.012817266397178173,
0.016120683401823044,
-0.003308293642476201,
-0.0721425712108612,
-0.0328308567404747,
0.03959769383072853,
0.014379342086613178,
-0.016583209857344627,
-0.03765903785824776,
-0.1279095858335495,
0.0667688399553299,
0.02064518630504608,
-0.05012712627649307,
-0.011243904940783978,
0.02979172207415104,
0.05968085676431656,
0.10927877575159073,
-0.06863147020339966,
0.0311688594520092,
0.089019276201725,
-0.05100441724061966,
0.04353799670934677,
0.05859680846333504,
-0.04677122086286545,
-0.054260093718767166,
0.03976108133792877,
0.018034156411886215,
0.023609867319464684,
-0.02323131449520588,
-0.02176467888057232,
-0.0325576588511467,
-0.056800924241542816,
0.00906497985124588,
-0.0062502482905983925,
-0.044120438396930695,
-0.10250113159418106,
-0.0012741928221657872,
-0.05624141916632652,
0.1102924644947052,
0.06268314272165298,
-0.011267413385212421,
-0.08891700208187103,
0.1298789530992508,
-0.020469889044761658,
0.059762027114629745,
0.029164057224988937,
0.04402211681008339,
-0.04823329299688339,
-0.04253707453608513,
0.022607926279306412,
0.0037301601842045784,
-0.04971708729863167,
0.07694646716117859,
-0.021745501086115837,
-0.04218056797981262,
0.000006177816430863459,
0.017114147543907166,
-0.009727989323437214,
0.0485699437558651,
0.02594081312417984,
0.0008789137937128544,
0.08424196392297745,
-0.1210017055273056,
-0.024902012199163437,
-0.04576260969042778,
0.08587461709976196,
0.0003129623946733773,
0.04239577800035477,
0.024352600798010826,
0.014524983242154121,
0.07780323922634125,
0.008347517810761929,
-0.0026320554316043854,
-0.09362829476594925,
-0.02617470733821392,
-0.0015788718592375517,
0.010003953240811825,
-0.023274458944797516,
-0.04605429619550705,
-0.005948380101472139,
-0.0633445680141449,
-0.11929690837860107,
-0.07081367820501328,
-0.03493061661720276,
-0.01946304365992546,
-0.01243775524199009,
-0.095733642578125,
-0.031689319759607315,
0.015954382717609406,
0.05221328139305115,
-0.05629080906510353,
-2.9170353329845778e-33,
-0.02674775943160057,
-0.014737761579453945,
0.13794131577014923,
0.06325208395719528,
-0.023924585431814194,
-0.011854972690343857,
-0.018097611144185066,
0.06967483460903168,
0.06872092932462692,
-0.04165792837738991,
0.05386795848608017,
0.019356543198227882,
0.0500972643494606,
0.04831366613507271,
0.029396584257483482,
0.01646287553012371,
0.0670577809214592,
-0.05068693682551384,
0.1530819684267044,
0.03689579665660858,
0.03279536962509155,
-0.06699968129396439,
0.027503058314323425,
-0.032806385308504105,
-0.039030879735946655,
-0.005471575539559126,
0.03606937825679779,
0.01538898702710867,
0.03291504085063934,
0.07242957502603531,
0.045904502272605896,
-0.008376646786928177,
-0.018504422158002853,
0.051271673291921616,
-0.1258551925420761,
0.039752647280693054,
-0.010609370656311512,
0.034880511462688446,
-0.04208961874246597,
-0.023977939039468765,
0.016704846173524857,
-0.05069926753640175,
-0.029709380120038986,
-0.05974453687667847,
-0.008633499965071678,
-0.0143801961094141,
0.016980882734060287,
0.031243691220879555,
-0.10334470868110657,
-0.0013580252416431904,
0.03377962484955788,
0.07312212884426117,
-0.0035121054388582706,
0.10301478952169418,
-0.08785665780305862,
0.036723796278238297,
-0.09666126221418381,
0.05567274987697601,
0.027694212272763252,
-0.02461191453039646,
-0.004188857972621918,
-0.03203669562935829,
-0.007518009282648563,
0.0164824016392231,
0.03826587647199631,
-0.024558445438742638,
-0.04929332807660103,
0.042469967156648636,
0.10077288746833801,
-0.050564032047986984,
-0.04652547463774681,
-0.027684355154633522,
-0.02378026396036148,
-0.0025932188145816326,
-0.004093103110790253,
0.03648920729756355,
0.05688853561878204,
-0.12138351052999496,
0.007782152853906155,
-0.023086562752723694,
-0.013485969044268131,
0.048588789999485016,
-0.0667056292295456,
-0.11997324228286743,
0.07412456721067429,
-0.02158966101706028,
-0.024186190217733383,
-0.00298883649520576,
-0.009580747224390507,
-0.08441461622714996,
-0.0036765472032129765,
-0.015209916979074478,
0.06715718656778336,
-0.0525006540119648,
-0.03399575501680374,
-4.476040516010471e-8,
0.005045227240771055,
0.027513466775417328,
0.04664945974946022,
-0.0012546464568004012,
0.0916670709848404,
0.01716735027730465,
-0.0331987589597702,
-0.08253712952136993,
0.011900248005986214,
0.04056169092655182,
0.10585810244083405,
-0.05980001389980316,
-0.009812087751924992,
0.002075009513646364,
-0.0025378591381013393,
0.001103852642700076,
0.02409754879772663,
0.04646418243646622,
0.035445958375930786,
-0.02841012552380562,
0.0020080998074263334,
0.008422001264989376,
0.02168950065970421,
-0.07537432014942169,
-0.040294598788022995,
-0.042496565729379654,
-0.0785309299826622,
0.0010518347844481468,
-0.00018459107377566397,
-0.0469675175845623,
-0.022100796923041344,
-0.034956302493810654,
0.026574265211820602,
0.08359650522470474,
-0.06355787813663483,
0.03070656582713127,
-0.03513766825199127,
0.034610699862241745,
0.017644895240664482,
-0.011574557982385159,
0.021299753338098526,
0.015118399634957314,
-0.02068180963397026,
0.07146423310041428,
-0.03468593955039978,
-0.01998487487435341,
-0.0025349734351038933,
0.03627662733197212,
0.06987571716308594,
0.047773830592632294,
-0.050102461129426956,
0.062033992260694504,
-0.017406180500984192,
-0.10030195862054825,
-0.05494358763098717,
0.017645321786403656,
-0.007250325754284859,
0.00634192768484354,
-0.04908471927046776,
0.04571545869112015,
0.04322538524866104,
-0.10205516219139099,
-0.12935113906860352,
0.013875709846615791
] | null | null | null | null | null | null | null |
[
-0.14554363489151,
-0.0033376135397702456,
-0.056190818548202515,
0.07182370871305466,
-0.008529845625162125,
0.03521957993507385,
-0.024378957226872444,
0.00962065439671278,
0.024737181141972542,
0.0004699621058534831,
0.014918331988155842,
-0.012649795971810818,
0.008846105076372623,
-0.08540277183055878,
0.04485282674431801,
-0.05008324980735779,
0.034343015402555466,
-0.0701591968536377,
-0.031688373535871506,
-0.07336222380399704,
0.012370347045361996,
0.043720848858356476,
0.04504235461354256,
-0.06474193185567856,
0.028322365134954453,
-0.0432184636592865,
0.09145095199346542,
0.030746718868613243,
0.032888248562812805,
0.076548732817173,
0.056468818336725235,
-0.03186562657356262,
0.0030108261853456497,
-0.05199234560132027,
0.06577610969543457,
0.0015742469113320112,
0.037203192710876465,
-0.020745228976011276,
0.021815991029143333,
0.0072026681154966354,
0.012475132010877132,
0.11237519979476929,
-0.04406692832708359,
0.06429300457239151,
0.0551069974899292,
0.0008977118995971978,
0.00002082531136693433,
-0.01231356430798769,
-0.05392054468393326,
-0.0541285015642643,
-0.007644449360668659,
0.04617510735988617,
0.030046794563531876,
0.012880891561508179,
-0.07781242579221725,
0.03884558752179146,
0.056949131190776825,
-0.030257169157266617,
0.021916711702942848,
-0.0025588355492800474,
-0.026189837604761124,
-0.06682770699262619,
-0.09037613123655319,
-0.02741926535964012,
0.11230577528476715,
0.004442756064236164,
0.029275432229042053,
0.01961524412035942,
0.02526962198317051,
0.04361728951334953,
-0.0733928456902504,
0.015760116279125214,
-0.018631961196660995,
0.027974102646112442,
0.023526497185230255,
-0.03380817174911499,
-0.013112870045006275,
0.043770816177129745,
0.011842147447168827,
-0.04909228906035423,
-0.07292206585407257,
-0.10459163039922714,
0.03332839906215668,
-0.05282855033874512,
-0.03194825351238251,
0.0019802460446953773,
-0.061896901577711105,
0.06131012737751007,
-0.007940145209431648,
0.008305634371936321,
-0.018120739609003067,
-0.037009164690971375,
-0.10705007612705231,
0.03177807480096817,
0.04210017994046211,
0.04866975545883179,
0.0987342819571495,
0.036726631224155426,
0.028758171945810318,
0.018582282587885857,
0.08696199208498001,
-0.06557107716798782,
0.07916991412639618,
-0.05017079412937164,
-0.015241426415741444,
-0.015653612092137337,
0.10206832736730576,
0.024860063567757607,
-0.045103468000888824,
0.012827666476368904,
0.02374284714460373,
-0.02413732372224331,
0.04846321791410446,
-0.05994432419538498,
0.009424812160432339,
-0.0574093759059906,
0.046790823340415955,
0.07209780067205429,
0.030962061136960983,
0.014706572517752647,
0.022557996213436127,
0.04095657542347908,
0.020511003211140633,
0.04946459084749222,
-0.06340037286281586,
-0.01828586868941784,
-0.09061610698699951,
-1.8911076461596785e-34,
0.04417548328638077,
-0.02729269303381443,
0.06479288637638092,
0.05066104978322983,
0.012817266397178173,
0.016120683401823044,
-0.003308293642476201,
-0.0721425712108612,
-0.0328308567404747,
0.03959769383072853,
0.014379342086613178,
-0.016583209857344627,
-0.03765903785824776,
-0.1279095858335495,
0.0667688399553299,
0.02064518630504608,
-0.05012712627649307,
-0.011243904940783978,
0.02979172207415104,
0.05968085676431656,
0.10927877575159073,
-0.06863147020339966,
0.0311688594520092,
0.089019276201725,
-0.05100441724061966,
0.04353799670934677,
0.05859680846333504,
-0.04677122086286545,
-0.054260093718767166,
0.03976108133792877,
0.018034156411886215,
0.023609867319464684,
-0.02323131449520588,
-0.02176467888057232,
-0.0325576588511467,
-0.056800924241542816,
0.00906497985124588,
-0.0062502482905983925,
-0.044120438396930695,
-0.10250113159418106,
-0.0012741928221657872,
-0.05624141916632652,
0.1102924644947052,
0.06268314272165298,
-0.011267413385212421,
-0.08891700208187103,
0.1298789530992508,
-0.020469889044761658,
0.059762027114629745,
0.029164057224988937,
0.04402211681008339,
-0.04823329299688339,
-0.04253707453608513,
0.022607926279306412,
0.0037301601842045784,
-0.04971708729863167,
0.07694646716117859,
-0.021745501086115837,
-0.04218056797981262,
0.000006177816430863459,
0.017114147543907166,
-0.009727989323437214,
0.0485699437558651,
0.02594081312417984,
0.0008789137937128544,
0.08424196392297745,
-0.1210017055273056,
-0.024902012199163437,
-0.04576260969042778,
0.08587461709976196,
0.0003129623946733773,
0.04239577800035477,
0.024352600798010826,
0.014524983242154121,
0.07780323922634125,
0.008347517810761929,
-0.0026320554316043854,
-0.09362829476594925,
-0.02617470733821392,
-0.0015788718592375517,
0.010003953240811825,
-0.023274458944797516,
-0.04605429619550705,
-0.005948380101472139,
-0.0633445680141449,
-0.11929690837860107,
-0.07081367820501328,
-0.03493061661720276,
-0.01946304365992546,
-0.01243775524199009,
-0.095733642578125,
-0.031689319759607315,
0.015954382717609406,
0.05221328139305115,
-0.05629080906510353,
-2.9170353329845778e-33,
-0.02674775943160057,
-0.014737761579453945,
0.13794131577014923,
0.06325208395719528,
-0.023924585431814194,
-0.011854972690343857,
-0.018097611144185066,
0.06967483460903168,
0.06872092932462692,
-0.04165792837738991,
0.05386795848608017,
0.019356543198227882,
0.0500972643494606,
0.04831366613507271,
0.029396584257483482,
0.01646287553012371,
0.0670577809214592,
-0.05068693682551384,
0.1530819684267044,
0.03689579665660858,
0.03279536962509155,
-0.06699968129396439,
0.027503058314323425,
-0.032806385308504105,
-0.039030879735946655,
-0.005471575539559126,
0.03606937825679779,
0.01538898702710867,
0.03291504085063934,
0.07242957502603531,
0.045904502272605896,
-0.008376646786928177,
-0.018504422158002853,
0.051271673291921616,
-0.1258551925420761,
0.039752647280693054,
-0.010609370656311512,
0.034880511462688446,
-0.04208961874246597,
-0.023977939039468765,
0.016704846173524857,
-0.05069926753640175,
-0.029709380120038986,
-0.05974453687667847,
-0.008633499965071678,
-0.0143801961094141,
0.016980882734060287,
0.031243691220879555,
-0.10334470868110657,
-0.0013580252416431904,
0.03377962484955788,
0.07312212884426117,
-0.0035121054388582706,
0.10301478952169418,
-0.08785665780305862,
0.036723796278238297,
-0.09666126221418381,
0.05567274987697601,
0.027694212272763252,
-0.02461191453039646,
-0.004188857972621918,
-0.03203669562935829,
-0.007518009282648563,
0.0164824016392231,
0.03826587647199631,
-0.024558445438742638,
-0.04929332807660103,
0.042469967156648636,
0.10077288746833801,
-0.050564032047986984,
-0.04652547463774681,
-0.027684355154633522,
-0.02378026396036148,
-0.0025932188145816326,
-0.004093103110790253,
0.03648920729756355,
0.05688853561878204,
-0.12138351052999496,
0.007782152853906155,
-0.023086562752723694,
-0.013485969044268131,
0.048588789999485016,
-0.0667056292295456,
-0.11997324228286743,
0.07412456721067429,
-0.02158966101706028,
-0.024186190217733383,
-0.00298883649520576,
-0.009580747224390507,
-0.08441461622714996,
-0.0036765472032129765,
-0.015209916979074478,
0.06715718656778336,
-0.0525006540119648,
-0.03399575501680374,
-4.476040516010471e-8,
0.005045227240771055,
0.027513466775417328,
0.04664945974946022,
-0.0012546464568004012,
0.0916670709848404,
0.01716735027730465,
-0.0331987589597702,
-0.08253712952136993,
0.011900248005986214,
0.04056169092655182,
0.10585810244083405,
-0.05980001389980316,
-0.009812087751924992,
0.002075009513646364,
-0.0025378591381013393,
0.001103852642700076,
0.02409754879772663,
0.04646418243646622,
0.035445958375930786,
-0.02841012552380562,
0.0020080998074263334,
0.008422001264989376,
0.02168950065970421,
-0.07537432014942169,
-0.040294598788022995,
-0.042496565729379654,
-0.0785309299826622,
0.0010518347844481468,
-0.00018459107377566397,
-0.0469675175845623,
-0.022100796923041344,
-0.034956302493810654,
0.026574265211820602,
0.08359650522470474,
-0.06355787813663483,
0.03070656582713127,
-0.03513766825199127,
0.034610699862241745,
0.017644895240664482,
-0.011574557982385159,
0.021299753338098526,
0.015118399634957314,
-0.02068180963397026,
0.07146423310041428,
-0.03468593955039978,
-0.01998487487435341,
-0.0025349734351038933,
0.03627662733197212,
0.06987571716308594,
0.047773830592632294,
-0.050102461129426956,
0.062033992260694504,
-0.017406180500984192,
-0.10030195862054825,
-0.05494358763098717,
0.017645321786403656,
-0.007250325754284859,
0.00634192768484354,
-0.04908471927046776,
0.04571545869112015,
0.04322538524866104,
-0.10205516219139099,
-0.12935113906860352,
0.013875709846615791
] |
1402.0851
|
Ren\'e van Bevern
|
Ren\'e van Bevern and Matthias Mnich and Rolf Niedermeier and Mathias
Weller
|
Interval scheduling and colorful independent sets
|
This revision does not contain Theorem 7 of the first revision, whose
proof contained an error
|
Journal of Scheduling 18(5):449-469, 2015
|
10.1007/s10951-014-0398-5
| null |
cs.DM cs.DS math.CO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Numerous applications in scheduling, such as resource allocation or steel
manufacturing, can be modeled using the NP-hard Independent Set problem (given
an undirected graph and an integer k, find a set of at least k pairwise
non-adjacent vertices). Here, one encounters special graph classes like 2-union
graphs (edge-wise unions of two interval graphs) and strip graphs (edge-wise
unions of an interval graph and a cluster graph), on which Independent Set
remains NP-hard but admits constant-ratio approximations in polynomial time. We
study the parameterized complexity of Independent Set on 2-union graphs and on
subclasses like strip graphs. Our investigations significantly benefit from a
new structural "compactness" parameter of interval graphs and novel problem
formulations using vertex-colored interval graphs. Our main contributions are:
1. We show a complexity dichotomy: restricted to graph classes closed under
induced subgraphs and disjoint unions, Independent Set is polynomial-time
solvable if both input interval graphs are cluster graphs, and is NP-hard
otherwise.
2. We chart the possibilities and limits of effective polynomial-time
preprocessing (also known as kernelization).
3. We extend Halld\'orsson and Karlsson (2006)'s fixed-parameter algorithm
for Independent Set on strip graphs parameterized by the structural parameter
"maximum number of live jobs" to show that the problem (also known as Job
Interval Selection) is fixed-parameter tractable with respect to the parameter
k and generalize their algorithm from strip graphs to 2-union graphs.
Preliminary experiments with random data indicate that Job Interval Selection
with up to fifteen jobs and 5*10^5 intervals can be solved optimally in less
than five minutes.
|
[
{
"created": "Tue, 4 Feb 2014 20:13:32 GMT",
"version": "v1"
},
{
"created": "Sat, 12 Jul 2014 16:51:09 GMT",
"version": "v2"
}
] |
2016-01-12
|
[
[
"van Bevern",
"René",
""
],
[
"Mnich",
"Matthias",
""
],
[
"Niedermeier",
"Rolf",
""
],
[
"Weller",
"Mathias",
""
]
] |
[
-0.041152894496917725,
0.029161682352423668,
-0.0038073176983743906,
0.022637391462922096,
0.023063404485583305,
-0.03675982728600502,
-0.03466801717877388,
-0.06795300543308258,
-0.04794072359800339,
-0.021102385595440865,
-0.11357209831476212,
-0.02673390507698059,
0.056758083403110504,
0.08832342177629471,
0.03683948889374733,
0.027238210663199425,
0.0796918198466301,
-0.0481206513941288,
-0.006312553305178881,
-0.011949734762310982,
0.030068909749388695,
-0.004088532645255327,
-0.0489482507109642,
0.01357913389801979,
0.04449790343642235,
-0.056518711149692535,
0.027722369879484177,
-0.01964126154780388,
0.045504335314035416,
0.0396171435713768,
-0.08679649978876114,
-0.019674699753522873,
0.005439063999801874,
-0.0323512963950634,
0.03638269379734993,
-0.018508780747652054,
0.017964443191885948,
0.0574682280421257,
0.009044470265507698,
0.007152867037802935,
0.04755348339676857,
0.006342852022498846,
0.02149919979274273,
0.04664262384176254,
-0.0013960456708446145,
0.09830576181411743,
-0.07988246530294418,
0.030870724469423294,
-0.0673484057188034,
-0.09464086592197418,
0.03660183772444725,
-0.07080372422933578,
-0.05034276098012924,
-0.07410595566034317,
-0.005380045156925917,
-0.01346325222402811,
-0.02051171474158764,
-0.028708400204777718,
0.030635051429271698,
0.06572961062192917,
0.0024484461173415184,
-0.08580560237169266,
-0.0025417276192456484,
-0.013831770047545433,
-0.03164367750287056,
0.017251065000891685,
0.03918562829494476,
0.05326385796070099,
-0.03135550767183304,
0.07576286792755127,
0.029011046513915062,
0.04434739798307419,
-0.12117721885442734,
0.05829121544957161,
0.04731829836964607,
0.04403729364275932,
0.1283591091632843,
0.01473594456911087,
-0.09294991940259933,
-0.06719702482223511,
-0.04733402281999588,
0.0005339931813068688,
0.0063211023807525635,
-0.003091259393841028,
0.04214257746934891,
-0.04396035522222519,
0.0073165190406143665,
0.09246915578842163,
0.02532259188592434,
0.03260042145848274,
-0.07423321902751923,
0.07023356854915619,
0.023788319900631905,
-0.018278714269399643,
0.03191177919507027,
-0.04625261574983597,
0.07955560833215714,
0.07093321532011032,
0.08665407449007034,
0.05308777093887329,
-0.05198083817958832,
-0.02800123766064644,
0.005865368526428938,
-0.0587250217795372,
-0.02763843536376953,
0.05219154804944992,
-0.0634743794798851,
0.04836466163396835,
-0.061052385717630386,
-0.06219550967216492,
0.03770222142338753,
-0.018100738525390625,
0.006559986621141434,
0.02248353697359562,
0.020869985222816467,
0.029847804456949234,
-0.001517229015007615,
-0.05368829891085625,
0.04302548989653587,
0.05041994899511337,
-0.020626125857234,
0.006690118927508593,
-0.0042627421207726,
-0.03582875803112984,
-0.01639881730079651,
-0.050555694848299026,
0.040194012224674225,
1.5471118288133838e-33,
0.02469700574874878,
-0.01856876164674759,
-0.0006308671436272562,
-0.05061633139848709,
0.14287841320037842,
0.004196587484329939,
0.01912907138466835,
-0.038434624671936035,
0.018173644319176674,
0.0436759851872921,
-0.04261282458901405,
0.0049906568601727486,
-0.004836993291974068,
0.006070162169635296,
0.07734566926956177,
-0.006285326089709997,
0.14418643712997437,
-0.0009520687744952738,
-0.0028743997681885958,
-0.11767616868019104,
0.013506635092198849,
-0.08014093339443207,
0.005337793380022049,
0.09255191683769226,
-0.0006723843398503959,
0.004796310793608427,
0.01730250008404255,
-0.06430904567241669,
0.058520153164863586,
-0.005269627086818218,
-0.10546806454658508,
0.08089816570281982,
0.055636100471019745,
0.10287541896104813,
-0.004188441671431065,
0.0019045905210077763,
-0.00204648170620203,
-0.016437191516160965,
0.0010383701883256435,
-0.05493449419736862,
-0.04821249470114708,
0.02159528248012066,
0.049292437732219696,
-0.01991288550198078,
0.01708635315299034,
-0.04500021040439606,
0.01417348999530077,
-0.010258447378873825,
-0.005987564101815224,
0.004570975434035063,
-0.04636392742395401,
0.038361720740795135,
0.05465459078550339,
-0.0727088525891304,
-0.01190991885960102,
-0.03384587913751602,
0.06814487278461456,
0.06747731566429138,
0.006437770556658506,
0.07441046088933945,
-0.006203082390129566,
0.007040184922516346,
0.004607792478054762,
0.04720010235905647,
-0.03742891177535057,
0.06497902423143387,
-0.09485417604446411,
-0.05769937485456467,
0.108372762799263,
-0.014920368790626526,
-0.017062153667211533,
0.0005090452614240348,
-0.0033513731323182583,
-0.05312085896730423,
-0.0015753398183733225,
0.00682251388207078,
0.06174519285559654,
0.010698744095861912,
-0.07376812398433685,
0.010806446895003319,
-0.019083349034190178,
-0.049999263137578964,
0.011805920861661434,
-0.05354505404829979,
-0.0006524493801407516,
-0.09686770290136337,
0.04183465614914894,
0.10512405633926392,
0.04735469073057175,
-0.05804150551557541,
-0.08987511694431305,
0.007277504075318575,
0.02770337089896202,
-0.0018140404717996716,
0.036629337817430496,
-1.8689860592975272e-33,
0.08248690515756607,
0.008650491014122963,
0.048319172114133835,
0.030968045815825462,
0.026692349463701248,
-0.06500322371721268,
-0.014724094420671463,
-0.06716414541006088,
0.06843540817499161,
0.0625896081328392,
-0.06385664641857147,
0.003301966702565551,
0.01093125157058239,
-0.02064547687768936,
-0.04905411973595619,
-0.031185511499643326,
-0.03221336752176285,
-0.04179728031158447,
-0.039105307310819626,
-0.015977561473846436,
-0.003319159848615527,
0.011392797343432903,
-0.014906302094459534,
-0.04938069358468056,
0.06596556305885315,
0.04414203390479088,
-0.09701237827539444,
0.006871089339256287,
-0.08275841176509857,
0.06372705101966858,
-0.0765269547700882,
-0.15519407391548157,
-0.045285288244485855,
-0.08925952762365341,
0.1078559085726738,
-0.02839103899896145,
-0.012828993611037731,
0.06810111552476883,
-0.013993492349982262,
0.02536436729133129,
0.03031083568930626,
-0.048918645828962326,
-0.05280127376317978,
0.010882756672799587,
0.046009816229343414,
0.053982220590114594,
-0.00809336919337511,
-0.015983443707227707,
-0.0655972957611084,
-0.03194444626569748,
-0.03912295773625374,
0.052001673728227615,
0.05773191899061203,
0.022540360689163208,
0.02289295569062233,
-0.07887955754995346,
-0.04390180855989456,
0.04134390503168106,
0.002641349332407117,
-0.014605926349759102,
-0.006623349152505398,
-0.023689085617661476,
-0.022476235404610634,
0.08011814206838608,
0.023537704721093178,
-0.059946209192276,
0.05119243264198303,
-0.11742867529392242,
-0.0678662657737732,
0.06324144452810287,
-0.00622370932251215,
0.03640589118003845,
-0.015295187942683697,
-0.012144863605499268,
-0.0879976749420166,
-0.01362878642976284,
0.04811722785234451,
0.06692369282245636,
-0.07798971980810165,
0.03926016017794609,
-0.030075067654252052,
0.02269263006746769,
0.03303353115916252,
0.010871638543903828,
-0.016955433413386345,
0.03476742282509804,
0.07166872173547745,
0.06204554811120033,
0.031910866498947144,
-0.018349705263972282,
0.02243325486779213,
-0.004597002174705267,
-0.0024231586139649153,
0.018167052417993546,
0.02053639478981495,
-4.131959485675907e-8,
-0.033381760120391846,
0.0021309873554855585,
-0.020167535170912743,
-0.06543509662151337,
0.11197088658809662,
-0.0936531350016594,
0.04461447149515152,
0.04138263314962387,
-0.0185344647616148,
0.12879087030887604,
0.06621529161930084,
-0.02586742863059044,
0.05514717474579811,
-0.004395682364702225,
-0.013916721567511559,
0.01806306652724743,
0.04029243811964989,
-0.022307928651571274,
0.0016918849432840943,
-0.055442698299884796,
-0.018314460292458534,
-0.04672550410032272,
0.014137555845081806,
0.03882823884487152,
-0.014824183657765388,
-0.0794026330113411,
-0.0482657365500927,
0.0025177416391670704,
0.060913488268852234,
0.054843686521053314,
-0.05804217979311943,
0.034122686833143234,
0.115579754114151,
0.03803039342164993,
0.06903860718011856,
-0.0001610741892363876,
-0.08642583340406418,
0.0524720698595047,
-0.13993577659130096,
-0.05527160316705704,
0.04102854058146477,
0.013970316387712955,
-0.04930032789707184,
0.00352568575181067,
0.09560515731573105,
-0.03836238384246826,
-0.008441382087767124,
0.0837959498167038,
-0.02582155168056488,
-0.0025897859595716,
-0.09783315658569336,
0.07480914890766144,
0.004510526079684496,
-0.04062182083725929,
0.033521197736263275,
0.0671657845377922,
-0.01706312783062458,
-0.08986873924732208,
0.06719421595335007,
-0.012489574030041695,
0.003948489669710398,
-0.07095519453287125,
-0.003854371840134263,
-0.04313196614384651
] | null | null | null | null | null | null | null |
[
-0.041152894496917725,
0.029161682352423668,
-0.0038073176983743906,
0.022637391462922096,
0.023063404485583305,
-0.03675982728600502,
-0.03466801717877388,
-0.06795300543308258,
-0.04794072359800339,
-0.021102385595440865,
-0.11357209831476212,
-0.02673390507698059,
0.056758083403110504,
0.08832342177629471,
0.03683948889374733,
0.027238210663199425,
0.0796918198466301,
-0.0481206513941288,
-0.006312553305178881,
-0.011949734762310982,
0.030068909749388695,
-0.004088532645255327,
-0.0489482507109642,
0.01357913389801979,
0.04449790343642235,
-0.056518711149692535,
0.027722369879484177,
-0.01964126154780388,
0.045504335314035416,
0.0396171435713768,
-0.08679649978876114,
-0.019674699753522873,
0.005439063999801874,
-0.0323512963950634,
0.03638269379734993,
-0.018508780747652054,
0.017964443191885948,
0.0574682280421257,
0.009044470265507698,
0.007152867037802935,
0.04755348339676857,
0.006342852022498846,
0.02149919979274273,
0.04664262384176254,
-0.0013960456708446145,
0.09830576181411743,
-0.07988246530294418,
0.030870724469423294,
-0.0673484057188034,
-0.09464086592197418,
0.03660183772444725,
-0.07080372422933578,
-0.05034276098012924,
-0.07410595566034317,
-0.005380045156925917,
-0.01346325222402811,
-0.02051171474158764,
-0.028708400204777718,
0.030635051429271698,
0.06572961062192917,
0.0024484461173415184,
-0.08580560237169266,
-0.0025417276192456484,
-0.013831770047545433,
-0.03164367750287056,
0.017251065000891685,
0.03918562829494476,
0.05326385796070099,
-0.03135550767183304,
0.07576286792755127,
0.029011046513915062,
0.04434739798307419,
-0.12117721885442734,
0.05829121544957161,
0.04731829836964607,
0.04403729364275932,
0.1283591091632843,
0.01473594456911087,
-0.09294991940259933,
-0.06719702482223511,
-0.04733402281999588,
0.0005339931813068688,
0.0063211023807525635,
-0.003091259393841028,
0.04214257746934891,
-0.04396035522222519,
0.0073165190406143665,
0.09246915578842163,
0.02532259188592434,
0.03260042145848274,
-0.07423321902751923,
0.07023356854915619,
0.023788319900631905,
-0.018278714269399643,
0.03191177919507027,
-0.04625261574983597,
0.07955560833215714,
0.07093321532011032,
0.08665407449007034,
0.05308777093887329,
-0.05198083817958832,
-0.02800123766064644,
0.005865368526428938,
-0.0587250217795372,
-0.02763843536376953,
0.05219154804944992,
-0.0634743794798851,
0.04836466163396835,
-0.061052385717630386,
-0.06219550967216492,
0.03770222142338753,
-0.018100738525390625,
0.006559986621141434,
0.02248353697359562,
0.020869985222816467,
0.029847804456949234,
-0.001517229015007615,
-0.05368829891085625,
0.04302548989653587,
0.05041994899511337,
-0.020626125857234,
0.006690118927508593,
-0.0042627421207726,
-0.03582875803112984,
-0.01639881730079651,
-0.050555694848299026,
0.040194012224674225,
1.5471118288133838e-33,
0.02469700574874878,
-0.01856876164674759,
-0.0006308671436272562,
-0.05061633139848709,
0.14287841320037842,
0.004196587484329939,
0.01912907138466835,
-0.038434624671936035,
0.018173644319176674,
0.0436759851872921,
-0.04261282458901405,
0.0049906568601727486,
-0.004836993291974068,
0.006070162169635296,
0.07734566926956177,
-0.006285326089709997,
0.14418643712997437,
-0.0009520687744952738,
-0.0028743997681885958,
-0.11767616868019104,
0.013506635092198849,
-0.08014093339443207,
0.005337793380022049,
0.09255191683769226,
-0.0006723843398503959,
0.004796310793608427,
0.01730250008404255,
-0.06430904567241669,
0.058520153164863586,
-0.005269627086818218,
-0.10546806454658508,
0.08089816570281982,
0.055636100471019745,
0.10287541896104813,
-0.004188441671431065,
0.0019045905210077763,
-0.00204648170620203,
-0.016437191516160965,
0.0010383701883256435,
-0.05493449419736862,
-0.04821249470114708,
0.02159528248012066,
0.049292437732219696,
-0.01991288550198078,
0.01708635315299034,
-0.04500021040439606,
0.01417348999530077,
-0.010258447378873825,
-0.005987564101815224,
0.004570975434035063,
-0.04636392742395401,
0.038361720740795135,
0.05465459078550339,
-0.0727088525891304,
-0.01190991885960102,
-0.03384587913751602,
0.06814487278461456,
0.06747731566429138,
0.006437770556658506,
0.07441046088933945,
-0.006203082390129566,
0.007040184922516346,
0.004607792478054762,
0.04720010235905647,
-0.03742891177535057,
0.06497902423143387,
-0.09485417604446411,
-0.05769937485456467,
0.108372762799263,
-0.014920368790626526,
-0.017062153667211533,
0.0005090452614240348,
-0.0033513731323182583,
-0.05312085896730423,
-0.0015753398183733225,
0.00682251388207078,
0.06174519285559654,
0.010698744095861912,
-0.07376812398433685,
0.010806446895003319,
-0.019083349034190178,
-0.049999263137578964,
0.011805920861661434,
-0.05354505404829979,
-0.0006524493801407516,
-0.09686770290136337,
0.04183465614914894,
0.10512405633926392,
0.04735469073057175,
-0.05804150551557541,
-0.08987511694431305,
0.007277504075318575,
0.02770337089896202,
-0.0018140404717996716,
0.036629337817430496,
-1.8689860592975272e-33,
0.08248690515756607,
0.008650491014122963,
0.048319172114133835,
0.030968045815825462,
0.026692349463701248,
-0.06500322371721268,
-0.014724094420671463,
-0.06716414541006088,
0.06843540817499161,
0.0625896081328392,
-0.06385664641857147,
0.003301966702565551,
0.01093125157058239,
-0.02064547687768936,
-0.04905411973595619,
-0.031185511499643326,
-0.03221336752176285,
-0.04179728031158447,
-0.039105307310819626,
-0.015977561473846436,
-0.003319159848615527,
0.011392797343432903,
-0.014906302094459534,
-0.04938069358468056,
0.06596556305885315,
0.04414203390479088,
-0.09701237827539444,
0.006871089339256287,
-0.08275841176509857,
0.06372705101966858,
-0.0765269547700882,
-0.15519407391548157,
-0.045285288244485855,
-0.08925952762365341,
0.1078559085726738,
-0.02839103899896145,
-0.012828993611037731,
0.06810111552476883,
-0.013993492349982262,
0.02536436729133129,
0.03031083568930626,
-0.048918645828962326,
-0.05280127376317978,
0.010882756672799587,
0.046009816229343414,
0.053982220590114594,
-0.00809336919337511,
-0.015983443707227707,
-0.0655972957611084,
-0.03194444626569748,
-0.03912295773625374,
0.052001673728227615,
0.05773191899061203,
0.022540360689163208,
0.02289295569062233,
-0.07887955754995346,
-0.04390180855989456,
0.04134390503168106,
0.002641349332407117,
-0.014605926349759102,
-0.006623349152505398,
-0.023689085617661476,
-0.022476235404610634,
0.08011814206838608,
0.023537704721093178,
-0.059946209192276,
0.05119243264198303,
-0.11742867529392242,
-0.0678662657737732,
0.06324144452810287,
-0.00622370932251215,
0.03640589118003845,
-0.015295187942683697,
-0.012144863605499268,
-0.0879976749420166,
-0.01362878642976284,
0.04811722785234451,
0.06692369282245636,
-0.07798971980810165,
0.03926016017794609,
-0.030075067654252052,
0.02269263006746769,
0.03303353115916252,
0.010871638543903828,
-0.016955433413386345,
0.03476742282509804,
0.07166872173547745,
0.06204554811120033,
0.031910866498947144,
-0.018349705263972282,
0.02243325486779213,
-0.004597002174705267,
-0.0024231586139649153,
0.018167052417993546,
0.02053639478981495,
-4.131959485675907e-8,
-0.033381760120391846,
0.0021309873554855585,
-0.020167535170912743,
-0.06543509662151337,
0.11197088658809662,
-0.0936531350016594,
0.04461447149515152,
0.04138263314962387,
-0.0185344647616148,
0.12879087030887604,
0.06621529161930084,
-0.02586742863059044,
0.05514717474579811,
-0.004395682364702225,
-0.013916721567511559,
0.01806306652724743,
0.04029243811964989,
-0.022307928651571274,
0.0016918849432840943,
-0.055442698299884796,
-0.018314460292458534,
-0.04672550410032272,
0.014137555845081806,
0.03882823884487152,
-0.014824183657765388,
-0.0794026330113411,
-0.0482657365500927,
0.0025177416391670704,
0.060913488268852234,
0.054843686521053314,
-0.05804217979311943,
0.034122686833143234,
0.115579754114151,
0.03803039342164993,
0.06903860718011856,
-0.0001610741892363876,
-0.08642583340406418,
0.0524720698595047,
-0.13993577659130096,
-0.05527160316705704,
0.04102854058146477,
0.013970316387712955,
-0.04930032789707184,
0.00352568575181067,
0.09560515731573105,
-0.03836238384246826,
-0.008441382087767124,
0.0837959498167038,
-0.02582155168056488,
-0.0025897859595716,
-0.09783315658569336,
0.07480914890766144,
0.004510526079684496,
-0.04062182083725929,
0.033521197736263275,
0.0671657845377922,
-0.01706312783062458,
-0.08986873924732208,
0.06719421595335007,
-0.012489574030041695,
0.003948489669710398,
-0.07095519453287125,
-0.003854371840134263,
-0.04313196614384651
] |
1402.0854
|
Joe Helmboldt
|
Joseph Helmboldt (Naval Research Laboratory) and Huib Intema (National
Radio Astronomy Observatory)
|
Advanced spectral analysis of ionospheric waves observed with sparse
arrays
|
accepted for publication in the Journal of Geophysical Research:
Space Physics
| null |
10.1002/2013JA019162
| null |
physics.space-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper presents a case study from a single, six-hour observing period to
illustrate the application of techniques developed for interferometric radio
telescopes to the spectral analysis of observations of ionospheric fluctuations
with sparse arrays. We have adapted the deconvolution methods used for making
high dynamic range images of cosmic sources with radio arrays to making
comparably high dynamic range maps of spectral power of wavelike ionospheric
phenomena. In the example presented here, we have used observations of the
total electron content (TEC) gradient derived from Very Large Array (VLA)
observations of synchrotron emission from two galaxy clusters at 330 MHz as
well as GPS-based TEC measurements from a sparse array of 33 receivers located
within New Mexico near the VLA. We show that these techniques provide a
significant improvement in signal to noise (S/N) of detected wavelike
structures by correcting for both measurement inaccuracies and wavefront
distortions. This is especially true for the GPS data when combining all
available satellite/receiver pairs, which probe a larger physical area and
likely have a wider variety of measurement errors than in the single-satellite
case. In this instance, we found the peak S/N of the detected waves was
improved by more than an order of magnitude. The data products generated by the
deconvolution procedure also allow for a reconstruction of the fluctuations as
a two-dimensional waveform/phase screen that can be used to correct for their
effects.
|
[
{
"created": "Tue, 4 Feb 2014 20:30:53 GMT",
"version": "v1"
}
] |
2014-02-05
|
[
[
"Helmboldt",
"Joseph",
"",
"Naval Research Laboratory"
],
[
"Intema",
"Huib",
"",
"National\n Radio Astronomy Observatory"
]
] |
[
-0.011180566623806953,
0.011403772979974747,
0.03281819447875023,
0.03445517644286156,
-0.04640660062432289,
-0.07949128746986389,
-0.04583119973540306,
-0.019254930317401886,
-0.01418900117278099,
-0.017925947904586792,
-0.093306764960289,
-0.05855967104434967,
0.09159243106842041,
-0.056613240391016006,
0.03064352087676525,
-0.07628705352544785,
0.08733177930116653,
-0.054586637765169144,
0.04853060096502304,
-0.05721261352300644,
-0.10069350898265839,
0.059084199368953705,
-0.09487456828355789,
0.018454117700457573,
0.1486937254667282,
-0.018689336255192757,
-0.03061711974442005,
-0.004061627201735973,
0.002461716067045927,
0.05532097443938255,
0.0571102499961853,
0.04384366422891617,
-0.023495769128203392,
-0.003566776169463992,
0.014002739451825619,
0.037046581506729126,
0.07979950308799744,
-0.02302418276667595,
0.06082456186413765,
0.024937031790614128,
0.04986836761236191,
0.03601003438234329,
-0.05477451533079147,
-0.015406517311930656,
-0.05106331780552864,
-0.0408744290471077,
0.05695071816444397,
-0.02127566933631897,
-0.0035845423117280006,
0.03801348805427551,
0.02370927855372429,
0.06819087266921997,
-0.04651832953095436,
0.08324921876192093,
0.001810117275454104,
0.030931446701288223,
-0.03902732580900192,
-0.0407106839120388,
0.061666090041399,
0.09215869754552841,
0.011260083876550198,
-0.003794867778196931,
-0.03437605872750282,
0.04667983204126358,
0.0008197131101042032,
0.021399231627583504,
0.016827546060085297,
0.06653939187526703,
0.08634220063686371,
-0.05578237771987915,
-0.04253167659044266,
0.08586861193180084,
0.03844906762242317,
-0.00735437823459506,
-0.0012762618716806173,
0.014485967345535755,
0.07167927175760269,
-0.07855808734893799,
0.07347813248634338,
-0.03458968922495842,
-0.020083371549844742,
0.022227738052606583,
-0.06130585819482803,
-0.04450006037950516,
-0.027110429480671883,
-0.03729106858372688,
-0.04546850547194481,
0.028522862121462822,
0.01868985779583454,
-0.04143853485584259,
0.036143165081739426,
-0.022981269285082817,
-0.05002389848232269,
0.01942712627351284,
0.048062968999147415,
0.05388251319527626,
0.03064807504415512,
-0.02885338105261326,
0.04276885464787483,
0.07574614137411118,
0.06360021233558655,
-0.06207292154431343,
0.02326158434152603,
0.09891390055418015,
-0.07860726863145828,
0.021655958145856857,
0.06315438449382782,
0.07151985168457031,
-0.06172676756978035,
0.046461381018161774,
-0.012225395999848843,
0.01852930150926113,
-0.053709860891103745,
-0.03154921159148216,
-0.06820756942033768,
0.04765881225466728,
0.029823744669556618,
0.04752033203840256,
-0.08250461518764496,
-0.02642674744129181,
-0.04687958210706711,
-0.13197651505470276,
0.01768459752202034,
0.04128260537981987,
0.11053802073001862,
0.03203337639570236,
-0.035212259739637375,
4.3252208109330526e-33,
0.038579173386096954,
0.06503403931856155,
0.011292016133666039,
0.04004542902112007,
0.01070614717900753,
0.07567834854125977,
-0.06699874997138977,
0.04315252602100372,
-0.021916639059782028,
0.08846154808998108,
-0.03773947432637215,
0.060518115758895874,
0.02544924058020115,
0.0014756706077605486,
0.021569548174738884,
0.01190263032913208,
-0.007197292055934668,
0.014503151178359985,
-0.062483832240104675,
0.0596543624997139,
-0.047701358795166016,
-0.03508828952908516,
-0.02268208935856819,
-0.024708418175578117,
-0.003973020706325769,
0.06766309589147568,
0.013388844206929207,
0.0024977822322398424,
-0.05271716043353081,
0.017677798867225647,
0.007319190539419651,
0.008037516847252846,
0.02982267364859581,
0.0008231328101828694,
0.04577856510877609,
-0.022758759558200836,
-0.013708512298762798,
0.050778843462467194,
-0.04654064029455185,
-0.004665943328291178,
0.06674844771623611,
0.0830717384815216,
-0.02847951278090477,
-0.05076320096850395,
0.023004887625575066,
-0.0160847045481205,
0.010867147706449032,
-0.040770672261714935,
0.04324610158801079,
0.05417969077825546,
-0.0007237083627842367,
0.0036712782457470894,
-0.11850880831480026,
-0.023741919547319412,
0.0292414128780365,
0.005189260933548212,
-0.0035670262295752764,
-0.04487228021025658,
0.051749978214502335,
0.037352826446294785,
-0.020147785544395447,
-0.03085295855998993,
0.029861465096473694,
0.06306933611631393,
0.009563962928950787,
-0.011537469923496246,
-0.029043473303318024,
0.02380327694118023,
-0.01147098746150732,
0.024573467671871185,
-0.007117482367902994,
0.08854304254055023,
0.062155336141586304,
-0.04930895194411278,
0.07980549335479736,
-0.005173062905669212,
-0.018197230994701385,
0.04780767858028412,
-0.008595545776188374,
-0.022955812513828278,
-0.041463132947683334,
-0.11255546659231186,
0.07372988015413284,
-0.01610889844596386,
-0.05747251585125923,
0.04475139454007149,
-0.07767190784215927,
-0.014182299375534058,
0.012169240042567253,
-0.09138333052396774,
-0.048916369676589966,
0.02246326394379139,
-0.039323072880506516,
-0.09896206110715866,
-0.11492107063531876,
-6.0080632990160396e-33,
0.02445206791162491,
0.03077445924282074,
0.05684885010123253,
-0.011396347545087337,
-0.03729654848575592,
-0.010009978897869587,
-0.003937127534300089,
0.06202615797519684,
-0.038092225790023804,
-0.00743749039247632,
-0.010420361533761024,
-0.0002937890531029552,
-0.037834443151950836,
-0.059580836445093155,
-0.037202391773462296,
-0.00045809222501702607,
0.09099181741476059,
-0.026686806231737137,
0.03396979346871376,
-0.0317344032227993,
0.056260351091623306,
-0.0778888538479805,
0.05181282386183739,
-0.061952054500579834,
0.020743822678923607,
-0.0011008071014657617,
-0.016103122383356094,
-0.019553937017917633,
0.027494609355926514,
0.000011516421182022896,
-0.09964744001626968,
-0.014509979635477066,
0.0493367537856102,
-0.009537138976156712,
0.046294357627630234,
0.050351548939943314,
0.011612053029239178,
-0.0019210499012842774,
-0.03145422413945198,
-0.049151286482810974,
-0.009650916792452335,
0.11865214258432388,
0.01986950822174549,
-0.04018942266702652,
0.004906118847429752,
-0.041396692395210266,
-0.03089303709566593,
0.09731785953044891,
-0.010203879326581955,
-0.0014043322298675776,
0.06261206418275833,
-0.01988338492810726,
-0.05805967375636101,
0.062333013862371445,
-0.018135912716388702,
0.05793119594454765,
0.025883495807647705,
0.07413428276777267,
0.07207054644823074,
-0.03140752762556076,
-0.017129670828580856,
-0.09278880804777145,
-0.038254935294389725,
-0.08899901807308197,
0.021385958418250084,
-0.030872873961925507,
0.02398364432156086,
0.026862550526857376,
0.004698590375483036,
0.06429064273834229,
0.0007768840296193957,
-0.09027110040187836,
-0.08932062238454819,
-0.071971595287323,
-0.0034935588482767344,
0.04816323518753052,
-0.004161502234637737,
-0.15809591114521027,
-0.05859590321779251,
-0.0007745534530840814,
-0.00955993216484785,
0.00332459295168519,
-0.009641983546316624,
-0.027313629165291786,
0.07884742319583893,
0.17107072472572327,
-0.014786843210458755,
-0.06897241622209549,
0.0018570361426100135,
0.04634792357683182,
-0.018967250362038612,
0.015173478052020073,
-0.017444422468543053,
-0.03571651875972748,
0.011800914071500301,
-5.906063194061062e-8,
-0.01993625983595848,
0.006900447886437178,
-0.08350901305675507,
0.022677037864923477,
-0.0000750554318074137,
-0.08370696753263474,
-0.01086856797337532,
-0.034876976162195206,
0.07072918862104416,
-0.060328319668769836,
0.08206295967102051,
-0.08075585961341858,
-0.06918300688266754,
0.03247733786702156,
0.04120604693889618,
0.004092087037861347,
-0.052074383944272995,
-0.0505320206284523,
-0.03622208163142204,
0.07932241261005402,
-0.022014204412698746,
0.0742938220500946,
0.029590530321002007,
-0.04621357098221779,
0.07228295505046844,
0.027825655415654182,
-0.020047923550009727,
0.037561554461717606,
0.05983363464474678,
-0.05751612037420273,
-0.052695080637931824,
-0.02188871055841446,
-0.009624826721847057,
-0.07070200145244598,
-0.09208349138498306,
0.000942183134611696,
-0.03002094477415085,
-0.01507678534835577,
-0.041327327489852905,
0.031657226383686066,
-0.04817438870668411,
-0.018340542912483215,
0.009535077959299088,
0.02323700673878193,
-0.05066996440291405,
-0.007785871624946594,
0.05017255246639252,
-0.006704520434141159,
0.0321885347366333,
-0.01792861893773079,
-0.0022289396729320288,
-0.01373586617410183,
-0.03748808056116104,
-0.13056424260139465,
0.02111518755555153,
-0.0004801828763447702,
-0.018050184473395348,
-0.12227851152420044,
0.04596246778964996,
0.03542112559080124,
0.008810807019472122,
-0.02515101432800293,
-0.18502354621887207,
-0.07591433823108673
] | null | null | null | null | null | null | null |
[
-0.011180566623806953,
0.011403772979974747,
0.03281819447875023,
0.03445517644286156,
-0.04640660062432289,
-0.07949128746986389,
-0.04583119973540306,
-0.019254930317401886,
-0.01418900117278099,
-0.017925947904586792,
-0.093306764960289,
-0.05855967104434967,
0.09159243106842041,
-0.056613240391016006,
0.03064352087676525,
-0.07628705352544785,
0.08733177930116653,
-0.054586637765169144,
0.04853060096502304,
-0.05721261352300644,
-0.10069350898265839,
0.059084199368953705,
-0.09487456828355789,
0.018454117700457573,
0.1486937254667282,
-0.018689336255192757,
-0.03061711974442005,
-0.004061627201735973,
0.002461716067045927,
0.05532097443938255,
0.0571102499961853,
0.04384366422891617,
-0.023495769128203392,
-0.003566776169463992,
0.014002739451825619,
0.037046581506729126,
0.07979950308799744,
-0.02302418276667595,
0.06082456186413765,
0.024937031790614128,
0.04986836761236191,
0.03601003438234329,
-0.05477451533079147,
-0.015406517311930656,
-0.05106331780552864,
-0.0408744290471077,
0.05695071816444397,
-0.02127566933631897,
-0.0035845423117280006,
0.03801348805427551,
0.02370927855372429,
0.06819087266921997,
-0.04651832953095436,
0.08324921876192093,
0.001810117275454104,
0.030931446701288223,
-0.03902732580900192,
-0.0407106839120388,
0.061666090041399,
0.09215869754552841,
0.011260083876550198,
-0.003794867778196931,
-0.03437605872750282,
0.04667983204126358,
0.0008197131101042032,
0.021399231627583504,
0.016827546060085297,
0.06653939187526703,
0.08634220063686371,
-0.05578237771987915,
-0.04253167659044266,
0.08586861193180084,
0.03844906762242317,
-0.00735437823459506,
-0.0012762618716806173,
0.014485967345535755,
0.07167927175760269,
-0.07855808734893799,
0.07347813248634338,
-0.03458968922495842,
-0.020083371549844742,
0.022227738052606583,
-0.06130585819482803,
-0.04450006037950516,
-0.027110429480671883,
-0.03729106858372688,
-0.04546850547194481,
0.028522862121462822,
0.01868985779583454,
-0.04143853485584259,
0.036143165081739426,
-0.022981269285082817,
-0.05002389848232269,
0.01942712627351284,
0.048062968999147415,
0.05388251319527626,
0.03064807504415512,
-0.02885338105261326,
0.04276885464787483,
0.07574614137411118,
0.06360021233558655,
-0.06207292154431343,
0.02326158434152603,
0.09891390055418015,
-0.07860726863145828,
0.021655958145856857,
0.06315438449382782,
0.07151985168457031,
-0.06172676756978035,
0.046461381018161774,
-0.012225395999848843,
0.01852930150926113,
-0.053709860891103745,
-0.03154921159148216,
-0.06820756942033768,
0.04765881225466728,
0.029823744669556618,
0.04752033203840256,
-0.08250461518764496,
-0.02642674744129181,
-0.04687958210706711,
-0.13197651505470276,
0.01768459752202034,
0.04128260537981987,
0.11053802073001862,
0.03203337639570236,
-0.035212259739637375,
4.3252208109330526e-33,
0.038579173386096954,
0.06503403931856155,
0.011292016133666039,
0.04004542902112007,
0.01070614717900753,
0.07567834854125977,
-0.06699874997138977,
0.04315252602100372,
-0.021916639059782028,
0.08846154808998108,
-0.03773947432637215,
0.060518115758895874,
0.02544924058020115,
0.0014756706077605486,
0.021569548174738884,
0.01190263032913208,
-0.007197292055934668,
0.014503151178359985,
-0.062483832240104675,
0.0596543624997139,
-0.047701358795166016,
-0.03508828952908516,
-0.02268208935856819,
-0.024708418175578117,
-0.003973020706325769,
0.06766309589147568,
0.013388844206929207,
0.0024977822322398424,
-0.05271716043353081,
0.017677798867225647,
0.007319190539419651,
0.008037516847252846,
0.02982267364859581,
0.0008231328101828694,
0.04577856510877609,
-0.022758759558200836,
-0.013708512298762798,
0.050778843462467194,
-0.04654064029455185,
-0.004665943328291178,
0.06674844771623611,
0.0830717384815216,
-0.02847951278090477,
-0.05076320096850395,
0.023004887625575066,
-0.0160847045481205,
0.010867147706449032,
-0.040770672261714935,
0.04324610158801079,
0.05417969077825546,
-0.0007237083627842367,
0.0036712782457470894,
-0.11850880831480026,
-0.023741919547319412,
0.0292414128780365,
0.005189260933548212,
-0.0035670262295752764,
-0.04487228021025658,
0.051749978214502335,
0.037352826446294785,
-0.020147785544395447,
-0.03085295855998993,
0.029861465096473694,
0.06306933611631393,
0.009563962928950787,
-0.011537469923496246,
-0.029043473303318024,
0.02380327694118023,
-0.01147098746150732,
0.024573467671871185,
-0.007117482367902994,
0.08854304254055023,
0.062155336141586304,
-0.04930895194411278,
0.07980549335479736,
-0.005173062905669212,
-0.018197230994701385,
0.04780767858028412,
-0.008595545776188374,
-0.022955812513828278,
-0.041463132947683334,
-0.11255546659231186,
0.07372988015413284,
-0.01610889844596386,
-0.05747251585125923,
0.04475139454007149,
-0.07767190784215927,
-0.014182299375534058,
0.012169240042567253,
-0.09138333052396774,
-0.048916369676589966,
0.02246326394379139,
-0.039323072880506516,
-0.09896206110715866,
-0.11492107063531876,
-6.0080632990160396e-33,
0.02445206791162491,
0.03077445924282074,
0.05684885010123253,
-0.011396347545087337,
-0.03729654848575592,
-0.010009978897869587,
-0.003937127534300089,
0.06202615797519684,
-0.038092225790023804,
-0.00743749039247632,
-0.010420361533761024,
-0.0002937890531029552,
-0.037834443151950836,
-0.059580836445093155,
-0.037202391773462296,
-0.00045809222501702607,
0.09099181741476059,
-0.026686806231737137,
0.03396979346871376,
-0.0317344032227993,
0.056260351091623306,
-0.0778888538479805,
0.05181282386183739,
-0.061952054500579834,
0.020743822678923607,
-0.0011008071014657617,
-0.016103122383356094,
-0.019553937017917633,
0.027494609355926514,
0.000011516421182022896,
-0.09964744001626968,
-0.014509979635477066,
0.0493367537856102,
-0.009537138976156712,
0.046294357627630234,
0.050351548939943314,
0.011612053029239178,
-0.0019210499012842774,
-0.03145422413945198,
-0.049151286482810974,
-0.009650916792452335,
0.11865214258432388,
0.01986950822174549,
-0.04018942266702652,
0.004906118847429752,
-0.041396692395210266,
-0.03089303709566593,
0.09731785953044891,
-0.010203879326581955,
-0.0014043322298675776,
0.06261206418275833,
-0.01988338492810726,
-0.05805967375636101,
0.062333013862371445,
-0.018135912716388702,
0.05793119594454765,
0.025883495807647705,
0.07413428276777267,
0.07207054644823074,
-0.03140752762556076,
-0.017129670828580856,
-0.09278880804777145,
-0.038254935294389725,
-0.08899901807308197,
0.021385958418250084,
-0.030872873961925507,
0.02398364432156086,
0.026862550526857376,
0.004698590375483036,
0.06429064273834229,
0.0007768840296193957,
-0.09027110040187836,
-0.08932062238454819,
-0.071971595287323,
-0.0034935588482767344,
0.04816323518753052,
-0.004161502234637737,
-0.15809591114521027,
-0.05859590321779251,
-0.0007745534530840814,
-0.00955993216484785,
0.00332459295168519,
-0.009641983546316624,
-0.027313629165291786,
0.07884742319583893,
0.17107072472572327,
-0.014786843210458755,
-0.06897241622209549,
0.0018570361426100135,
0.04634792357683182,
-0.018967250362038612,
0.015173478052020073,
-0.017444422468543053,
-0.03571651875972748,
0.011800914071500301,
-5.906063194061062e-8,
-0.01993625983595848,
0.006900447886437178,
-0.08350901305675507,
0.022677037864923477,
-0.0000750554318074137,
-0.08370696753263474,
-0.01086856797337532,
-0.034876976162195206,
0.07072918862104416,
-0.060328319668769836,
0.08206295967102051,
-0.08075585961341858,
-0.06918300688266754,
0.03247733786702156,
0.04120604693889618,
0.004092087037861347,
-0.052074383944272995,
-0.0505320206284523,
-0.03622208163142204,
0.07932241261005402,
-0.022014204412698746,
0.0742938220500946,
0.029590530321002007,
-0.04621357098221779,
0.07228295505046844,
0.027825655415654182,
-0.020047923550009727,
0.037561554461717606,
0.05983363464474678,
-0.05751612037420273,
-0.052695080637931824,
-0.02188871055841446,
-0.009624826721847057,
-0.07070200145244598,
-0.09208349138498306,
0.000942183134611696,
-0.03002094477415085,
-0.01507678534835577,
-0.041327327489852905,
0.031657226383686066,
-0.04817438870668411,
-0.018340542912483215,
0.009535077959299088,
0.02323700673878193,
-0.05066996440291405,
-0.007785871624946594,
0.05017255246639252,
-0.006704520434141159,
0.0321885347366333,
-0.01792861893773079,
-0.0022289396729320288,
-0.01373586617410183,
-0.03748808056116104,
-0.13056424260139465,
0.02111518755555153,
-0.0004801828763447702,
-0.018050184473395348,
-0.12227851152420044,
0.04596246778964996,
0.03542112559080124,
0.008810807019472122,
-0.02515101432800293,
-0.18502354621887207,
-0.07591433823108673
] |
1402.0856
|
Hong Huang
|
Hong Huang, Hussein Al-Azzawi, and Hajar Brani
|
Network Traffic Anomaly Detection
|
26 pages
| null | null | null |
cs.CR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper presents a tutorial for network anomaly detection, focusing on
non-signature-based approaches. Network traffic anomalies are unusual and
significant changes in the traffic of a network. Networks play an important
role in today's social and economic infrastructures. The security of the
network becomes crucial, and network traffic anomaly detection constitutes an
important part of network security. In this paper, we present three major
approaches to non-signature-based network detection: PCA-based, sketch-based,
and signal-analysis-based. In addition, we introduce a framework that subsumes
the three approaches and a scheme for network anomaly extraction. We believe
network anomaly detection will become more important in the future because of
the increasing importance of network security.
|
[
{
"created": "Tue, 4 Feb 2014 20:38:34 GMT",
"version": "v1"
}
] |
2014-02-05
|
[
[
"Huang",
"Hong",
""
],
[
"Al-Azzawi",
"Hussein",
""
],
[
"Brani",
"Hajar",
""
]
] |
[
-0.05087215453386307,
-0.006860219873487949,
0.012861260212957859,
-0.06819511204957962,
0.012101875618100166,
-0.030342618003487587,
0.06605768948793411,
-0.01736348681151867,
0.003906514495611191,
-0.015977203845977783,
-0.018562061712145805,
0.027600282803177834,
0.019687602296471596,
0.0028070348780602217,
-0.05360648036003113,
-0.01252355333417654,
0.07408516854047775,
-0.01220537070184946,
0.048945166170597076,
-0.019954927265644073,
-0.0600498728454113,
-0.043812837451696396,
-0.07818847894668579,
-0.04914563149213791,
0.006425197701901197,
0.020260607823729515,
0.06798668950796127,
-0.024057768285274506,
-0.0297276321798563,
0.018464237451553345,
-0.0025850904639810324,
0.059731923043727875,
-0.008774866349995136,
-0.023805292323231697,
0.06629643589258194,
-0.08498479425907135,
0.011310547590255737,
0.05594141036272049,
0.05033344402909279,
0.021803023293614388,
0.11130037903785706,
-0.03814404457807541,
0.006482445169240236,
0.062362514436244965,
-0.04114948958158493,
-0.07196981459856033,
-0.08274086564779282,
-0.016211869195103645,
0.029988707974553108,
-0.07940521091222763,
0.030364487320184708,
-0.02747275121510029,
-0.020043404772877693,
-0.0005656037828885019,
-0.00031968957046046853,
-0.1048516184091568,
0.016721902415156364,
-0.04044004902243614,
0.02691727876663208,
-0.03597079962491989,
0.05291062593460083,
0.00808389950543642,
0.06814827024936676,
0.006839042529463768,
0.0008640757878310978,
0.03232371807098389,
0.03270507603883743,
0.10407330095767975,
0.07053665071725845,
0.05743895471096039,
-0.026561575010418892,
0.06910982728004456,
-0.07618662714958191,
0.002789644291624427,
0.0544520802795887,
-0.006597256287932396,
-0.02433917671442032,
0.012676534242928028,
-0.022519301623106003,
-0.08805263042449951,
-0.042969848960638046,
-0.009128665551543236,
0.009501597844064236,
-0.000815714243799448,
0.05124600604176521,
0.09152982383966446,
-0.08436085283756256,
-0.06531237065792084,
0.054721470922231674,
0.05773671716451645,
-0.10449906438589096,
0.08005114644765854,
0.0664578303694725,
-0.016394540667533875,
0.07315749675035477,
0.011883913539350033,
-0.005368581507354975,
-0.03880815580487251,
0.018443511798977852,
0.07374835759401321,
-0.03480072692036629,
0.02251109480857849,
-0.00177714170422405,
0.02030273526906967,
0.10101359337568283,
0.039998531341552734,
-0.000874097051564604,
-0.021351182833313942,
0.12399660795927048,
0.004355658311396837,
-0.01887081004679203,
-0.01599211059510708,
0.005459365900605917,
-0.0447687953710556,
0.012963337823748589,
0.00827271118760109,
0.06464650481939316,
0.0770966187119484,
-0.05807558819651604,
-0.023786045610904694,
-0.00464810011908412,
-0.04641038924455643,
0.0030604256317019463,
-0.010215139016509056,
0.01708276756107807,
0.057036858052015305,
-0.036627981811761856,
-3.224362637206303e-33,
0.045305535197257996,
0.04984990134835243,
-0.08460915833711624,
-0.04700247198343277,
0.02456100843846798,
-0.04653015360236168,
-0.02287627011537552,
-0.03230351582169533,
0.06909205764532089,
0.05940207093954086,
-0.10480277240276337,
0.02399296872317791,
0.07935910671949387,
-0.03211149573326111,
0.05684278905391693,
0.04824427515268326,
0.06570377200841904,
-0.01571679674088955,
0.057502392679452896,
-0.02553744800388813,
0.006684374064207077,
-0.07192175090312958,
0.035553205758333206,
-0.018534265458583832,
-0.0005658901063725352,
-0.039691079407930374,
-0.016234785318374634,
-0.020883848890662193,
0.043349530547857285,
-0.01303388923406601,
0.0567711740732193,
0.04124674201011658,
0.01738457754254341,
-0.021169980987906456,
0.028564203530550003,
-0.08371104300022125,
-0.013567207381129265,
-0.04958334565162659,
0.013452868908643723,
-0.011422662064433098,
-0.02259022556245327,
-0.09650367498397827,
-0.027509186416864395,
-0.10732538253068924,
-0.0028083801735192537,
0.010723326355218887,
-0.06836917996406555,
0.010805122554302216,
0.04175172001123428,
-0.06461048871278763,
0.02183721959590912,
-0.026918722316622734,
0.04664265364408493,
0.030191557481884956,
-0.11248479783535004,
-0.06348229199647903,
-0.01782865822315216,
0.010849288664758205,
0.05303565785288811,
0.04041745141148567,
0.0037519349716603756,
-0.01938687078654766,
-0.00008540046837879345,
0.030338939279317856,
-0.015098340809345245,
-0.05252157524228096,
-0.006082321051508188,
0.015771344304084778,
-0.02363867685198784,
0.04467449709773064,
0.015536234714090824,
0.023335464298725128,
-0.05218588933348656,
0.019283436238765717,
0.013619671575725079,
-0.03577018529176712,
-0.07862408459186554,
0.039994604885578156,
-0.026309892535209656,
0.05757632479071617,
-0.0025590339209884405,
-0.0018942855531349778,
0.08065609633922577,
-0.08630061149597168,
-0.012939300388097763,
0.009650055319070816,
0.02709537371993065,
-0.03580361604690552,
-0.008476211689412594,
0.01050594076514244,
-0.04881482571363449,
0.029539311304688454,
-0.06741871684789658,
0.05344494804739952,
0.04450209438800812,
5.029067889955067e-34,
-0.043662555515766144,
0.1345067322254181,
-0.021577872335910797,
-0.05402263253927231,
0.01865963824093342,
-0.06893863528966904,
0.007785217370837927,
0.010267511010169983,
-0.027273517102003098,
0.05613057315349579,
0.014657317660748959,
-0.026148146018385887,
0.03476519137620926,
-0.10116200894117355,
0.06811060011386871,
-0.07432437688112259,
-0.03974160552024841,
0.026013026013970375,
-0.07777905464172363,
-0.0054698302410542965,
-0.05368529260158539,
-0.040485214442014694,
-0.10775507986545563,
-0.04605616256594658,
0.06636586785316467,
0.029479973018169403,
-0.07452385127544403,
0.07127880305051804,
-0.10892395675182343,
-0.009618286043405533,
-0.07235302031040192,
0.09724821150302887,
0.04601440578699112,
-0.04214759171009064,
0.028169602155685425,
0.07005679607391357,
0.07081998139619827,
0.011244412511587143,
0.029298312962055206,
0.007175228092819452,
-0.011781663633883,
0.06928611546754837,
0.04529852047562599,
0.09667615592479706,
-0.05565696209669113,
0.024763107299804688,
0.03511255979537964,
0.13755786418914795,
-0.09048597514629364,
0.028731828555464745,
0.05944955721497536,
0.024346426129341125,
0.06865547597408295,
0.03200290724635124,
0.0068407608196139336,
0.15636779367923737,
0.05587072670459747,
0.06333477795124054,
0.03186000883579254,
0.10808660089969635,
0.002658059122040868,
-0.07740937173366547,
-0.03338843211531639,
0.05140688642859459,
0.02035922184586525,
-0.01067425962537527,
0.0024917207192629576,
-0.008377387188374996,
-0.07308653742074966,
-0.010080017149448395,
0.04616716504096985,
0.07790601998567581,
-0.12383776903152466,
0.007673442829400301,
-0.03110629878938198,
-0.1255054622888565,
0.048734426498413086,
0.025876399129629135,
-0.02292676828801632,
-0.051710303872823715,
0.006448735017329454,
0.0052876463159918785,
0.00006180365744512528,
-0.03921419382095337,
0.07232154905796051,
0.07151220738887787,
0.024530936032533646,
-0.09216976165771484,
0.01698068343102932,
0.0059845526702702045,
-0.02303982898592949,
0.0030576528515666723,
-0.07306089252233505,
0.020515235140919685,
0.035549137741327286,
-3.636329282130646e-8,
-0.1317562460899353,
0.0010301830479875207,
-0.04896645247936249,
-0.012885360978543758,
0.08589719980955124,
0.060593005269765854,
-0.0008589107310399413,
0.016864296048879623,
-0.014854361303150654,
-0.06401766091585159,
0.002475806511938572,
-0.10254722088575363,
-0.09140761196613312,
-0.0624249093234539,
0.01550508476793766,
-0.02911018766462803,
-0.05456853285431862,
-0.008927684277296066,
-0.07627035677433014,
-0.042682915925979614,
0.007655024528503418,
-0.0018698173807933927,
-0.0064139822497963905,
-0.013813876546919346,
-0.034077126532793045,
-0.07245393842458725,
0.0074967872351408005,
0.05881498008966446,
0.05546186491847038,
-0.019002364948391914,
-0.0499151311814785,
-0.005533228628337383,
0.10316003859043121,
-0.02294577658176422,
-0.005788496229797602,
0.1386314332485199,
0.02979443594813347,
-0.026707706972956657,
-0.02381719835102558,
0.03628703951835632,
-0.060742419213056564,
0.017824672162532806,
0.024653850123286247,
-0.027189159765839577,
-0.06555024534463882,
-0.030507385730743408,
-0.05655214935541153,
-0.011719916015863419,
0.05639457702636719,
-0.0422188937664032,
0.03871597349643707,
-0.10048428177833557,
0.03207823261618614,
0.06346124410629272,
-0.02027253992855549,
-0.027759406715631485,
0.017849193885922432,
-0.0487234853208065,
0.052834175527095795,
0.06604502350091934,
0.03791741281747818,
0.014920140616595745,
0.009222634136676788,
-0.02681209146976471
] | null | null | null | null | null | null | null |
[
-0.05087215453386307,
-0.006860219873487949,
0.012861260212957859,
-0.06819511204957962,
0.012101875618100166,
-0.030342618003487587,
0.06605768948793411,
-0.01736348681151867,
0.003906514495611191,
-0.015977203845977783,
-0.018562061712145805,
0.027600282803177834,
0.019687602296471596,
0.0028070348780602217,
-0.05360648036003113,
-0.01252355333417654,
0.07408516854047775,
-0.01220537070184946,
0.048945166170597076,
-0.019954927265644073,
-0.0600498728454113,
-0.043812837451696396,
-0.07818847894668579,
-0.04914563149213791,
0.006425197701901197,
0.020260607823729515,
0.06798668950796127,
-0.024057768285274506,
-0.0297276321798563,
0.018464237451553345,
-0.0025850904639810324,
0.059731923043727875,
-0.008774866349995136,
-0.023805292323231697,
0.06629643589258194,
-0.08498479425907135,
0.011310547590255737,
0.05594141036272049,
0.05033344402909279,
0.021803023293614388,
0.11130037903785706,
-0.03814404457807541,
0.006482445169240236,
0.062362514436244965,
-0.04114948958158493,
-0.07196981459856033,
-0.08274086564779282,
-0.016211869195103645,
0.029988707974553108,
-0.07940521091222763,
0.030364487320184708,
-0.02747275121510029,
-0.020043404772877693,
-0.0005656037828885019,
-0.00031968957046046853,
-0.1048516184091568,
0.016721902415156364,
-0.04044004902243614,
0.02691727876663208,
-0.03597079962491989,
0.05291062593460083,
0.00808389950543642,
0.06814827024936676,
0.006839042529463768,
0.0008640757878310978,
0.03232371807098389,
0.03270507603883743,
0.10407330095767975,
0.07053665071725845,
0.05743895471096039,
-0.026561575010418892,
0.06910982728004456,
-0.07618662714958191,
0.002789644291624427,
0.0544520802795887,
-0.006597256287932396,
-0.02433917671442032,
0.012676534242928028,
-0.022519301623106003,
-0.08805263042449951,
-0.042969848960638046,
-0.009128665551543236,
0.009501597844064236,
-0.000815714243799448,
0.05124600604176521,
0.09152982383966446,
-0.08436085283756256,
-0.06531237065792084,
0.054721470922231674,
0.05773671716451645,
-0.10449906438589096,
0.08005114644765854,
0.0664578303694725,
-0.016394540667533875,
0.07315749675035477,
0.011883913539350033,
-0.005368581507354975,
-0.03880815580487251,
0.018443511798977852,
0.07374835759401321,
-0.03480072692036629,
0.02251109480857849,
-0.00177714170422405,
0.02030273526906967,
0.10101359337568283,
0.039998531341552734,
-0.000874097051564604,
-0.021351182833313942,
0.12399660795927048,
0.004355658311396837,
-0.01887081004679203,
-0.01599211059510708,
0.005459365900605917,
-0.0447687953710556,
0.012963337823748589,
0.00827271118760109,
0.06464650481939316,
0.0770966187119484,
-0.05807558819651604,
-0.023786045610904694,
-0.00464810011908412,
-0.04641038924455643,
0.0030604256317019463,
-0.010215139016509056,
0.01708276756107807,
0.057036858052015305,
-0.036627981811761856,
-3.224362637206303e-33,
0.045305535197257996,
0.04984990134835243,
-0.08460915833711624,
-0.04700247198343277,
0.02456100843846798,
-0.04653015360236168,
-0.02287627011537552,
-0.03230351582169533,
0.06909205764532089,
0.05940207093954086,
-0.10480277240276337,
0.02399296872317791,
0.07935910671949387,
-0.03211149573326111,
0.05684278905391693,
0.04824427515268326,
0.06570377200841904,
-0.01571679674088955,
0.057502392679452896,
-0.02553744800388813,
0.006684374064207077,
-0.07192175090312958,
0.035553205758333206,
-0.018534265458583832,
-0.0005658901063725352,
-0.039691079407930374,
-0.016234785318374634,
-0.020883848890662193,
0.043349530547857285,
-0.01303388923406601,
0.0567711740732193,
0.04124674201011658,
0.01738457754254341,
-0.021169980987906456,
0.028564203530550003,
-0.08371104300022125,
-0.013567207381129265,
-0.04958334565162659,
0.013452868908643723,
-0.011422662064433098,
-0.02259022556245327,
-0.09650367498397827,
-0.027509186416864395,
-0.10732538253068924,
-0.0028083801735192537,
0.010723326355218887,
-0.06836917996406555,
0.010805122554302216,
0.04175172001123428,
-0.06461048871278763,
0.02183721959590912,
-0.026918722316622734,
0.04664265364408493,
0.030191557481884956,
-0.11248479783535004,
-0.06348229199647903,
-0.01782865822315216,
0.010849288664758205,
0.05303565785288811,
0.04041745141148567,
0.0037519349716603756,
-0.01938687078654766,
-0.00008540046837879345,
0.030338939279317856,
-0.015098340809345245,
-0.05252157524228096,
-0.006082321051508188,
0.015771344304084778,
-0.02363867685198784,
0.04467449709773064,
0.015536234714090824,
0.023335464298725128,
-0.05218588933348656,
0.019283436238765717,
0.013619671575725079,
-0.03577018529176712,
-0.07862408459186554,
0.039994604885578156,
-0.026309892535209656,
0.05757632479071617,
-0.0025590339209884405,
-0.0018942855531349778,
0.08065609633922577,
-0.08630061149597168,
-0.012939300388097763,
0.009650055319070816,
0.02709537371993065,
-0.03580361604690552,
-0.008476211689412594,
0.01050594076514244,
-0.04881482571363449,
0.029539311304688454,
-0.06741871684789658,
0.05344494804739952,
0.04450209438800812,
5.029067889955067e-34,
-0.043662555515766144,
0.1345067322254181,
-0.021577872335910797,
-0.05402263253927231,
0.01865963824093342,
-0.06893863528966904,
0.007785217370837927,
0.010267511010169983,
-0.027273517102003098,
0.05613057315349579,
0.014657317660748959,
-0.026148146018385887,
0.03476519137620926,
-0.10116200894117355,
0.06811060011386871,
-0.07432437688112259,
-0.03974160552024841,
0.026013026013970375,
-0.07777905464172363,
-0.0054698302410542965,
-0.05368529260158539,
-0.040485214442014694,
-0.10775507986545563,
-0.04605616256594658,
0.06636586785316467,
0.029479973018169403,
-0.07452385127544403,
0.07127880305051804,
-0.10892395675182343,
-0.009618286043405533,
-0.07235302031040192,
0.09724821150302887,
0.04601440578699112,
-0.04214759171009064,
0.028169602155685425,
0.07005679607391357,
0.07081998139619827,
0.011244412511587143,
0.029298312962055206,
0.007175228092819452,
-0.011781663633883,
0.06928611546754837,
0.04529852047562599,
0.09667615592479706,
-0.05565696209669113,
0.024763107299804688,
0.03511255979537964,
0.13755786418914795,
-0.09048597514629364,
0.028731828555464745,
0.05944955721497536,
0.024346426129341125,
0.06865547597408295,
0.03200290724635124,
0.0068407608196139336,
0.15636779367923737,
0.05587072670459747,
0.06333477795124054,
0.03186000883579254,
0.10808660089969635,
0.002658059122040868,
-0.07740937173366547,
-0.03338843211531639,
0.05140688642859459,
0.02035922184586525,
-0.01067425962537527,
0.0024917207192629576,
-0.008377387188374996,
-0.07308653742074966,
-0.010080017149448395,
0.04616716504096985,
0.07790601998567581,
-0.12383776903152466,
0.007673442829400301,
-0.03110629878938198,
-0.1255054622888565,
0.048734426498413086,
0.025876399129629135,
-0.02292676828801632,
-0.051710303872823715,
0.006448735017329454,
0.0052876463159918785,
0.00006180365744512528,
-0.03921419382095337,
0.07232154905796051,
0.07151220738887787,
0.024530936032533646,
-0.09216976165771484,
0.01698068343102932,
0.0059845526702702045,
-0.02303982898592949,
0.0030576528515666723,
-0.07306089252233505,
0.020515235140919685,
0.035549137741327286,
-3.636329282130646e-8,
-0.1317562460899353,
0.0010301830479875207,
-0.04896645247936249,
-0.012885360978543758,
0.08589719980955124,
0.060593005269765854,
-0.0008589107310399413,
0.016864296048879623,
-0.014854361303150654,
-0.06401766091585159,
0.002475806511938572,
-0.10254722088575363,
-0.09140761196613312,
-0.0624249093234539,
0.01550508476793766,
-0.02911018766462803,
-0.05456853285431862,
-0.008927684277296066,
-0.07627035677433014,
-0.042682915925979614,
0.007655024528503418,
-0.0018698173807933927,
-0.0064139822497963905,
-0.013813876546919346,
-0.034077126532793045,
-0.07245393842458725,
0.0074967872351408005,
0.05881498008966446,
0.05546186491847038,
-0.019002364948391914,
-0.0499151311814785,
-0.005533228628337383,
0.10316003859043121,
-0.02294577658176422,
-0.005788496229797602,
0.1386314332485199,
0.02979443594813347,
-0.026707706972956657,
-0.02381719835102558,
0.03628703951835632,
-0.060742419213056564,
0.017824672162532806,
0.024653850123286247,
-0.027189159765839577,
-0.06555024534463882,
-0.030507385730743408,
-0.05655214935541153,
-0.011719916015863419,
0.05639457702636719,
-0.0422188937664032,
0.03871597349643707,
-0.10048428177833557,
0.03207823261618614,
0.06346124410629272,
-0.02027253992855549,
-0.027759406715631485,
0.017849193885922432,
-0.0487234853208065,
0.052834175527095795,
0.06604502350091934,
0.03791741281747818,
0.014920140616595745,
0.009222634136676788,
-0.02681209146976471
] |
1402.0858
|
Peter Franek
|
Peter Franek, Marek Krcal
|
Robust Satisfiability of Systems of Equations
| null | null | null | null |
cs.CC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We study the problem of \emph{robust satisfiability} of systems of nonlinear
equations, namely, whether for a given continuous function
$f:\,K\to\mathbb{R}^n$ on a~finite simplicial complex $K$ and $\alpha>0$, it
holds that each function $g:\,K\to\mathbb{R}^n$ such that $\|g-f\|_\infty \leq
\alpha$, has a root in $K$. Via a reduction to the extension problem of maps
into a sphere, we particularly show that this problem is decidable in
polynomial time for every fixed $n$, assuming $\dim K \le 2n-3$. This is a
substantial extension of previous computational applications of
\emph{topological degree} and related concepts in numerical and interval
analysis. Via a reverse reduction we prove that the problem is undecidable when
$\dim K\ge 2n-2$, where the threshold comes from the \emph{stable range} in
homotopy theory. For the lucidity of our exposition, we focus on the setting
when $f$ is piecewise linear. Such functions can approximate general continuous
functions, and thus we get approximation schemes and undecidability of the
robust satisfiability in other possible settings.
|
[
{
"created": "Tue, 4 Feb 2014 20:51:37 GMT",
"version": "v1"
}
] |
2014-02-05
|
[
[
"Franek",
"Peter",
""
],
[
"Krcal",
"Marek",
""
]
] |
[
-0.061040449887514114,
0.0040145874954760075,
-0.06230461969971657,
0.026462474837899208,
-0.0005450373864732683,
0.04808904603123665,
-0.0032647557090967894,
0.011467008851468563,
-0.027726437896490097,
-0.03386666253209114,
-0.004420217592269182,
0.04057652875781059,
-0.0050503951497375965,
-0.0026854088064283133,
-0.044519856572151184,
-0.0450114868581295,
0.00013727773330174387,
0.0017748710233718157,
-0.07944133877754211,
0.00010200202086707577,
0.04623948782682419,
0.03132059425115585,
-0.0461115688085556,
0.08094869554042816,
-0.029440462589263916,
-0.033569417893886566,
-0.04586299508810043,
0.057449109852313995,
0.005608381237834692,
0.021511895582079887,
0.01337788812816143,
-0.00630752369761467,
-0.01678341068327427,
-0.018598536029458046,
0.05878021568059921,
0.04096538573503494,
0.050386302173137665,
-0.004977621138095856,
0.015319524332880974,
0.006617202423512936,
0.01492499653249979,
0.010782386176288128,
0.017298391088843346,
-0.015886252745985985,
0.03802894055843353,
0.03260371461510658,
-0.024712394922971725,
-0.008136081509292126,
-0.06414812058210373,
-0.0751975029706955,
-0.036511216312646866,
0.016010025516152382,
-0.030130449682474136,
0.021773966029286385,
-0.04178425669670105,
-0.05018069967627525,
0.02370184287428856,
0.041964396834373474,
0.014707004651427269,
-0.009329360909759998,
0.08760043233633041,
-0.01068758312612772,
0.009407663717865944,
-0.06002528965473175,
-0.011648722924292088,
0.031360022723674774,
0.00907018594443798,
-0.0306218434125185,
-0.01513954158872366,
0.16205663979053497,
0.023403959348797798,
0.019976573064923286,
-0.10356156527996063,
-0.011618122458457947,
-0.0035476405173540115,
-0.023543881252408028,
-0.06684402376413345,
0.024632060900330544,
-0.009585810825228691,
-0.0021203062497079372,
0.0746808871626854,
-0.060892824083566666,
-0.04082046076655388,
0.010484076105058193,
-0.01864967867732048,
-0.06590638309717178,
-0.0653606727719307,
0.033706482499837875,
0.11508559435606003,
0.05240904167294502,
-0.020278122276067734,
0.015782682225108147,
0.046128854155540466,
0.058710403740406036,
-0.012304368428885937,
-0.06888262182474136,
0.01651565171778202,
0.0650968924164772,
0.109297975897789,
0.09160126745700836,
-0.08950038999319077,
-0.052934009581804276,
0.0033066512551158667,
-0.053423017263412476,
-0.0061134761199355125,
0.046578262001276016,
0.023698626086115837,
-0.07029931247234344,
-0.028608247637748718,
-0.017836321145296097,
-0.030190568417310715,
-0.11739636957645416,
-0.0036114465910941362,
0.06930945068597794,
0.010685649700462818,
-0.034461554139852524,
0.06421638280153275,
-0.03220216929912567,
0.062499187886714935,
-0.015158911235630512,
0.01676551066339016,
-0.01356505136936903,
0.07271121442317963,
0.020630547776818275,
0.04665084555745125,
0.038837119936943054,
-0.002697709947824478,
2.3483996581177334e-35,
0.07587489485740662,
0.0474838986992836,
0.0485226996243,
0.01430758461356163,
0.05926811695098877,
0.027944598346948624,
0.011542674154043198,
-0.03139270842075348,
-0.0017712278058752418,
0.12065388262271881,
-0.03346619755029678,
0.06859733164310455,
-0.03620137646794319,
-0.03608313947916031,
0.09819954633712769,
0.038367774337530136,
0.07593999058008194,
0.004447271581739187,
-0.10246805846691132,
-0.0030401316471397877,
0.16465583443641663,
-0.07858587056398392,
-0.07183516025543213,
-0.055719129741191864,
0.009772210381925106,
-0.030432365834712982,
0.009586656466126442,
-0.01789829321205616,
0.014909244142472744,
-0.013801961205899715,
-0.02419084869325161,
0.01673147827386856,
-0.004456210415810347,
0.10504739731550217,
0.0225615743547678,
0.015818128362298012,
0.023566683754324913,
-0.014717839658260345,
-0.08202185481786728,
0.039114810526371,
-0.03338317573070526,
-0.004644148051738739,
0.03319587931036949,
0.09575806558132172,
0.062493447214365005,
-0.014490547589957714,
-0.009289270266890526,
0.06264220178127289,
0.017955534160137177,
-0.04179813340306282,
-0.046495623886585236,
0.0421636700630188,
-0.058358293026685715,
-0.1238972395658493,
0.016545968130230904,
-0.05071788653731346,
-0.035784751176834106,
0.05872675031423569,
0.0471855103969574,
0.07904157042503357,
-0.0031457736622542143,
-0.08720260858535767,
0.00507396599277854,
-0.07017131894826889,
-0.043666038662195206,
0.03778557851910591,
-0.08279852569103241,
-0.07826680690050125,
0.09010530263185501,
-0.04976697638630867,
-0.07209421694278717,
0.017449555918574333,
-0.031039707362651825,
-0.10272760689258575,
0.0628172904253006,
-0.01877398043870926,
0.019734393805265427,
-0.02178063988685608,
-0.06617318838834763,
-0.03795940801501274,
0.030625130981206894,
-0.07340742647647858,
0.0006366762681864202,
0.00837901420891285,
0.0037287860177457333,
-0.13488274812698364,
-0.06697260588407516,
0.026521926745772362,
-0.036083634942770004,
-0.11631587892770767,
-0.06229298934340477,
-0.003009002422913909,
-0.00719641475006938,
0.005831797607243061,
0.03077881596982479,
-1.5370331586165327e-33,
-0.005343625321984291,
-0.08907696604728699,
-0.05511224642395973,
0.1421152949333191,
-0.05555899813771248,
0.045289941132068634,
-0.019969910383224487,
0.08966466039419174,
-0.012878477573394775,
-0.10282637178897858,
-0.02248593233525753,
-0.03472223877906799,
0.07606510072946548,
0.01520230807363987,
0.020322833210229874,
-0.012225807644426823,
-0.01295970007777214,
-0.06414913386106491,
-0.0021587933879345655,
0.06607908010482788,
0.0033019972033798695,
0.010838881134986877,
-0.026693956926465034,
0.049214139580726624,
0.015081855468451977,
0.03366296365857124,
-0.07572165876626968,
0.002638892037793994,
0.020706122741103172,
0.10476420074701309,
0.04297015070915222,
-0.1420671045780182,
-0.08481331914663315,
0.015091040171682835,
-0.01812812313437462,
-0.022345030680298805,
-0.022040700539946556,
-0.002872272627428174,
-0.0653877705335617,
0.07043565064668655,
0.02125059813261032,
-0.021462643519043922,
-0.010923058725893497,
0.08498842269182205,
0.013064558617770672,
0.004728973377496004,
0.014687173999845982,
0.02200855314731598,
0.03264882043004036,
0.03007333353161812,
-0.008706188760697842,
-0.07579123228788376,
0.05659550428390503,
0.10189811885356903,
0.023055002093315125,
0.05018044263124466,
-0.056521881371736526,
0.003069206140935421,
-0.0075493063777685165,
-0.03788735717535019,
-0.027863994240760803,
-0.053928814828395844,
0.00881839357316494,
0.1168983206152916,
0.059685539454221725,
-0.05697247013449669,
-0.057359661906957626,
-0.025151215493679047,
-0.052550334483385086,
0.0718277096748352,
-0.03348507732152939,
-0.06935854256153107,
0.022433273494243622,
-0.01841469667851925,
-0.04731050506234169,
-0.003924262244254351,
0.03479267284274101,
0.03609014302492142,
-0.044887568801641464,
0.0015751844039186835,
-0.018812058493494987,
0.03586205095052719,
0.03270275518298149,
-0.027870750054717064,
0.05939893051981926,
-0.060013242065906525,
0.03386221081018448,
0.012985597364604473,
0.0011808404233306646,
-0.05315271392464638,
0.03983691707253456,
-0.017442520707845688,
-0.06888153403997421,
-0.012823197990655899,
0.0031933453865349293,
-5.33710640127083e-8,
0.02354319393634796,
0.004563907161355019,
-0.15696515142917633,
-0.041169460862874985,
0.07456103712320328,
-0.08367845416069031,
0.014420216903090477,
-0.020886966958642006,
0.002942969324067235,
0.027433747425675392,
0.06813760101795197,
0.005075305700302124,
-0.03410714492201805,
-0.015962675213813782,
-0.04583199694752693,
0.019742392003536224,
0.01852465607225895,
0.07294028252363205,
0.03381850942969322,
0.003979772329330444,
-0.05948252975940704,
-0.02074594423174858,
0.004035330377519131,
-0.032399311661720276,
0.016164030879735947,
-0.00933461356908083,
0.006605010014027357,
-0.04328187555074692,
0.030578555539250374,
0.009862249717116356,
0.008512199856340885,
0.015877174213528633,
0.12666954100131989,
0.09329058974981308,
-0.046165090054273605,
0.06925260275602341,
-0.03715016320347786,
0.03785839304327965,
-0.06364870071411133,
-0.06178708001971245,
0.007764138747006655,
0.061623264104127884,
-0.04442426934838295,
-0.0323294959962368,
0.09738074243068695,
-0.0007765510817989707,
0.10724211484193802,
0.05685783177614212,
-0.004911167547106743,
0.10669407248497009,
-0.07793337106704712,
0.12388444691896439,
-0.02038395218551159,
0.02460937201976776,
-0.006941988132894039,
0.02503533847630024,
-0.02253858745098114,
-0.0447443351149559,
-0.00671472167596221,
0.020214876160025597,
-0.0000738531380193308,
0.010982932522892952,
0.02614942006766796,
-0.022717146202921867
] | null | null | null | null | null | null | null |
[
-0.061040449887514114,
0.0040145874954760075,
-0.06230461969971657,
0.026462474837899208,
-0.0005450373864732683,
0.04808904603123665,
-0.0032647557090967894,
0.011467008851468563,
-0.027726437896490097,
-0.03386666253209114,
-0.004420217592269182,
0.04057652875781059,
-0.0050503951497375965,
-0.0026854088064283133,
-0.044519856572151184,
-0.0450114868581295,
0.00013727773330174387,
0.0017748710233718157,
-0.07944133877754211,
0.00010200202086707577,
0.04623948782682419,
0.03132059425115585,
-0.0461115688085556,
0.08094869554042816,
-0.029440462589263916,
-0.033569417893886566,
-0.04586299508810043,
0.057449109852313995,
0.005608381237834692,
0.021511895582079887,
0.01337788812816143,
-0.00630752369761467,
-0.01678341068327427,
-0.018598536029458046,
0.05878021568059921,
0.04096538573503494,
0.050386302173137665,
-0.004977621138095856,
0.015319524332880974,
0.006617202423512936,
0.01492499653249979,
0.010782386176288128,
0.017298391088843346,
-0.015886252745985985,
0.03802894055843353,
0.03260371461510658,
-0.024712394922971725,
-0.008136081509292126,
-0.06414812058210373,
-0.0751975029706955,
-0.036511216312646866,
0.016010025516152382,
-0.030130449682474136,
0.021773966029286385,
-0.04178425669670105,
-0.05018069967627525,
0.02370184287428856,
0.041964396834373474,
0.014707004651427269,
-0.009329360909759998,
0.08760043233633041,
-0.01068758312612772,
0.009407663717865944,
-0.06002528965473175,
-0.011648722924292088,
0.031360022723674774,
0.00907018594443798,
-0.0306218434125185,
-0.01513954158872366,
0.16205663979053497,
0.023403959348797798,
0.019976573064923286,
-0.10356156527996063,
-0.011618122458457947,
-0.0035476405173540115,
-0.023543881252408028,
-0.06684402376413345,
0.024632060900330544,
-0.009585810825228691,
-0.0021203062497079372,
0.0746808871626854,
-0.060892824083566666,
-0.04082046076655388,
0.010484076105058193,
-0.01864967867732048,
-0.06590638309717178,
-0.0653606727719307,
0.033706482499837875,
0.11508559435606003,
0.05240904167294502,
-0.020278122276067734,
0.015782682225108147,
0.046128854155540466,
0.058710403740406036,
-0.012304368428885937,
-0.06888262182474136,
0.01651565171778202,
0.0650968924164772,
0.109297975897789,
0.09160126745700836,
-0.08950038999319077,
-0.052934009581804276,
0.0033066512551158667,
-0.053423017263412476,
-0.0061134761199355125,
0.046578262001276016,
0.023698626086115837,
-0.07029931247234344,
-0.028608247637748718,
-0.017836321145296097,
-0.030190568417310715,
-0.11739636957645416,
-0.0036114465910941362,
0.06930945068597794,
0.010685649700462818,
-0.034461554139852524,
0.06421638280153275,
-0.03220216929912567,
0.062499187886714935,
-0.015158911235630512,
0.01676551066339016,
-0.01356505136936903,
0.07271121442317963,
0.020630547776818275,
0.04665084555745125,
0.038837119936943054,
-0.002697709947824478,
2.3483996581177334e-35,
0.07587489485740662,
0.0474838986992836,
0.0485226996243,
0.01430758461356163,
0.05926811695098877,
0.027944598346948624,
0.011542674154043198,
-0.03139270842075348,
-0.0017712278058752418,
0.12065388262271881,
-0.03346619755029678,
0.06859733164310455,
-0.03620137646794319,
-0.03608313947916031,
0.09819954633712769,
0.038367774337530136,
0.07593999058008194,
0.004447271581739187,
-0.10246805846691132,
-0.0030401316471397877,
0.16465583443641663,
-0.07858587056398392,
-0.07183516025543213,
-0.055719129741191864,
0.009772210381925106,
-0.030432365834712982,
0.009586656466126442,
-0.01789829321205616,
0.014909244142472744,
-0.013801961205899715,
-0.02419084869325161,
0.01673147827386856,
-0.004456210415810347,
0.10504739731550217,
0.0225615743547678,
0.015818128362298012,
0.023566683754324913,
-0.014717839658260345,
-0.08202185481786728,
0.039114810526371,
-0.03338317573070526,
-0.004644148051738739,
0.03319587931036949,
0.09575806558132172,
0.062493447214365005,
-0.014490547589957714,
-0.009289270266890526,
0.06264220178127289,
0.017955534160137177,
-0.04179813340306282,
-0.046495623886585236,
0.0421636700630188,
-0.058358293026685715,
-0.1238972395658493,
0.016545968130230904,
-0.05071788653731346,
-0.035784751176834106,
0.05872675031423569,
0.0471855103969574,
0.07904157042503357,
-0.0031457736622542143,
-0.08720260858535767,
0.00507396599277854,
-0.07017131894826889,
-0.043666038662195206,
0.03778557851910591,
-0.08279852569103241,
-0.07826680690050125,
0.09010530263185501,
-0.04976697638630867,
-0.07209421694278717,
0.017449555918574333,
-0.031039707362651825,
-0.10272760689258575,
0.0628172904253006,
-0.01877398043870926,
0.019734393805265427,
-0.02178063988685608,
-0.06617318838834763,
-0.03795940801501274,
0.030625130981206894,
-0.07340742647647858,
0.0006366762681864202,
0.00837901420891285,
0.0037287860177457333,
-0.13488274812698364,
-0.06697260588407516,
0.026521926745772362,
-0.036083634942770004,
-0.11631587892770767,
-0.06229298934340477,
-0.003009002422913909,
-0.00719641475006938,
0.005831797607243061,
0.03077881596982479,
-1.5370331586165327e-33,
-0.005343625321984291,
-0.08907696604728699,
-0.05511224642395973,
0.1421152949333191,
-0.05555899813771248,
0.045289941132068634,
-0.019969910383224487,
0.08966466039419174,
-0.012878477573394775,
-0.10282637178897858,
-0.02248593233525753,
-0.03472223877906799,
0.07606510072946548,
0.01520230807363987,
0.020322833210229874,
-0.012225807644426823,
-0.01295970007777214,
-0.06414913386106491,
-0.0021587933879345655,
0.06607908010482788,
0.0033019972033798695,
0.010838881134986877,
-0.026693956926465034,
0.049214139580726624,
0.015081855468451977,
0.03366296365857124,
-0.07572165876626968,
0.002638892037793994,
0.020706122741103172,
0.10476420074701309,
0.04297015070915222,
-0.1420671045780182,
-0.08481331914663315,
0.015091040171682835,
-0.01812812313437462,
-0.022345030680298805,
-0.022040700539946556,
-0.002872272627428174,
-0.0653877705335617,
0.07043565064668655,
0.02125059813261032,
-0.021462643519043922,
-0.010923058725893497,
0.08498842269182205,
0.013064558617770672,
0.004728973377496004,
0.014687173999845982,
0.02200855314731598,
0.03264882043004036,
0.03007333353161812,
-0.008706188760697842,
-0.07579123228788376,
0.05659550428390503,
0.10189811885356903,
0.023055002093315125,
0.05018044263124466,
-0.056521881371736526,
0.003069206140935421,
-0.0075493063777685165,
-0.03788735717535019,
-0.027863994240760803,
-0.053928814828395844,
0.00881839357316494,
0.1168983206152916,
0.059685539454221725,
-0.05697247013449669,
-0.057359661906957626,
-0.025151215493679047,
-0.052550334483385086,
0.0718277096748352,
-0.03348507732152939,
-0.06935854256153107,
0.022433273494243622,
-0.01841469667851925,
-0.04731050506234169,
-0.003924262244254351,
0.03479267284274101,
0.03609014302492142,
-0.044887568801641464,
0.0015751844039186835,
-0.018812058493494987,
0.03586205095052719,
0.03270275518298149,
-0.027870750054717064,
0.05939893051981926,
-0.060013242065906525,
0.03386221081018448,
0.012985597364604473,
0.0011808404233306646,
-0.05315271392464638,
0.03983691707253456,
-0.017442520707845688,
-0.06888153403997421,
-0.012823197990655899,
0.0031933453865349293,
-5.33710640127083e-8,
0.02354319393634796,
0.004563907161355019,
-0.15696515142917633,
-0.041169460862874985,
0.07456103712320328,
-0.08367845416069031,
0.014420216903090477,
-0.020886966958642006,
0.002942969324067235,
0.027433747425675392,
0.06813760101795197,
0.005075305700302124,
-0.03410714492201805,
-0.015962675213813782,
-0.04583199694752693,
0.019742392003536224,
0.01852465607225895,
0.07294028252363205,
0.03381850942969322,
0.003979772329330444,
-0.05948252975940704,
-0.02074594423174858,
0.004035330377519131,
-0.032399311661720276,
0.016164030879735947,
-0.00933461356908083,
0.006605010014027357,
-0.04328187555074692,
0.030578555539250374,
0.009862249717116356,
0.008512199856340885,
0.015877174213528633,
0.12666954100131989,
0.09329058974981308,
-0.046165090054273605,
0.06925260275602341,
-0.03715016320347786,
0.03785839304327965,
-0.06364870071411133,
-0.06178708001971245,
0.007764138747006655,
0.061623264104127884,
-0.04442426934838295,
-0.0323294959962368,
0.09738074243068695,
-0.0007765510817989707,
0.10724211484193802,
0.05685783177614212,
-0.004911167547106743,
0.10669407248497009,
-0.07793337106704712,
0.12388444691896439,
-0.02038395218551159,
0.02460937201976776,
-0.006941988132894039,
0.02503533847630024,
-0.02253858745098114,
-0.0447443351149559,
-0.00671472167596221,
0.020214876160025597,
-0.0000738531380193308,
0.010982932522892952,
0.02614942006766796,
-0.022717146202921867
] |
1402.0859
|
Varun Jampani
|
Varun Jampani and Sebastian Nowozin and Matthew Loper and Peter V.
Gehler
|
The Informed Sampler: A Discriminative Approach to Bayesian Inference in
Generative Computer Vision Models
|
Appearing in Computer Vision and Image Understanding Journal (Special
Issue on Generative Models in Computer Vision)
| null |
10.1016/j.cviu.2015.03.002
| null |
cs.CV cs.LG stat.ML
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Computer vision is hard because of a large variability in lighting, shape,
and texture; in addition the image signal is non-additive due to occlusion.
Generative models promised to account for this variability by accurately
modelling the image formation process as a function of latent variables with
prior beliefs. Bayesian posterior inference could then, in principle, explain
the observation. While intuitively appealing, generative models for computer
vision have largely failed to deliver on that promise due to the difficulty of
posterior inference. As a result the community has favoured efficient
discriminative approaches. We still believe in the usefulness of generative
models in computer vision, but argue that we need to leverage existing
discriminative or even heuristic computer vision methods. We implement this
idea in a principled way with an "informed sampler" and in careful experiments
demonstrate it on challenging generative models which contain renderer programs
as their components. We concentrate on the problem of inverting an existing
graphics rendering engine, an approach that can be understood as "Inverse
Graphics". The informed sampler, using simple discriminative proposals based on
existing computer vision technology, achieves significant improvements of
inference.
|
[
{
"created": "Tue, 4 Feb 2014 20:52:26 GMT",
"version": "v1"
},
{
"created": "Wed, 5 Feb 2014 11:28:13 GMT",
"version": "v2"
},
{
"created": "Sat, 7 Mar 2015 19:50:59 GMT",
"version": "v3"
}
] |
2015-03-10
|
[
[
"Jampani",
"Varun",
""
],
[
"Nowozin",
"Sebastian",
""
],
[
"Loper",
"Matthew",
""
],
[
"Gehler",
"Peter V.",
""
]
] |
[
-0.08111921697854996,
-0.08828902989625931,
0.09618997573852539,
-0.015154868364334106,
0.029393650591373444,
0.0036391199100762606,
0.011009844951331615,
-0.009243673644959927,
0.015087651088833809,
-0.027050329372286797,
-0.051102396100759506,
-0.11801925301551819,
0.04980785399675369,
0.011822670698165894,
-0.0054468149319291115,
-0.014644265174865723,
0.12329917401075363,
0.1121036633849144,
-0.0409102700650692,
-0.07074951380491257,
0.012390454299747944,
-0.019001193344593048,
-0.00015374096983578056,
-0.06375418603420258,
0.0726100504398346,
0.011282742023468018,
0.1227976381778717,
0.004997245501726866,
0.021008765324950218,
-0.019655825570225716,
0.03473793715238571,
0.005757811479270458,
-0.015886826440691948,
0.020666370168328285,
-0.0348006971180439,
0.03294692188501358,
0.006381729617714882,
0.055826250463724136,
-0.014085504226386547,
-0.02433299459517002,
-0.0021163802593946457,
0.03133184462785721,
0.013062598183751106,
0.03437497839331627,
0.07974664121866226,
-0.04183565452694893,
-0.0054288264364004135,
-0.06398815661668777,
0.021996628493070602,
0.005892585031688213,
-0.01938059739768505,
-0.07093324512243271,
-0.05152517557144165,
-0.03706655651330948,
0.003237073542550206,
0.012488136067986488,
0.07527018338441849,
-0.07079052925109863,
0.06667810678482056,
0.004034377634525299,
-0.01990623213350773,
-0.03997702896595001,
0.012629281729459763,
-0.02135653980076313,
0.003956179600208998,
-0.062210146337747574,
0.061344314366579056,
-0.019420737400650978,
0.038822874426841736,
-0.025272902101278305,
-0.03056265041232109,
0.08754044771194458,
-0.07158943265676498,
-0.004072091076523066,
-0.031659044325351715,
0.00040146816172637045,
0.04017298296093941,
-0.07457641512155533,
0.026745513081550598,
-0.09179899841547012,
0.038379788398742676,
0.03849007189273834,
-0.031614698469638824,
0.07820872962474823,
0.07082966715097427,
0.02307695522904396,
-0.04794537276029587,
0.08420947194099426,
0.0519842691719532,
0.06843717396259308,
-0.10328635573387146,
-0.029753388836979866,
-0.05124667286872864,
-0.04737280309200287,
-0.0239481832832098,
-0.049269456416368484,
0.1010836586356163,
-0.11925525218248367,
0.010307750664651394,
0.0558040514588356,
0.019872449338436127,
0.03035619854927063,
0.04511609300971031,
-0.07226275652647018,
0.010575610212981701,
-0.03911464661359787,
0.029235495254397392,
0.06828877329826355,
0.021412726491689682,
-0.004877730272710323,
0.08031681925058365,
-0.05527561902999878,
-0.03287769854068756,
-0.019856521859765053,
-0.03187379240989685,
-0.03832980990409851,
0.04780048877000809,
0.019214745610952377,
0.0035115310456603765,
-0.022430745884776115,
-0.009840840473771095,
0.04642882198095322,
0.0341610461473465,
0.036304742097854614,
0.1147216409444809,
-0.10078509896993637,
-0.04273420199751854,
1.2401891517877306e-33,
0.054219119250774384,
-0.029750019311904907,
0.08708637207746506,
0.08778383582830429,
0.09430819749832153,
0.03349447622895241,
-0.04338868707418442,
0.027884477749466896,
-0.001878497307188809,
-0.00897782389074564,
-0.02453174814581871,
-0.03408384323120117,
-0.0696130096912384,
0.10233967751264572,
0.099197156727314,
-0.029002787545323372,
-0.03377619385719299,
0.009098654612898827,
-0.02962700091302395,
0.006858398672193289,
0.006098155863583088,
0.03172968327999115,
0.00924990326166153,
-0.017417510971426964,
-0.06768421083688736,
-0.02065034583210945,
0.030013538897037506,
-0.001560888602398336,
-0.009838364087045193,
-0.022927144542336464,
-0.05161110684275627,
0.01648886874318123,
0.02246522158384323,
0.04983774572610855,
0.004914295393973589,
-0.03193483501672745,
0.004887749906629324,
-0.05512844771146774,
0.04730910807847977,
-0.02067805826663971,
-0.013224778696894646,
0.060654424130916595,
0.060251299291849136,
-0.006263646762818098,
-0.08478664606809616,
-0.01959952712059021,
0.06395702809095383,
0.01991075463593006,
-0.06667449325323105,
0.014293382875621319,
0.034885652363300323,
0.05515369772911072,
0.03214060887694359,
-0.04586186632514,
-0.09827889502048492,
-0.0065530878491699696,
-0.03083927184343338,
-0.024348009377717972,
0.08556145429611206,
-0.037873703986406326,
-0.009525781497359276,
0.1251603364944458,
-0.03470274433493614,
0.05860471725463867,
-0.06202638894319534,
0.009912922978401184,
0.08362234383821487,
-0.0007322520832531154,
-0.046231888234615326,
0.07199554890394211,
-0.03353461995720863,
0.009107940830290318,
-0.0611971952021122,
-0.07015645503997803,
0.032945193350315094,
0.05629539489746094,
-0.013677261769771576,
0.034211888909339905,
-0.0017973146168515086,
-0.0056807976216077805,
-0.08983317017555237,
-0.04970002546906471,
-0.041910767555236816,
-0.035706955939531326,
-0.0022616384085267782,
0.030559804290533066,
0.05413803458213806,
-0.011287404224276543,
-0.05365731194615364,
-0.021422777324914932,
-0.06455734372138977,
-0.04971463233232498,
0.023519210517406464,
-0.0021778084337711334,
0.05191098153591156,
-2.0673973834308365e-33,
-0.04759051650762558,
0.017925653606653214,
0.042247604578733444,
0.030464204028248787,
-0.025603873655200005,
-0.05962800607085228,
0.008815467357635498,
0.0030800371896475554,
-0.009909946471452713,
-0.1414909064769745,
-0.02454269304871559,
0.0870518684387207,
-0.017532270401716232,
0.0026698594447225332,
-0.08295616507530212,
-0.003090072423219681,
0.009906068444252014,
0.05364181473851204,
-0.12034440040588379,
-0.03551357984542847,
-0.026585262268781662,
0.05672330781817436,
-0.045126594603061676,
-0.04021192342042923,
-0.07563818246126175,
0.1502372771501541,
-0.020014213398098946,
0.028934678062796593,
-0.04281139373779297,
0.014344015158712864,
0.008204059675335884,
0.0013674815418198705,
0.0027577660512179136,
-0.0413544587790966,
-0.08983604609966278,
0.03731711208820343,
0.01742222160100937,
-0.017273766919970512,
-0.051338858902454376,
0.11012928932905197,
0.04602319747209549,
-0.054307885468006134,
-0.045829273760318756,
0.04530797898769379,
-0.05547085404396057,
-0.042381785809993744,
0.026596302166581154,
-0.00228106789290905,
0.07559841126203537,
0.05678574740886688,
-0.04637789726257324,
0.03293922170996666,
-0.058098044246435165,
0.0430445522069931,
-0.009118779562413692,
-0.10421289503574371,
-0.06036437675356865,
-0.018378067761659622,
0.15149351954460144,
0.04614464193582535,
-0.03343340381979942,
-0.0716097429394722,
0.012760474346578121,
-0.027840498834848404,
-0.03243973106145859,
-0.009698270820081234,
-0.09353125840425491,
0.0025389844086021185,
0.07174313068389893,
-0.014917004853487015,
0.04632725566625595,
-0.017153805121779442,
0.01420851331204176,
0.04155179485678673,
0.05565061420202255,
-0.03789559006690979,
0.0629187524318695,
0.09490860253572464,
0.021335182711482048,
-0.011138468980789185,
0.047784630209207535,
-0.0950789675116539,
0.04859719052910805,
0.007501700427383184,
0.043517712503671646,
0.0007390024838969111,
-0.026134638115763664,
-0.07544530183076859,
0.076262928545475,
0.06083730235695839,
-0.034861594438552856,
0.09078796207904816,
0.03557329252362251,
0.07241125404834747,
-0.070367231965065,
-4.030566458368412e-8,
-0.035956013947725296,
0.05289134383201599,
0.10010095685720444,
-0.008983971551060677,
0.01912572607398033,
-0.04735991358757019,
-0.008433365263044834,
0.0669771209359169,
-0.017536764964461327,
-0.08911985158920288,
0.10487181693315506,
-0.04505109041929245,
0.03966797888278961,
-0.05281685292720795,
0.06739979982376099,
0.08354604989290237,
0.005377120338380337,
0.030354853719472885,
-0.031267277896404266,
-0.01256922259926796,
-0.049527496099472046,
-0.04100073128938675,
0.00013195931387599558,
-0.006396726705133915,
0.020214339718222618,
-0.04599194973707199,
-0.03094792552292347,
0.08623647689819336,
0.011942065320909023,
0.06940274685621262,
-0.020576972514390945,
0.022765640169382095,
-0.013416273519396782,
0.013404389843344688,
0.0225677527487278,
-0.013950967229902744,
-0.005459929350763559,
-0.0558188371360302,
-0.005411940161138773,
-0.07922038435935974,
-0.06739013642072678,
0.024167871102690697,
-0.041602179408073425,
0.05314699560403824,
0.0597313791513443,
0.04427719488739967,
0.05987042188644409,
-0.047908660024404526,
-0.07606109976768494,
0.08402267098426819,
-0.04064537584781647,
-0.044352058321237564,
0.023666419088840485,
0.05508880317211151,
0.0019034834112972021,
-0.020262278616428375,
0.05390234664082527,
-0.010758875869214535,
0.007023680955171585,
0.04709993302822113,
-0.012639475055038929,
0.018671195954084396,
-0.03841865062713623,
-0.03362518921494484
] |
The Informed Sampler: A Discriminative Approach to Bayesian Inference in Generative Computer Vision Models
|
http://arxiv.org/abs/1402.0859v3
|
http://arxiv.org/pdf/1402.0859v3.pdf
|
https://github.com/mrquincle/noparama
| false | false |
https://paperswithcode.com/paper/the-informed-sampler-a-discriminative
|
[
-0.08111921697854996,
-0.08828902989625931,
0.09618997573852539,
-0.015154868364334106,
0.029393650591373444,
0.0036391199100762606,
0.011009844951331615,
-0.009243673644959927,
0.015087651088833809,
-0.027050329372286797,
-0.051102396100759506,
-0.11801925301551819,
0.04980785399675369,
0.011822670698165894,
-0.0054468149319291115,
-0.014644265174865723,
0.12329917401075363,
0.1121036633849144,
-0.0409102700650692,
-0.07074951380491257,
0.012390454299747944,
-0.019001193344593048,
-0.00015374096983578056,
-0.06375418603420258,
0.0726100504398346,
0.011282742023468018,
0.1227976381778717,
0.004997245501726866,
0.021008765324950218,
-0.019655825570225716,
0.03473793715238571,
0.005757811479270458,
-0.015886826440691948,
0.020666370168328285,
-0.0348006971180439,
0.03294692188501358,
0.006381729617714882,
0.055826250463724136,
-0.014085504226386547,
-0.02433299459517002,
-0.0021163802593946457,
0.03133184462785721,
0.013062598183751106,
0.03437497839331627,
0.07974664121866226,
-0.04183565452694893,
-0.0054288264364004135,
-0.06398815661668777,
0.021996628493070602,
0.005892585031688213,
-0.01938059739768505,
-0.07093324512243271,
-0.05152517557144165,
-0.03706655651330948,
0.003237073542550206,
0.012488136067986488,
0.07527018338441849,
-0.07079052925109863,
0.06667810678482056,
0.004034377634525299,
-0.01990623213350773,
-0.03997702896595001,
0.012629281729459763,
-0.02135653980076313,
0.003956179600208998,
-0.062210146337747574,
0.061344314366579056,
-0.019420737400650978,
0.038822874426841736,
-0.025272902101278305,
-0.03056265041232109,
0.08754044771194458,
-0.07158943265676498,
-0.004072091076523066,
-0.031659044325351715,
0.00040146816172637045,
0.04017298296093941,
-0.07457641512155533,
0.026745513081550598,
-0.09179899841547012,
0.038379788398742676,
0.03849007189273834,
-0.031614698469638824,
0.07820872962474823,
0.07082966715097427,
0.02307695522904396,
-0.04794537276029587,
0.08420947194099426,
0.0519842691719532,
0.06843717396259308,
-0.10328635573387146,
-0.029753388836979866,
-0.05124667286872864,
-0.04737280309200287,
-0.0239481832832098,
-0.049269456416368484,
0.1010836586356163,
-0.11925525218248367,
0.010307750664651394,
0.0558040514588356,
0.019872449338436127,
0.03035619854927063,
0.04511609300971031,
-0.07226275652647018,
0.010575610212981701,
-0.03911464661359787,
0.029235495254397392,
0.06828877329826355,
0.021412726491689682,
-0.004877730272710323,
0.08031681925058365,
-0.05527561902999878,
-0.03287769854068756,
-0.019856521859765053,
-0.03187379240989685,
-0.03832980990409851,
0.04780048877000809,
0.019214745610952377,
0.0035115310456603765,
-0.022430745884776115,
-0.009840840473771095,
0.04642882198095322,
0.0341610461473465,
0.036304742097854614,
0.1147216409444809,
-0.10078509896993637,
-0.04273420199751854,
1.2401891517877306e-33,
0.054219119250774384,
-0.029750019311904907,
0.08708637207746506,
0.08778383582830429,
0.09430819749832153,
0.03349447622895241,
-0.04338868707418442,
0.027884477749466896,
-0.001878497307188809,
-0.00897782389074564,
-0.02453174814581871,
-0.03408384323120117,
-0.0696130096912384,
0.10233967751264572,
0.099197156727314,
-0.029002787545323372,
-0.03377619385719299,
0.009098654612898827,
-0.02962700091302395,
0.006858398672193289,
0.006098155863583088,
0.03172968327999115,
0.00924990326166153,
-0.017417510971426964,
-0.06768421083688736,
-0.02065034583210945,
0.030013538897037506,
-0.001560888602398336,
-0.009838364087045193,
-0.022927144542336464,
-0.05161110684275627,
0.01648886874318123,
0.02246522158384323,
0.04983774572610855,
0.004914295393973589,
-0.03193483501672745,
0.004887749906629324,
-0.05512844771146774,
0.04730910807847977,
-0.02067805826663971,
-0.013224778696894646,
0.060654424130916595,
0.060251299291849136,
-0.006263646762818098,
-0.08478664606809616,
-0.01959952712059021,
0.06395702809095383,
0.01991075463593006,
-0.06667449325323105,
0.014293382875621319,
0.034885652363300323,
0.05515369772911072,
0.03214060887694359,
-0.04586186632514,
-0.09827889502048492,
-0.0065530878491699696,
-0.03083927184343338,
-0.024348009377717972,
0.08556145429611206,
-0.037873703986406326,
-0.009525781497359276,
0.1251603364944458,
-0.03470274433493614,
0.05860471725463867,
-0.06202638894319534,
0.009912922978401184,
0.08362234383821487,
-0.0007322520832531154,
-0.046231888234615326,
0.07199554890394211,
-0.03353461995720863,
0.009107940830290318,
-0.0611971952021122,
-0.07015645503997803,
0.032945193350315094,
0.05629539489746094,
-0.013677261769771576,
0.034211888909339905,
-0.0017973146168515086,
-0.0056807976216077805,
-0.08983317017555237,
-0.04970002546906471,
-0.041910767555236816,
-0.035706955939531326,
-0.0022616384085267782,
0.030559804290533066,
0.05413803458213806,
-0.011287404224276543,
-0.05365731194615364,
-0.021422777324914932,
-0.06455734372138977,
-0.04971463233232498,
0.023519210517406464,
-0.0021778084337711334,
0.05191098153591156,
-2.0673973834308365e-33,
-0.04759051650762558,
0.017925653606653214,
0.042247604578733444,
0.030464204028248787,
-0.025603873655200005,
-0.05962800607085228,
0.008815467357635498,
0.0030800371896475554,
-0.009909946471452713,
-0.1414909064769745,
-0.02454269304871559,
0.0870518684387207,
-0.017532270401716232,
0.0026698594447225332,
-0.08295616507530212,
-0.003090072423219681,
0.009906068444252014,
0.05364181473851204,
-0.12034440040588379,
-0.03551357984542847,
-0.026585262268781662,
0.05672330781817436,
-0.045126594603061676,
-0.04021192342042923,
-0.07563818246126175,
0.1502372771501541,
-0.020014213398098946,
0.028934678062796593,
-0.04281139373779297,
0.014344015158712864,
0.008204059675335884,
0.0013674815418198705,
0.0027577660512179136,
-0.0413544587790966,
-0.08983604609966278,
0.03731711208820343,
0.01742222160100937,
-0.017273766919970512,
-0.051338858902454376,
0.11012928932905197,
0.04602319747209549,
-0.054307885468006134,
-0.045829273760318756,
0.04530797898769379,
-0.05547085404396057,
-0.042381785809993744,
0.026596302166581154,
-0.00228106789290905,
0.07559841126203537,
0.05678574740886688,
-0.04637789726257324,
0.03293922170996666,
-0.058098044246435165,
0.0430445522069931,
-0.009118779562413692,
-0.10421289503574371,
-0.06036437675356865,
-0.018378067761659622,
0.15149351954460144,
0.04614464193582535,
-0.03343340381979942,
-0.0716097429394722,
0.012760474346578121,
-0.027840498834848404,
-0.03243973106145859,
-0.009698270820081234,
-0.09353125840425491,
0.0025389844086021185,
0.07174313068389893,
-0.014917004853487015,
0.04632725566625595,
-0.017153805121779442,
0.01420851331204176,
0.04155179485678673,
0.05565061420202255,
-0.03789559006690979,
0.0629187524318695,
0.09490860253572464,
0.021335182711482048,
-0.011138468980789185,
0.047784630209207535,
-0.0950789675116539,
0.04859719052910805,
0.007501700427383184,
0.043517712503671646,
0.0007390024838969111,
-0.026134638115763664,
-0.07544530183076859,
0.076262928545475,
0.06083730235695839,
-0.034861594438552856,
0.09078796207904816,
0.03557329252362251,
0.07241125404834747,
-0.070367231965065,
-4.030566458368412e-8,
-0.035956013947725296,
0.05289134383201599,
0.10010095685720444,
-0.008983971551060677,
0.01912572607398033,
-0.04735991358757019,
-0.008433365263044834,
0.0669771209359169,
-0.017536764964461327,
-0.08911985158920288,
0.10487181693315506,
-0.04505109041929245,
0.03966797888278961,
-0.05281685292720795,
0.06739979982376099,
0.08354604989290237,
0.005377120338380337,
0.030354853719472885,
-0.031267277896404266,
-0.01256922259926796,
-0.049527496099472046,
-0.04100073128938675,
0.00013195931387599558,
-0.006396726705133915,
0.020214339718222618,
-0.04599194973707199,
-0.03094792552292347,
0.08623647689819336,
0.011942065320909023,
0.06940274685621262,
-0.020576972514390945,
0.022765640169382095,
-0.013416273519396782,
0.013404389843344688,
0.0225677527487278,
-0.013950967229902744,
-0.005459929350763559,
-0.0558188371360302,
-0.005411940161138773,
-0.07922038435935974,
-0.06739013642072678,
0.024167871102690697,
-0.041602179408073425,
0.05314699560403824,
0.0597313791513443,
0.04427719488739967,
0.05987042188644409,
-0.047908660024404526,
-0.07606109976768494,
0.08402267098426819,
-0.04064537584781647,
-0.044352058321237564,
0.023666419088840485,
0.05508880317211151,
0.0019034834112972021,
-0.020262278616428375,
0.05390234664082527,
-0.010758875869214535,
0.007023680955171585,
0.04709993302822113,
-0.012639475055038929,
0.018671195954084396,
-0.03841865062713623,
-0.03362518921494484
] |
1402.0862
|
Francis Edward Su
|
Zeph Landau and Francis Edward Su
|
Fair Division and Redistricting
|
20 pages; to appear, Contemporary Mathematics
| null | null | null |
cs.GT math.CO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Recently, Landau, Reid and Yershov provided a novel solution to the problem
of redistricting. Instead of trying to ensure fairness by restricting the shape
of the possible maps or by assigning the power to draw the map to nonbiased
entities, the solution ensures fairness by balancing competing interests
against each other. This kind of solution is an example of what are known as
"fair division" solutions--- such solutions involve the preferences of all
parties and are accompanied by rigorous guarantees of a specified well-defined
notion of fairness. In this expository article, we give an introduction to the
ideas of fair division in the context of this redistricting solution. Through
examples and discussion we clarify how fair division methods can play an
important role in a realistic redistricting solution by introducing an
interactive step that incorporates a certain kind of fairness that can be used
in concert with, and not a substitute for, other necessary or desired criteria
for a good redistricting solution.
|
[
{
"created": "Tue, 4 Feb 2014 20:56:37 GMT",
"version": "v1"
}
] |
2014-02-05
|
[
[
"Landau",
"Zeph",
""
],
[
"Su",
"Francis Edward",
""
]
] |
[
-0.036110877990722656,
0.03717398643493652,
0.027711227536201477,
-0.09065227955579758,
0.021865854039788246,
0.06310184299945831,
-0.028766032308340073,
-0.04191633313894272,
-0.000478309957543388,
0.08631665259599686,
-0.07034263759851456,
0.00402047811076045,
0.046982597559690475,
0.01722062937915325,
0.004971522372215986,
0.04475981369614601,
0.0551663339138031,
0.10300344228744507,
-0.06365164369344711,
0.048079293221235275,
0.0514199323952198,
-0.08130855113267899,
-0.01534781139343977,
0.02701108530163765,
0.00023648898059036583,
-0.10600828379392624,
0.04601900652050972,
-0.026260806247591972,
-0.01700458489358425,
-0.06876694411039352,
0.0464506670832634,
0.0052257985807955265,
0.06555746495723724,
0.021427994593977928,
-0.014233360067009926,
-0.04933793097734451,
-0.05165758728981018,
-0.07727847993373871,
-0.013699681498110294,
0.024748891592025757,
-0.02364087663590908,
0.014066970907151699,
-0.06328358501195908,
0.0600726455450058,
-0.04101148992776871,
0.04745367541909218,
0.07422932982444763,
0.055079083889722824,
-0.0524858795106411,
-0.016277968883514404,
0.024585824459791183,
0.04856385663151741,
-0.05460721626877785,
0.018511952832341194,
0.013870547525584698,
-0.0014710328541696072,
-0.04340323060750961,
-0.04863191395998001,
-0.025492068380117416,
0.005723956041038036,
-0.06081879138946533,
-0.03811096400022507,
-0.050623051822185516,
0.016883082687854767,
0.0019339637365192175,
-0.034890178591012955,
0.010468640364706516,
0.09357071667909622,
-0.07843360304832458,
-0.0008563464507460594,
0.12299009412527084,
0.04802359640598297,
0.0054916758090257645,
-0.035583775490522385,
0.07508250325918198,
0.018694596365094185,
-0.04094080999493599,
0.02948889136314392,
0.017247717827558517,
-0.030049152672290802,
-0.043357353657484055,
-0.03909176588058472,
0.013906163163483143,
0.0486476793885231,
0.048025477677583694,
-0.05608583986759186,
-0.044644929468631744,
-0.07550214976072311,
0.08826730400323868,
0.017191573977470398,
-0.07738200575113297,
0.049724873155355453,
0.1041472777724266,
-0.025325831025838852,
0.0314306914806366,
-0.004111676011234522,
0.027279959991574287,
-0.030273089185357094,
0.06902224570512772,
0.10120011866092682,
-0.06334934383630753,
-0.024091150611639023,
-0.044098932296037674,
-0.08879946917295456,
0.07068508118391037,
-0.10071731358766556,
-0.010613550432026386,
-0.021971331909298897,
-0.050867218524217606,
-0.013435909524559975,
0.04393176734447479,
-0.02288864739239216,
0.07461077719926834,
0.09402823448181152,
-0.03870980814099312,
-0.01275637187063694,
0.04561914503574371,
0.0008568508783355355,
-0.008012151345610619,
-0.04850219190120697,
-0.025707220658659935,
-0.003830233821645379,
0.0118150245398283,
0.02564827725291252,
0.04118145629763603,
0.04422217607498169,
-0.02809428609907627,
2.9589727469890937e-33,
0.042432188987731934,
-0.04918550327420235,
0.006545345298945904,
0.010481705889105797,
0.014308176003396511,
0.030912188813090324,
0.021320125088095665,
-0.06739318370819092,
-0.055877357721328735,
0.05274958536028862,
0.04199589043855667,
0.08530867844820023,
0.06532663851976395,
0.032479993999004364,
0.06825529038906097,
-0.060280993580818176,
-0.08328808099031448,
0.09749161452054977,
0.0014891886385157704,
-0.05739842355251312,
0.01912604086101055,
0.043900083750486374,
-0.02974305860698223,
-0.021360011771321297,
-0.04235412925481796,
-0.04138915240764618,
-0.07094957679510117,
-0.052721451967954636,
0.0473092757165432,
0.021267013624310493,
-0.017080029472708702,
0.009013534523546696,
0.0627753734588623,
0.04609917476773262,
0.0012433454394340515,
0.07532454282045364,
-0.0262313075363636,
0.02059667930006981,
-0.019450660794973373,
0.020762557163834572,
-0.012407023459672928,
-0.0782138779759407,
0.04062508046627045,
-0.006859248038381338,
0.02206498198211193,
-0.06812142580747604,
0.02274465188384056,
0.008039489388465881,
-0.05907212197780609,
0.05934785678982735,
0.10038956999778748,
0.03752387687563896,
0.10196611285209656,
-0.03745000436902046,
-0.007739340420812368,
-0.04194631800055504,
-0.03434048220515251,
0.02808898501098156,
-0.0074095819145441055,
0.026146555319428444,
-0.04462171718478203,
-0.009147150442004204,
-0.06898653507232666,
0.022823233157396317,
-0.0999971404671669,
-0.0037796145770698786,
-0.05727905035018921,
-0.07057122141122818,
0.06412426382303238,
-0.07528046518564224,
0.0007135883206501603,
0.015359285287559032,
-0.04595881327986717,
0.02853725105524063,
-0.10038011521100998,
0.06802405416965485,
0.012296417728066444,
0.08627286553382874,
0.028390593826770782,
-0.1074271947145462,
-0.019484350457787514,
-0.04986589774489403,
0.0040076435543596745,
-0.08013805747032166,
-0.006866130977869034,
-0.07276705652475357,
0.06691395491361618,
0.029891638085246086,
0.007279047276824713,
-0.009203781373798847,
-0.0020224687177687883,
-0.01538880169391632,
-0.02277650311589241,
0.025620589032769203,
0.1068093329668045,
-3.926818959474501e-33,
-0.09868606179952621,
-0.03531353175640106,
-0.04470152035355568,
0.1027112826704979,
0.01163483876734972,
-0.02618730068206787,
0.03736428916454315,
-0.13368411362171173,
0.033025674521923065,
-0.03934377059340477,
-0.08232108503580093,
0.00516212172806263,
0.0806608721613884,
0.016385382041335106,
0.004904353991150856,
-0.07634687423706055,
0.05204871669411659,
0.04539801552891731,
-0.0012152090203016996,
0.04645751789212227,
0.06768746674060822,
0.029239056631922722,
-0.09341432899236679,
0.05455143004655838,
0.03567824512720108,
0.037679579108953476,
-0.07336776703596115,
-0.06352294981479645,
0.015895165503025055,
0.04551456868648529,
-0.11229275912046432,
-0.19526660442352295,
-0.08137728273868561,
-0.08105836063623428,
0.056237637996673584,
-0.05612955242395401,
0.025557495653629303,
0.03429263457655907,
-0.029695335775613785,
0.04249570891261101,
-0.022021472454071045,
-0.10713756084442139,
-0.0459243468940258,
0.03531183302402496,
0.02985159121453762,
0.036207087337970734,
-0.03463388606905937,
-0.004728754982352257,
0.02633042447268963,
-0.05092260241508484,
-0.061276692897081375,
0.04469224438071251,
0.026066627353429794,
0.07441555708646774,
0.022400295361876488,
-0.061632197350263596,
-0.0008120969869196415,
0.062452107667922974,
0.06668717414140701,
0.10538972914218903,
-0.009735172614455223,
0.007402918301522732,
-0.06322596222162247,
0.05369921028614044,
0.011896319687366486,
-0.01209558080881834,
-0.09738373756408691,
-0.08645319193601608,
0.05790137127041817,
0.05391562730073929,
0.027048911899328232,
0.014539404772222042,
-0.008057240396738052,
-0.053419724106788635,
-0.01357771921902895,
0.05651034414768219,
0.06623654812574387,
0.11985579133033752,
-0.019074492156505585,
0.06785973161458969,
0.013821737840771675,
-0.0010192892514169216,
0.07572921365499496,
-0.03041713498532772,
-0.014117145910859108,
0.020833272486925125,
0.06519688665866852,
-0.04383368790149689,
-0.017451155930757523,
-0.019842367619276047,
-0.014665845781564713,
-0.019594796001911163,
0.00653342017903924,
0.032031867653131485,
-0.04041779041290283,
-4.677305298628198e-8,
0.013949783518910408,
0.014566252939403057,
-0.010903800837695599,
0.09625756740570068,
0.006583292968571186,
-0.013773253187537193,
0.011308209970593452,
-0.03887853026390076,
-0.043083008378744125,
0.042605962604284286,
0.10446714609861374,
0.045651502907276154,
0.0125281298533082,
-0.02266855351626873,
0.05169227719306946,
0.012241295538842678,
-0.02711167372763157,
0.049426037818193436,
-0.05572330951690674,
0.02192363142967224,
-0.045682065188884735,
0.0054073934443295,
-0.021585611626505852,
-0.034943897277116776,
-0.017296575009822845,
0.05527076497673988,
0.008682303130626678,
-0.07551594823598862,
0.05421966314315796,
0.020898735150694847,
-0.03250155970454216,
0.0370563380420208,
-0.02799163945019245,
0.014687820337712765,
0.011956402100622654,
0.03144108131527901,
-0.13445472717285156,
0.03097306378185749,
0.031956255435943604,
-0.017819520086050034,
-0.013059313409030437,
0.03270357474684715,
-0.025443779304623604,
-0.040099333971738815,
0.07451977580785751,
-0.011219743639230728,
0.031352948397397995,
0.03576454892754555,
-0.020819727331399918,
-0.03824518620967865,
-0.046800438314676285,
0.0010269185295328498,
-0.02197963371872902,
0.011407189071178436,
0.0724763497710228,
0.02116643451154232,
0.033436961472034454,
-0.028435802087187767,
-0.05181458219885826,
0.014461047016084194,
0.03292662650346756,
0.06398604065179825,
-0.0840442106127739,
-0.039299335330724716
] | null | null | null | null | null | null | null |
[
-0.036110877990722656,
0.03717398643493652,
0.027711227536201477,
-0.09065227955579758,
0.021865854039788246,
0.06310184299945831,
-0.028766032308340073,
-0.04191633313894272,
-0.000478309957543388,
0.08631665259599686,
-0.07034263759851456,
0.00402047811076045,
0.046982597559690475,
0.01722062937915325,
0.004971522372215986,
0.04475981369614601,
0.0551663339138031,
0.10300344228744507,
-0.06365164369344711,
0.048079293221235275,
0.0514199323952198,
-0.08130855113267899,
-0.01534781139343977,
0.02701108530163765,
0.00023648898059036583,
-0.10600828379392624,
0.04601900652050972,
-0.026260806247591972,
-0.01700458489358425,
-0.06876694411039352,
0.0464506670832634,
0.0052257985807955265,
0.06555746495723724,
0.021427994593977928,
-0.014233360067009926,
-0.04933793097734451,
-0.05165758728981018,
-0.07727847993373871,
-0.013699681498110294,
0.024748891592025757,
-0.02364087663590908,
0.014066970907151699,
-0.06328358501195908,
0.0600726455450058,
-0.04101148992776871,
0.04745367541909218,
0.07422932982444763,
0.055079083889722824,
-0.0524858795106411,
-0.016277968883514404,
0.024585824459791183,
0.04856385663151741,
-0.05460721626877785,
0.018511952832341194,
0.013870547525584698,
-0.0014710328541696072,
-0.04340323060750961,
-0.04863191395998001,
-0.025492068380117416,
0.005723956041038036,
-0.06081879138946533,
-0.03811096400022507,
-0.050623051822185516,
0.016883082687854767,
0.0019339637365192175,
-0.034890178591012955,
0.010468640364706516,
0.09357071667909622,
-0.07843360304832458,
-0.0008563464507460594,
0.12299009412527084,
0.04802359640598297,
0.0054916758090257645,
-0.035583775490522385,
0.07508250325918198,
0.018694596365094185,
-0.04094080999493599,
0.02948889136314392,
0.017247717827558517,
-0.030049152672290802,
-0.043357353657484055,
-0.03909176588058472,
0.013906163163483143,
0.0486476793885231,
0.048025477677583694,
-0.05608583986759186,
-0.044644929468631744,
-0.07550214976072311,
0.08826730400323868,
0.017191573977470398,
-0.07738200575113297,
0.049724873155355453,
0.1041472777724266,
-0.025325831025838852,
0.0314306914806366,
-0.004111676011234522,
0.027279959991574287,
-0.030273089185357094,
0.06902224570512772,
0.10120011866092682,
-0.06334934383630753,
-0.024091150611639023,
-0.044098932296037674,
-0.08879946917295456,
0.07068508118391037,
-0.10071731358766556,
-0.010613550432026386,
-0.021971331909298897,
-0.050867218524217606,
-0.013435909524559975,
0.04393176734447479,
-0.02288864739239216,
0.07461077719926834,
0.09402823448181152,
-0.03870980814099312,
-0.01275637187063694,
0.04561914503574371,
0.0008568508783355355,
-0.008012151345610619,
-0.04850219190120697,
-0.025707220658659935,
-0.003830233821645379,
0.0118150245398283,
0.02564827725291252,
0.04118145629763603,
0.04422217607498169,
-0.02809428609907627,
2.9589727469890937e-33,
0.042432188987731934,
-0.04918550327420235,
0.006545345298945904,
0.010481705889105797,
0.014308176003396511,
0.030912188813090324,
0.021320125088095665,
-0.06739318370819092,
-0.055877357721328735,
0.05274958536028862,
0.04199589043855667,
0.08530867844820023,
0.06532663851976395,
0.032479993999004364,
0.06825529038906097,
-0.060280993580818176,
-0.08328808099031448,
0.09749161452054977,
0.0014891886385157704,
-0.05739842355251312,
0.01912604086101055,
0.043900083750486374,
-0.02974305860698223,
-0.021360011771321297,
-0.04235412925481796,
-0.04138915240764618,
-0.07094957679510117,
-0.052721451967954636,
0.0473092757165432,
0.021267013624310493,
-0.017080029472708702,
0.009013534523546696,
0.0627753734588623,
0.04609917476773262,
0.0012433454394340515,
0.07532454282045364,
-0.0262313075363636,
0.02059667930006981,
-0.019450660794973373,
0.020762557163834572,
-0.012407023459672928,
-0.0782138779759407,
0.04062508046627045,
-0.006859248038381338,
0.02206498198211193,
-0.06812142580747604,
0.02274465188384056,
0.008039489388465881,
-0.05907212197780609,
0.05934785678982735,
0.10038956999778748,
0.03752387687563896,
0.10196611285209656,
-0.03745000436902046,
-0.007739340420812368,
-0.04194631800055504,
-0.03434048220515251,
0.02808898501098156,
-0.0074095819145441055,
0.026146555319428444,
-0.04462171718478203,
-0.009147150442004204,
-0.06898653507232666,
0.022823233157396317,
-0.0999971404671669,
-0.0037796145770698786,
-0.05727905035018921,
-0.07057122141122818,
0.06412426382303238,
-0.07528046518564224,
0.0007135883206501603,
0.015359285287559032,
-0.04595881327986717,
0.02853725105524063,
-0.10038011521100998,
0.06802405416965485,
0.012296417728066444,
0.08627286553382874,
0.028390593826770782,
-0.1074271947145462,
-0.019484350457787514,
-0.04986589774489403,
0.0040076435543596745,
-0.08013805747032166,
-0.006866130977869034,
-0.07276705652475357,
0.06691395491361618,
0.029891638085246086,
0.007279047276824713,
-0.009203781373798847,
-0.0020224687177687883,
-0.01538880169391632,
-0.02277650311589241,
0.025620589032769203,
0.1068093329668045,
-3.926818959474501e-33,
-0.09868606179952621,
-0.03531353175640106,
-0.04470152035355568,
0.1027112826704979,
0.01163483876734972,
-0.02618730068206787,
0.03736428916454315,
-0.13368411362171173,
0.033025674521923065,
-0.03934377059340477,
-0.08232108503580093,
0.00516212172806263,
0.0806608721613884,
0.016385382041335106,
0.004904353991150856,
-0.07634687423706055,
0.05204871669411659,
0.04539801552891731,
-0.0012152090203016996,
0.04645751789212227,
0.06768746674060822,
0.029239056631922722,
-0.09341432899236679,
0.05455143004655838,
0.03567824512720108,
0.037679579108953476,
-0.07336776703596115,
-0.06352294981479645,
0.015895165503025055,
0.04551456868648529,
-0.11229275912046432,
-0.19526660442352295,
-0.08137728273868561,
-0.08105836063623428,
0.056237637996673584,
-0.05612955242395401,
0.025557495653629303,
0.03429263457655907,
-0.029695335775613785,
0.04249570891261101,
-0.022021472454071045,
-0.10713756084442139,
-0.0459243468940258,
0.03531183302402496,
0.02985159121453762,
0.036207087337970734,
-0.03463388606905937,
-0.004728754982352257,
0.02633042447268963,
-0.05092260241508484,
-0.061276692897081375,
0.04469224438071251,
0.026066627353429794,
0.07441555708646774,
0.022400295361876488,
-0.061632197350263596,
-0.0008120969869196415,
0.062452107667922974,
0.06668717414140701,
0.10538972914218903,
-0.009735172614455223,
0.007402918301522732,
-0.06322596222162247,
0.05369921028614044,
0.011896319687366486,
-0.01209558080881834,
-0.09738373756408691,
-0.08645319193601608,
0.05790137127041817,
0.05391562730073929,
0.027048911899328232,
0.014539404772222042,
-0.008057240396738052,
-0.053419724106788635,
-0.01357771921902895,
0.05651034414768219,
0.06623654812574387,
0.11985579133033752,
-0.019074492156505585,
0.06785973161458969,
0.013821737840771675,
-0.0010192892514169216,
0.07572921365499496,
-0.03041713498532772,
-0.014117145910859108,
0.020833272486925125,
0.06519688665866852,
-0.04383368790149689,
-0.017451155930757523,
-0.019842367619276047,
-0.014665845781564713,
-0.019594796001911163,
0.00653342017903924,
0.032031867653131485,
-0.04041779041290283,
-4.677305298628198e-8,
0.013949783518910408,
0.014566252939403057,
-0.010903800837695599,
0.09625756740570068,
0.006583292968571186,
-0.013773253187537193,
0.011308209970593452,
-0.03887853026390076,
-0.043083008378744125,
0.042605962604284286,
0.10446714609861374,
0.045651502907276154,
0.0125281298533082,
-0.02266855351626873,
0.05169227719306946,
0.012241295538842678,
-0.02711167372763157,
0.049426037818193436,
-0.05572330951690674,
0.02192363142967224,
-0.045682065188884735,
0.0054073934443295,
-0.021585611626505852,
-0.034943897277116776,
-0.017296575009822845,
0.05527076497673988,
0.008682303130626678,
-0.07551594823598862,
0.05421966314315796,
0.020898735150694847,
-0.03250155970454216,
0.0370563380420208,
-0.02799163945019245,
0.014687820337712765,
0.011956402100622654,
0.03144108131527901,
-0.13445472717285156,
0.03097306378185749,
0.031956255435943604,
-0.017819520086050034,
-0.013059313409030437,
0.03270357474684715,
-0.025443779304623604,
-0.040099333971738815,
0.07451977580785751,
-0.011219743639230728,
0.031352948397397995,
0.03576454892754555,
-0.020819727331399918,
-0.03824518620967865,
-0.046800438314676285,
0.0010269185295328498,
-0.02197963371872902,
0.011407189071178436,
0.0724763497710228,
0.02116643451154232,
0.033436961472034454,
-0.028435802087187767,
-0.05181458219885826,
0.014461047016084194,
0.03292662650346756,
0.06398604065179825,
-0.0840442106127739,
-0.039299335330724716
] |
1402.0870
|
Yashar Akrami
|
Y. Akrami, Y. Fantaye, A. Shafieloo, H. K. Eriksen, F. K. Hansen, A.
J. Banday, K. M. G\'orski
|
Power asymmetry in WMAP and Planck temperature sky maps as measured by a
local variance estimator
|
7 pages, 3 figures; text added in response to referee's comments;
matches version published in ApJL
|
Astrophys.J. 784 (2014) L42
|
10.1088/2041-8205/784/2/L42
| null |
astro-ph.CO physics.data-an
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We revisit the question of hemispherical power asymmetry in the WMAP and
Planck temperature sky maps by measuring the local variance over the sky and on
disks of various sizes. For the 2013 Planck sky map we find that none of the
1000 available isotropic Planck "Full Focal Plane" simulations have a larger
variance asymmetry than that estimated from the data, suggesting the presence
of an anisotropic signature formally significant at least at the $3.3\sigma$
level. For the WMAP 9-year data we find that 5 out of 1000 simulations have a
larger asymmetry. The preferred direction for the asymmetry from the Planck
data is $(l,b)=(212^\circ,-13^\circ)$, in good agreement with previous reports
of the same hemispherical power asymmetry.
|
[
{
"created": "Tue, 4 Feb 2014 21:00:16 GMT",
"version": "v1"
},
{
"created": "Mon, 10 Feb 2014 15:49:18 GMT",
"version": "v2"
},
{
"created": "Mon, 24 Mar 2014 13:45:23 GMT",
"version": "v3"
}
] |
2014-03-25
|
[
[
"Akrami",
"Y.",
""
],
[
"Fantaye",
"Y.",
""
],
[
"Shafieloo",
"A.",
""
],
[
"Eriksen",
"H. K.",
""
],
[
"Hansen",
"F. K.",
""
],
[
"Banday",
"A. J.",
""
],
[
"Górski",
"K. M.",
""
]
] |
[
0.04549615830183029,
0.0014834298053756356,
0.023172598332166672,
0.03970210254192352,
-0.03994867950677872,
-0.08770481497049332,
-0.07953374087810516,
0.013356619514524937,
0.06906642764806747,
-0.02841775119304657,
0.026544325053691864,
-0.08091863244771957,
-0.016182787716388702,
-0.10089843720197678,
0.0679745152592659,
-0.014460640959441662,
0.03318844363093376,
-0.0904952734708786,
-0.05251997709274292,
0.0295548252761364,
-0.025292547419667244,
0.05924314260482788,
-0.06439761817455292,
0.035922735929489136,
0.10343383997678757,
-0.08234678208827972,
-0.02107161097228527,
-0.044402383267879486,
-0.005058894399553537,
-0.006012745201587677,
-0.009136217646300793,
0.014991416595876217,
0.03350628912448883,
0.018396664410829544,
0.126090869307518,
-0.016300413757562637,
0.08493258059024811,
-0.04657728597521782,
-0.0022419102024286985,
0.002295179758220911,
0.0004916912293992937,
-0.02734782174229622,
0.010261062532663345,
0.10466666519641876,
-0.03660052269697189,
0.054505109786987305,
0.06394074112176895,
-0.013789272867143154,
-0.06778232753276825,
0.05886442959308624,
-0.026875659823417664,
0.03426647186279297,
-0.07703696191310883,
0.08432844281196594,
-0.04493650048971176,
0.008601254783570766,
0.0346619188785553,
-0.01063508354127407,
0.06971345841884613,
0.012279432266950607,
-0.04933975636959076,
-0.0022651865147054195,
-0.11362168937921524,
-0.020128626376390457,
0.0822320282459259,
-0.008620627224445343,
-0.011175266467034817,
-0.016940636560320854,
-0.013357369229197502,
0.038159437477588654,
0.011958413757383823,
0.032167501747608185,
-0.017737220972776413,
-0.0811409056186676,
0.044439543038606644,
0.050542786717414856,
-0.006890217307955027,
-0.022942742332816124,
0.08720047026872635,
-0.0788944736123085,
0.015882808715105057,
0.024774229153990746,
-0.00952851865440607,
0.09191078692674637,
-0.012880447320640087,
-0.036416251212358475,
-0.0717005655169487,
0.04652129486203194,
0.04387678951025009,
-0.04345006123185158,
-0.042623359709978104,
-0.03165999799966812,
-0.08406812697649002,
-0.028282297775149345,
-0.0077911075204610825,
0.03064267337322235,
0.08438949286937714,
-0.029195480048656464,
0.07587691396474838,
0.004591988865286112,
0.03555043414235115,
-0.07028613239526749,
-0.01678045466542244,
0.09244120866060257,
0.0240790992975235,
-0.0049096751026809216,
0.058281682431697845,
-0.07897855341434479,
0.03409140184521675,
-0.05361733213067055,
0.012419125996530056,
-0.015039128251373768,
-0.019287120550870895,
-0.048699166625738144,
0.009131394326686859,
-0.018711552023887634,
0.022524897009134293,
0.1090460866689682,
-0.05648556351661682,
-0.059262409806251526,
-0.04053599759936333,
0.03704302757978439,
0.09214821457862854,
0.09997730702161789,
0.012889567762613297,
0.02305876649916172,
0.0070479451678693295,
3.272229501855756e-33,
0.11012157797813416,
0.07476608455181122,
0.04301728308200836,
0.06524303555488586,
0.06423959136009216,
-0.021722832694649696,
-0.05071084946393967,
-0.029143480584025383,
-0.01670808158814907,
0.03734084963798523,
-0.03327047824859619,
0.05160166323184967,
0.011363891884684563,
0.005035686306655407,
0.04727426916360855,
0.037903327494859695,
-0.048254117369651794,
0.01656688190996647,
-0.10692591220140457,
0.05226829648017883,
0.038943007588386536,
0.040215879678726196,
-0.0032582345884293318,
-0.005820196121931076,
-0.012751828879117966,
-0.02654809132218361,
0.0021571284160017967,
0.0856979712843895,
-0.039263732731342316,
0.028089240193367004,
0.028126055374741554,
-0.009855722077190876,
-0.04659333825111389,
0.005063840188086033,
-0.03310326859354973,
0.03996898978948593,
-0.023255199193954468,
0.014791179448366165,
-0.04062328487634659,
-0.04524829983711243,
0.03924804925918579,
0.06481349468231201,
-0.017779270187020302,
-0.027354758232831955,
0.07304281741380692,
0.01608148217201233,
0.06482328474521637,
-0.09735146909952164,
0.07360903173685074,
-0.0052267806604504585,
-0.0209659356623888,
0.009832863695919514,
-0.037719905376434326,
-0.04688316211104393,
0.07479295879602432,
-0.012895351275801659,
0.0474025197327137,
-0.01098159234970808,
-0.018061036244034767,
0.07065039873123169,
-0.00644021388143301,
-0.06567410379648209,
0.07858777791261673,
0.010278018191456795,
-0.006435667164623737,
-0.00775630958378315,
0.018008321523666382,
0.012821491807699203,
-0.020789893344044685,
-0.02706962265074253,
-0.020894484594464302,
0.047677867114543915,
-0.0006095296121202409,
-0.031756769865751266,
-0.0321066714823246,
-0.019392486661672592,
-0.011785083450376987,
0.034469906240701675,
-0.023148473352193832,
0.027240796014666557,
-0.09249623119831085,
0.003178186947479844,
-0.007893594913184643,
-0.08229327201843262,
-0.08603861182928085,
-0.011542773805558681,
-0.018495779484510422,
-0.005109130870550871,
-0.014175189658999443,
-0.021950064226984978,
-0.022299136966466904,
-0.03342590853571892,
0.007492444943636656,
-0.024829484522342682,
-0.08786214888095856,
-5.39908706297103e-33,
-0.13458193838596344,
-0.05457998812198639,
-0.013778861612081528,
0.09755036979913712,
-0.08637194335460663,
0.042695507407188416,
0.05767307057976723,
0.10055966675281525,
-0.08731372654438019,
-0.017656201496720314,
0.0724392682313919,
-0.00023069475719239563,
-0.09105367213487625,
-0.007979940623044968,
0.08462856709957123,
-0.027698414400219917,
0.07723971456289291,
0.04341575503349304,
-0.05191798880696297,
0.008741063065826893,
0.12830936908721924,
-0.03914164379239082,
-0.007268232759088278,
0.02463536337018013,
-0.03582029044628143,
-0.0035436877515167,
0.025377869606018066,
-0.0408591665327549,
0.026243150234222412,
0.018248453736305237,
-0.0939800888299942,
0.08252593129873276,
-0.01830505020916462,
-0.03377222269773483,
-0.046000126749277115,
0.014459408819675446,
-0.012211808003485203,
0.039462026208639145,
-0.11712291836738586,
-0.04318616911768913,
-0.0876922681927681,
0.044881243258714676,
0.02117125131189823,
-0.09202493727207184,
0.03163544088602066,
-0.04488677904009819,
0.021316412836313248,
0.023624716326594353,
-0.005838414654135704,
-0.004493191838264465,
0.0553649365901947,
-0.012231355533003807,
-0.0415831059217453,
0.10177423804998398,
-0.03896944224834442,
-0.031207477673888206,
-0.05458613857626915,
0.010637158527970314,
0.04256977513432503,
-0.04030567407608032,
-0.07494230568408966,
-0.06066944822669029,
0.0066800289787352085,
-0.0020354704465717077,
-0.05892733484506607,
-0.04072143882513046,
0.013691524043679237,
-0.06630025804042816,
-0.005095960106700659,
0.04730009660124779,
-0.05519668385386467,
-0.06409171968698502,
-0.02759946696460247,
0.005423462949693203,
0.015755685046315193,
0.032510414719581604,
0.1203804612159729,
-0.058727607131004333,
-0.03544098883867264,
0.02399473823606968,
-0.056164707988500595,
0.05350939929485321,
0.07280445843935013,
0.01566132716834545,
0.01899545267224312,
0.008087203837931156,
-0.002584628062322736,
-0.07216786593198776,
0.004494919907301664,
0.10406748205423355,
-0.025818010792136192,
-0.016206620261073112,
-0.008607156574726105,
-0.004086472559720278,
0.007616693619638681,
-4.8829708276798556e-8,
-0.009369835257530212,
0.05122369900345802,
0.0599089190363884,
0.0063408189453184605,
-0.07419788837432861,
0.06035274639725685,
0.0492667555809021,
0.006208909675478935,
-0.01347369235008955,
0.007916158996522427,
0.04583422467112541,
-0.00297425570897758,
0.016485990956425667,
0.00006001047950121574,
-0.04819167032837868,
-0.044766008853912354,
0.006482444703578949,
-0.026887062937021255,
0.04718097299337387,
0.04685908555984497,
-0.07095658034086227,
0.05193054676055908,
0.03629498928785324,
-0.04150695726275444,
0.05625642091035843,
0.12283548712730408,
-0.10156264156103134,
0.018742214888334274,
0.01889691688120365,
-0.01526273600757122,
0.04272345080971718,
-0.02064564637839794,
0.07402781397104263,
-0.0339086689054966,
-0.11974114179611206,
-0.06351849436759949,
-0.030948227271437645,
0.05299563705921173,
-0.011723128147423267,
0.08029500395059586,
0.034538932144641876,
-0.0088356276974082,
-0.006105780601501465,
0.010520794428884983,
0.008097034879028797,
0.09530068188905716,
0.01413664873689413,
0.020521027967333794,
-0.03204354643821716,
0.07747919112443924,
-0.05256446823477745,
-0.02344004064798355,
-0.04260170832276344,
-0.07706571370363235,
-0.03434140607714653,
-0.01052500307559967,
-0.021519722416996956,
-0.06510816514492035,
-0.048688292503356934,
-0.006963955704122782,
0.08130545169115067,
-0.06274323165416718,
-0.1844380795955658,
-0.03922643885016441
] | null | null | null | null | null | null | null |
[
0.04549615830183029,
0.0014834298053756356,
0.023172598332166672,
0.03970210254192352,
-0.03994867950677872,
-0.08770481497049332,
-0.07953374087810516,
0.013356619514524937,
0.06906642764806747,
-0.02841775119304657,
0.026544325053691864,
-0.08091863244771957,
-0.016182787716388702,
-0.10089843720197678,
0.0679745152592659,
-0.014460640959441662,
0.03318844363093376,
-0.0904952734708786,
-0.05251997709274292,
0.0295548252761364,
-0.025292547419667244,
0.05924314260482788,
-0.06439761817455292,
0.035922735929489136,
0.10343383997678757,
-0.08234678208827972,
-0.02107161097228527,
-0.044402383267879486,
-0.005058894399553537,
-0.006012745201587677,
-0.009136217646300793,
0.014991416595876217,
0.03350628912448883,
0.018396664410829544,
0.126090869307518,
-0.016300413757562637,
0.08493258059024811,
-0.04657728597521782,
-0.0022419102024286985,
0.002295179758220911,
0.0004916912293992937,
-0.02734782174229622,
0.010261062532663345,
0.10466666519641876,
-0.03660052269697189,
0.054505109786987305,
0.06394074112176895,
-0.013789272867143154,
-0.06778232753276825,
0.05886442959308624,
-0.026875659823417664,
0.03426647186279297,
-0.07703696191310883,
0.08432844281196594,
-0.04493650048971176,
0.008601254783570766,
0.0346619188785553,
-0.01063508354127407,
0.06971345841884613,
0.012279432266950607,
-0.04933975636959076,
-0.0022651865147054195,
-0.11362168937921524,
-0.020128626376390457,
0.0822320282459259,
-0.008620627224445343,
-0.011175266467034817,
-0.016940636560320854,
-0.013357369229197502,
0.038159437477588654,
0.011958413757383823,
0.032167501747608185,
-0.017737220972776413,
-0.0811409056186676,
0.044439543038606644,
0.050542786717414856,
-0.006890217307955027,
-0.022942742332816124,
0.08720047026872635,
-0.0788944736123085,
0.015882808715105057,
0.024774229153990746,
-0.00952851865440607,
0.09191078692674637,
-0.012880447320640087,
-0.036416251212358475,
-0.0717005655169487,
0.04652129486203194,
0.04387678951025009,
-0.04345006123185158,
-0.042623359709978104,
-0.03165999799966812,
-0.08406812697649002,
-0.028282297775149345,
-0.0077911075204610825,
0.03064267337322235,
0.08438949286937714,
-0.029195480048656464,
0.07587691396474838,
0.004591988865286112,
0.03555043414235115,
-0.07028613239526749,
-0.01678045466542244,
0.09244120866060257,
0.0240790992975235,
-0.0049096751026809216,
0.058281682431697845,
-0.07897855341434479,
0.03409140184521675,
-0.05361733213067055,
0.012419125996530056,
-0.015039128251373768,
-0.019287120550870895,
-0.048699166625738144,
0.009131394326686859,
-0.018711552023887634,
0.022524897009134293,
0.1090460866689682,
-0.05648556351661682,
-0.059262409806251526,
-0.04053599759936333,
0.03704302757978439,
0.09214821457862854,
0.09997730702161789,
0.012889567762613297,
0.02305876649916172,
0.0070479451678693295,
3.272229501855756e-33,
0.11012157797813416,
0.07476608455181122,
0.04301728308200836,
0.06524303555488586,
0.06423959136009216,
-0.021722832694649696,
-0.05071084946393967,
-0.029143480584025383,
-0.01670808158814907,
0.03734084963798523,
-0.03327047824859619,
0.05160166323184967,
0.011363891884684563,
0.005035686306655407,
0.04727426916360855,
0.037903327494859695,
-0.048254117369651794,
0.01656688190996647,
-0.10692591220140457,
0.05226829648017883,
0.038943007588386536,
0.040215879678726196,
-0.0032582345884293318,
-0.005820196121931076,
-0.012751828879117966,
-0.02654809132218361,
0.0021571284160017967,
0.0856979712843895,
-0.039263732731342316,
0.028089240193367004,
0.028126055374741554,
-0.009855722077190876,
-0.04659333825111389,
0.005063840188086033,
-0.03310326859354973,
0.03996898978948593,
-0.023255199193954468,
0.014791179448366165,
-0.04062328487634659,
-0.04524829983711243,
0.03924804925918579,
0.06481349468231201,
-0.017779270187020302,
-0.027354758232831955,
0.07304281741380692,
0.01608148217201233,
0.06482328474521637,
-0.09735146909952164,
0.07360903173685074,
-0.0052267806604504585,
-0.0209659356623888,
0.009832863695919514,
-0.037719905376434326,
-0.04688316211104393,
0.07479295879602432,
-0.012895351275801659,
0.0474025197327137,
-0.01098159234970808,
-0.018061036244034767,
0.07065039873123169,
-0.00644021388143301,
-0.06567410379648209,
0.07858777791261673,
0.010278018191456795,
-0.006435667164623737,
-0.00775630958378315,
0.018008321523666382,
0.012821491807699203,
-0.020789893344044685,
-0.02706962265074253,
-0.020894484594464302,
0.047677867114543915,
-0.0006095296121202409,
-0.031756769865751266,
-0.0321066714823246,
-0.019392486661672592,
-0.011785083450376987,
0.034469906240701675,
-0.023148473352193832,
0.027240796014666557,
-0.09249623119831085,
0.003178186947479844,
-0.007893594913184643,
-0.08229327201843262,
-0.08603861182928085,
-0.011542773805558681,
-0.018495779484510422,
-0.005109130870550871,
-0.014175189658999443,
-0.021950064226984978,
-0.022299136966466904,
-0.03342590853571892,
0.007492444943636656,
-0.024829484522342682,
-0.08786214888095856,
-5.39908706297103e-33,
-0.13458193838596344,
-0.05457998812198639,
-0.013778861612081528,
0.09755036979913712,
-0.08637194335460663,
0.042695507407188416,
0.05767307057976723,
0.10055966675281525,
-0.08731372654438019,
-0.017656201496720314,
0.0724392682313919,
-0.00023069475719239563,
-0.09105367213487625,
-0.007979940623044968,
0.08462856709957123,
-0.027698414400219917,
0.07723971456289291,
0.04341575503349304,
-0.05191798880696297,
0.008741063065826893,
0.12830936908721924,
-0.03914164379239082,
-0.007268232759088278,
0.02463536337018013,
-0.03582029044628143,
-0.0035436877515167,
0.025377869606018066,
-0.0408591665327549,
0.026243150234222412,
0.018248453736305237,
-0.0939800888299942,
0.08252593129873276,
-0.01830505020916462,
-0.03377222269773483,
-0.046000126749277115,
0.014459408819675446,
-0.012211808003485203,
0.039462026208639145,
-0.11712291836738586,
-0.04318616911768913,
-0.0876922681927681,
0.044881243258714676,
0.02117125131189823,
-0.09202493727207184,
0.03163544088602066,
-0.04488677904009819,
0.021316412836313248,
0.023624716326594353,
-0.005838414654135704,
-0.004493191838264465,
0.0553649365901947,
-0.012231355533003807,
-0.0415831059217453,
0.10177423804998398,
-0.03896944224834442,
-0.031207477673888206,
-0.05458613857626915,
0.010637158527970314,
0.04256977513432503,
-0.04030567407608032,
-0.07494230568408966,
-0.06066944822669029,
0.0066800289787352085,
-0.0020354704465717077,
-0.05892733484506607,
-0.04072143882513046,
0.013691524043679237,
-0.06630025804042816,
-0.005095960106700659,
0.04730009660124779,
-0.05519668385386467,
-0.06409171968698502,
-0.02759946696460247,
0.005423462949693203,
0.015755685046315193,
0.032510414719581604,
0.1203804612159729,
-0.058727607131004333,
-0.03544098883867264,
0.02399473823606968,
-0.056164707988500595,
0.05350939929485321,
0.07280445843935013,
0.01566132716834545,
0.01899545267224312,
0.008087203837931156,
-0.002584628062322736,
-0.07216786593198776,
0.004494919907301664,
0.10406748205423355,
-0.025818010792136192,
-0.016206620261073112,
-0.008607156574726105,
-0.004086472559720278,
0.007616693619638681,
-4.8829708276798556e-8,
-0.009369835257530212,
0.05122369900345802,
0.0599089190363884,
0.0063408189453184605,
-0.07419788837432861,
0.06035274639725685,
0.0492667555809021,
0.006208909675478935,
-0.01347369235008955,
0.007916158996522427,
0.04583422467112541,
-0.00297425570897758,
0.016485990956425667,
0.00006001047950121574,
-0.04819167032837868,
-0.044766008853912354,
0.006482444703578949,
-0.026887062937021255,
0.04718097299337387,
0.04685908555984497,
-0.07095658034086227,
0.05193054676055908,
0.03629498928785324,
-0.04150695726275444,
0.05625642091035843,
0.12283548712730408,
-0.10156264156103134,
0.018742214888334274,
0.01889691688120365,
-0.01526273600757122,
0.04272345080971718,
-0.02064564637839794,
0.07402781397104263,
-0.0339086689054966,
-0.11974114179611206,
-0.06351849436759949,
-0.030948227271437645,
0.05299563705921173,
-0.011723128147423267,
0.08029500395059586,
0.034538932144641876,
-0.0088356276974082,
-0.006105780601501465,
0.010520794428884983,
0.008097034879028797,
0.09530068188905716,
0.01413664873689413,
0.020521027967333794,
-0.03204354643821716,
0.07747919112443924,
-0.05256446823477745,
-0.02344004064798355,
-0.04260170832276344,
-0.07706571370363235,
-0.03434140607714653,
-0.01052500307559967,
-0.021519722416996956,
-0.06510816514492035,
-0.048688292503356934,
-0.006963955704122782,
0.08130545169115067,
-0.06274323165416718,
-0.1844380795955658,
-0.03922643885016441
] |
1402.0886
|
Mohammad Mahmoodi Varnamkhasti
|
Maryam Mahmoodi, Mohammad Mahmoodi Varnamkhasti
|
A Secure Communication in Mobile Agent System
|
3 pages, Published with International Journal of Engineering Trends
and Technology (IJETT)
|
International Journal of Engineering Trends and Technology (IJETT)
V6(4):186-188, december 2013. Published by Seventh Sense Research Group
|
10.14445/22315381/IJETT-V6N4P133
| null |
cs.CR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A mobile agent is a software code with mobility which can be move from a
computer into another computers through network. The mobile agent paradigm
provides many benefits in developments of distributed application at the same
time introduce new requirements for security issues with these systems. In this
article we present a solution for protection agent from other agents attacks
with loging patterns of malicious agent and useing this log for communication.
We implemented our resolution by JADE.
|
[
{
"created": "Tue, 4 Feb 2014 21:28:31 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Mahmoodi",
"Maryam",
""
],
[
"Varnamkhasti",
"Mohammad Mahmoodi",
""
]
] |
[
-0.05190214514732361,
0.04840744286775589,
-0.018163159489631653,
-0.09389794617891312,
0.03312893584370613,
-0.018399834632873535,
0.0630023255944252,
-0.013664708472788334,
0.005740709602832794,
0.028951315209269524,
0.057633161544799805,
-0.017722496762871742,
0.12523597478866577,
-0.03459807485342026,
0.04871870577335358,
0.023301608860492706,
-0.0035044930409640074,
0.05187968164682388,
-0.03543824702501297,
0.019677991047501564,
0.01066319365054369,
0.047781046479940414,
-0.11691339313983917,
-0.006847018841654062,
-0.03372936695814133,
-0.02220432087779045,
-0.016330325976014137,
-0.014190745539963245,
0.020934825763106346,
0.034792590886354446,
0.04277309030294418,
0.02906498685479164,
-0.03738178685307503,
0.1324196457862854,
-0.05905495211482048,
-0.026713935658335686,
-0.02047693356871605,
0.009529740549623966,
-0.006653192453086376,
0.014229743741452694,
0.008066262118518353,
0.03421417996287346,
0.01309180073440075,
0.02178453654050827,
-0.07584873586893082,
-0.04549216479063034,
-0.053221020847558975,
0.005649802275002003,
0.009498311206698418,
-0.022778065875172615,
-0.03753964230418205,
-0.01494553405791521,
0.04759327322244644,
0.029549196362495422,
-0.09161663800477982,
-0.06634082645177841,
0.0017413756577298045,
0.03151208162307739,
0.0766444280743599,
-0.025242213159799576,
0.0172569639980793,
0.08756508678197861,
0.02160501293838024,
0.03771631792187691,
-0.0520639568567276,
0.004396173171699047,
-0.05975831672549248,
0.05375944823026657,
0.03136153519153595,
0.01772060990333557,
-0.05444604903459549,
-0.024669069796800613,
-0.000764397089369595,
-0.029621394351124763,
-0.01388532668352127,
-0.0451766774058342,
-0.07246704399585724,
-0.010633020661771297,
-0.03150613233447075,
-0.01435811910778284,
-0.014256731607019901,
-0.003564987098798156,
-0.0037556285969913006,
0.10073705017566681,
-0.02570916898548603,
0.031420934945344925,
0.0414765328168869,
0.07713256031274796,
0.07319264858961105,
0.01744736172258854,
0.00869828462600708,
0.05785215646028519,
0.08526729792356491,
0.10108710080385208,
0.02874564565718174,
0.017000043764710426,
-0.06653434783220291,
-0.02785997837781906,
-0.026950323954224586,
0.08077306300401688,
-0.00024234993907157332,
0.0038959782104939222,
0.017316171899437904,
-0.03472872078418732,
0.04761403426527977,
0.029698854312300682,
0.058909863233566284,
-0.05978579819202423,
0.035840000957250595,
-0.014846248552203178,
-0.030621575191617012,
0.007089671678841114,
-0.0423099622130394,
-0.024497658014297485,
0.06035298481583595,
0.00823620893061161,
0.020859861746430397,
0.11403726041316986,
-0.027679836377501488,
-0.0010045034578070045,
0.1277751624584198,
-0.019024360924959183,
0.022582877427339554,
-0.08248663693666458,
0.1397976577281952,
0.034521691501140594,
0.05217059701681137,
-2.1194598445577633e-33,
-0.0039880466647446156,
0.05127355828881264,
-0.017156774178147316,
0.010032878257334232,
0.04606626555323601,
-0.02058454230427742,
0.008649524301290512,
0.02466621622443199,
-0.03311697766184807,
-0.028674865141510963,
-0.03246081992983818,
0.06659006327390671,
0.03231888636946678,
-0.021418610587716103,
0.0233355350792408,
0.019864948466420174,
0.04678087681531906,
0.03821519389748573,
0.06942138075828552,
0.023145347833633423,
0.0021847954485565424,
-0.04077659174799919,
0.06659609079360962,
-0.0006154029979370534,
0.009566952474415302,
0.07061327248811722,
-0.020544221624732018,
-0.11755867302417755,
0.10312366485595703,
0.029626693576574326,
-0.0036335326731204987,
0.050750959664583206,
-0.02150506153702736,
0.060068052262067795,
-0.031952619552612305,
0.040312811732292175,
-0.07110320031642914,
-0.08600020408630371,
0.005063757766038179,
-0.026381846517324448,
-0.047550223767757416,
-0.04292969033122063,
-0.018899085000157356,
-0.06724522262811661,
-0.0033146825153380632,
-0.07856827974319458,
-0.1275942474603653,
0.015895314514636993,
0.04840387403964996,
-0.057657573372125626,
-0.001229389337822795,
0.007960050366818905,
0.0056003094650805,
-0.024689115583896637,
-0.024545002728700638,
-0.009797570295631886,
-0.013680540025234222,
0.01350623182952404,
-0.008032788522541523,
0.07304814457893372,
-0.013553472235798836,
-0.0509391613304615,
-0.032524142414331436,
-0.00009300599049311131,
0.009050756692886353,
-0.15568822622299194,
0.0362788625061512,
0.011156706139445305,
-0.06628289818763733,
0.05735621973872185,
-0.048018597066402435,
-0.004688083194196224,
0.0458572618663311,
0.040787242352962494,
-0.08663048595190048,
-0.0112760029733181,
0.02827717550098896,
-0.0035395154263824224,
-0.050234466791152954,
-0.040376003831624985,
-0.06685453653335571,
-0.039948537945747375,
0.0009922400349751115,
-0.0426582433283329,
-0.03997527062892914,
-0.0302162803709507,
-0.10992350429296494,
-0.02445327676832676,
-0.041667405515909195,
0.1266440749168396,
-0.09366433322429657,
0.01256102230399847,
-0.02221800945699215,
0.023628463968634605,
-0.02245614491403103,
-1.5542926299289694e-33,
-0.15860770642757416,
0.00015535349666606635,
-0.06432120501995087,
0.007264397572726011,
0.015767468139529228,
-0.09945391118526459,
-0.0069219390861690044,
0.030897069722414017,
-0.071291483938694,
0.0416557639837265,
-0.07745404541492462,
-0.01563471183180809,
0.06935788691043854,
-0.05692307651042938,
0.02948538213968277,
-0.007749574258923531,
0.05590583384037018,
-0.025721073150634766,
-0.03362029790878296,
-0.08678803592920303,
0.03410256281495094,
0.10039818286895752,
-0.05371130257844925,
-0.033915746957063675,
0.07061697542667389,
-0.023230697959661484,
-0.0098258126527071,
0.07043227553367615,
0.043142031878232956,
0.005610625259578228,
0.03609427064657211,
0.019006626680493355,
0.022687923163175583,
-0.0670219287276268,
0.023108243942260742,
0.02578205056488514,
0.02918635867536068,
0.04851508140563965,
-0.019800744950771332,
0.004842891823500395,
0.07946200668811798,
-0.05605120584368706,
-0.004645657725632191,
-0.05018460005521774,
0.009998885914683342,
-0.0660930648446083,
0.005369308404624462,
0.10569696873426437,
0.05163661018013954,
-0.012418934144079685,
0.06580623984336853,
-0.03914503753185272,
0.08561571687459946,
-0.043472208082675934,
-0.02546769194304943,
0.08817027509212494,
0.04098944738507271,
0.002883018460124731,
-0.016524169594049454,
-0.050635140389204025,
0.002280478598549962,
-0.03266483545303345,
-0.002473182277753949,
0.04474412277340889,
-0.03159850835800171,
-0.0005308199906721711,
-0.02257758006453514,
0.019107887521386147,
0.005338308867067099,
-0.06230252981185913,
0.0666794404387474,
0.014703798107802868,
-0.09129990637302399,
0.06135774031281471,
0.060195427387952805,
-0.0439123772084713,
-0.012974707409739494,
-0.06022990122437477,
-0.019014842808246613,
0.016457777470350266,
0.03243760019540787,
0.06761682778596878,
-0.0376126691699028,
-0.013605517335236073,
0.029434258118271828,
-0.04195057228207588,
-0.007552386727184057,
-0.0030810916796326637,
0.02805870585143566,
-0.008135522715747356,
-0.06687264144420624,
0.06973660737276077,
-0.0922570675611496,
0.02056082896888256,
-0.08737669140100479,
-3.438010054424012e-8,
-0.01483843196183443,
-0.020418591797351837,
0.05654333159327507,
-0.06384197622537613,
-0.013776673004031181,
0.07173413783311844,
-0.017607087269425392,
-0.014823930338025093,
-0.020012907683849335,
0.002382202073931694,
0.015477761626243591,
-0.04408949613571167,
0.018496571108698845,
0.009483523666858673,
0.020287001505494118,
0.01053075585514307,
-0.04065444692969322,
-0.060469064861536026,
-0.058094147592782974,
-0.043049298226833344,
0.03539950028061867,
-0.015387141145765781,
-0.004701284691691399,
0.049378883093595505,
-0.035896219313144684,
-0.029789848253130913,
0.006588254123926163,
-0.008797995746135712,
-0.061586860567331314,
0.056714050471782684,
-0.03376200050115585,
-0.005423360504209995,
0.009005237370729446,
-0.08977673202753067,
-0.05866857245564461,
0.1574939489364624,
0.01768203265964985,
-0.11069212108850479,
0.07222171127796173,
-0.06419812142848969,
-0.027003007009625435,
-0.04850513115525246,
0.04831084609031677,
-0.03659297525882721,
-0.014460206031799316,
-0.10010893642902374,
-0.006427941843867302,
-0.06056465208530426,
0.09930575639009476,
-0.01578858308494091,
-0.055774807929992676,
-0.03379497304558754,
-0.06423263996839523,
0.09847694635391235,
0.028788965195417404,
-0.03675159066915512,
0.014218724332749844,
-0.14227859675884247,
0.15583457052707672,
0.006081586703658104,
-0.019844364374876022,
0.010781366378068924,
0.11465663462877274,
0.004732974339276552
] | null | null | null | null | null | null | null |
[
-0.05190214514732361,
0.04840744286775589,
-0.018163159489631653,
-0.09389794617891312,
0.03312893584370613,
-0.018399834632873535,
0.0630023255944252,
-0.013664708472788334,
0.005740709602832794,
0.028951315209269524,
0.057633161544799805,
-0.017722496762871742,
0.12523597478866577,
-0.03459807485342026,
0.04871870577335358,
0.023301608860492706,
-0.0035044930409640074,
0.05187968164682388,
-0.03543824702501297,
0.019677991047501564,
0.01066319365054369,
0.047781046479940414,
-0.11691339313983917,
-0.006847018841654062,
-0.03372936695814133,
-0.02220432087779045,
-0.016330325976014137,
-0.014190745539963245,
0.020934825763106346,
0.034792590886354446,
0.04277309030294418,
0.02906498685479164,
-0.03738178685307503,
0.1324196457862854,
-0.05905495211482048,
-0.026713935658335686,
-0.02047693356871605,
0.009529740549623966,
-0.006653192453086376,
0.014229743741452694,
0.008066262118518353,
0.03421417996287346,
0.01309180073440075,
0.02178453654050827,
-0.07584873586893082,
-0.04549216479063034,
-0.053221020847558975,
0.005649802275002003,
0.009498311206698418,
-0.022778065875172615,
-0.03753964230418205,
-0.01494553405791521,
0.04759327322244644,
0.029549196362495422,
-0.09161663800477982,
-0.06634082645177841,
0.0017413756577298045,
0.03151208162307739,
0.0766444280743599,
-0.025242213159799576,
0.0172569639980793,
0.08756508678197861,
0.02160501293838024,
0.03771631792187691,
-0.0520639568567276,
0.004396173171699047,
-0.05975831672549248,
0.05375944823026657,
0.03136153519153595,
0.01772060990333557,
-0.05444604903459549,
-0.024669069796800613,
-0.000764397089369595,
-0.029621394351124763,
-0.01388532668352127,
-0.0451766774058342,
-0.07246704399585724,
-0.010633020661771297,
-0.03150613233447075,
-0.01435811910778284,
-0.014256731607019901,
-0.003564987098798156,
-0.0037556285969913006,
0.10073705017566681,
-0.02570916898548603,
0.031420934945344925,
0.0414765328168869,
0.07713256031274796,
0.07319264858961105,
0.01744736172258854,
0.00869828462600708,
0.05785215646028519,
0.08526729792356491,
0.10108710080385208,
0.02874564565718174,
0.017000043764710426,
-0.06653434783220291,
-0.02785997837781906,
-0.026950323954224586,
0.08077306300401688,
-0.00024234993907157332,
0.0038959782104939222,
0.017316171899437904,
-0.03472872078418732,
0.04761403426527977,
0.029698854312300682,
0.058909863233566284,
-0.05978579819202423,
0.035840000957250595,
-0.014846248552203178,
-0.030621575191617012,
0.007089671678841114,
-0.0423099622130394,
-0.024497658014297485,
0.06035298481583595,
0.00823620893061161,
0.020859861746430397,
0.11403726041316986,
-0.027679836377501488,
-0.0010045034578070045,
0.1277751624584198,
-0.019024360924959183,
0.022582877427339554,
-0.08248663693666458,
0.1397976577281952,
0.034521691501140594,
0.05217059701681137,
-2.1194598445577633e-33,
-0.0039880466647446156,
0.05127355828881264,
-0.017156774178147316,
0.010032878257334232,
0.04606626555323601,
-0.02058454230427742,
0.008649524301290512,
0.02466621622443199,
-0.03311697766184807,
-0.028674865141510963,
-0.03246081992983818,
0.06659006327390671,
0.03231888636946678,
-0.021418610587716103,
0.0233355350792408,
0.019864948466420174,
0.04678087681531906,
0.03821519389748573,
0.06942138075828552,
0.023145347833633423,
0.0021847954485565424,
-0.04077659174799919,
0.06659609079360962,
-0.0006154029979370534,
0.009566952474415302,
0.07061327248811722,
-0.020544221624732018,
-0.11755867302417755,
0.10312366485595703,
0.029626693576574326,
-0.0036335326731204987,
0.050750959664583206,
-0.02150506153702736,
0.060068052262067795,
-0.031952619552612305,
0.040312811732292175,
-0.07110320031642914,
-0.08600020408630371,
0.005063757766038179,
-0.026381846517324448,
-0.047550223767757416,
-0.04292969033122063,
-0.018899085000157356,
-0.06724522262811661,
-0.0033146825153380632,
-0.07856827974319458,
-0.1275942474603653,
0.015895314514636993,
0.04840387403964996,
-0.057657573372125626,
-0.001229389337822795,
0.007960050366818905,
0.0056003094650805,
-0.024689115583896637,
-0.024545002728700638,
-0.009797570295631886,
-0.013680540025234222,
0.01350623182952404,
-0.008032788522541523,
0.07304814457893372,
-0.013553472235798836,
-0.0509391613304615,
-0.032524142414331436,
-0.00009300599049311131,
0.009050756692886353,
-0.15568822622299194,
0.0362788625061512,
0.011156706139445305,
-0.06628289818763733,
0.05735621973872185,
-0.048018597066402435,
-0.004688083194196224,
0.0458572618663311,
0.040787242352962494,
-0.08663048595190048,
-0.0112760029733181,
0.02827717550098896,
-0.0035395154263824224,
-0.050234466791152954,
-0.040376003831624985,
-0.06685453653335571,
-0.039948537945747375,
0.0009922400349751115,
-0.0426582433283329,
-0.03997527062892914,
-0.0302162803709507,
-0.10992350429296494,
-0.02445327676832676,
-0.041667405515909195,
0.1266440749168396,
-0.09366433322429657,
0.01256102230399847,
-0.02221800945699215,
0.023628463968634605,
-0.02245614491403103,
-1.5542926299289694e-33,
-0.15860770642757416,
0.00015535349666606635,
-0.06432120501995087,
0.007264397572726011,
0.015767468139529228,
-0.09945391118526459,
-0.0069219390861690044,
0.030897069722414017,
-0.071291483938694,
0.0416557639837265,
-0.07745404541492462,
-0.01563471183180809,
0.06935788691043854,
-0.05692307651042938,
0.02948538213968277,
-0.007749574258923531,
0.05590583384037018,
-0.025721073150634766,
-0.03362029790878296,
-0.08678803592920303,
0.03410256281495094,
0.10039818286895752,
-0.05371130257844925,
-0.033915746957063675,
0.07061697542667389,
-0.023230697959661484,
-0.0098258126527071,
0.07043227553367615,
0.043142031878232956,
0.005610625259578228,
0.03609427064657211,
0.019006626680493355,
0.022687923163175583,
-0.0670219287276268,
0.023108243942260742,
0.02578205056488514,
0.02918635867536068,
0.04851508140563965,
-0.019800744950771332,
0.004842891823500395,
0.07946200668811798,
-0.05605120584368706,
-0.004645657725632191,
-0.05018460005521774,
0.009998885914683342,
-0.0660930648446083,
0.005369308404624462,
0.10569696873426437,
0.05163661018013954,
-0.012418934144079685,
0.06580623984336853,
-0.03914503753185272,
0.08561571687459946,
-0.043472208082675934,
-0.02546769194304943,
0.08817027509212494,
0.04098944738507271,
0.002883018460124731,
-0.016524169594049454,
-0.050635140389204025,
0.002280478598549962,
-0.03266483545303345,
-0.002473182277753949,
0.04474412277340889,
-0.03159850835800171,
-0.0005308199906721711,
-0.02257758006453514,
0.019107887521386147,
0.005338308867067099,
-0.06230252981185913,
0.0666794404387474,
0.014703798107802868,
-0.09129990637302399,
0.06135774031281471,
0.060195427387952805,
-0.0439123772084713,
-0.012974707409739494,
-0.06022990122437477,
-0.019014842808246613,
0.016457777470350266,
0.03243760019540787,
0.06761682778596878,
-0.0376126691699028,
-0.013605517335236073,
0.029434258118271828,
-0.04195057228207588,
-0.007552386727184057,
-0.0030810916796326637,
0.02805870585143566,
-0.008135522715747356,
-0.06687264144420624,
0.06973660737276077,
-0.0922570675611496,
0.02056082896888256,
-0.08737669140100479,
-3.438010054424012e-8,
-0.01483843196183443,
-0.020418591797351837,
0.05654333159327507,
-0.06384197622537613,
-0.013776673004031181,
0.07173413783311844,
-0.017607087269425392,
-0.014823930338025093,
-0.020012907683849335,
0.002382202073931694,
0.015477761626243591,
-0.04408949613571167,
0.018496571108698845,
0.009483523666858673,
0.020287001505494118,
0.01053075585514307,
-0.04065444692969322,
-0.060469064861536026,
-0.058094147592782974,
-0.043049298226833344,
0.03539950028061867,
-0.015387141145765781,
-0.004701284691691399,
0.049378883093595505,
-0.035896219313144684,
-0.029789848253130913,
0.006588254123926163,
-0.008797995746135712,
-0.061586860567331314,
0.056714050471782684,
-0.03376200050115585,
-0.005423360504209995,
0.009005237370729446,
-0.08977673202753067,
-0.05866857245564461,
0.1574939489364624,
0.01768203265964985,
-0.11069212108850479,
0.07222171127796173,
-0.06419812142848969,
-0.027003007009625435,
-0.04850513115525246,
0.04831084609031677,
-0.03659297525882721,
-0.014460206031799316,
-0.10010893642902374,
-0.006427941843867302,
-0.06056465208530426,
0.09930575639009476,
-0.01578858308494091,
-0.055774807929992676,
-0.03379497304558754,
-0.06423263996839523,
0.09847694635391235,
0.028788965195417404,
-0.03675159066915512,
0.014218724332749844,
-0.14227859675884247,
0.15583457052707672,
0.006081586703658104,
-0.019844364374876022,
0.010781366378068924,
0.11465663462877274,
0.004732974339276552
] |
1402.0894
|
Martin Lind\'en
|
Stephanie Johnson, Jan-Willem van de Meent, Rob Phillips, Chris H.
Wiggins, and Martin Lind\'en
|
Multiple Lac-mediated loops revealed by Bayesian statistics and tethered
particle motion
|
34 pages, 25 figures, including Supporting information. To appear in
Nucleic Acids Research. Accompanying open-source software:
http://sourceforge.net/projects/vbtpm/
|
Nucl. Acids Res. 42(16):10265-10277 (2014)
|
10.1093/nar/gku563
| null |
physics.bio-ph physics.data-an q-bio.BM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The bacterial transcription factor LacI loops DNA by binding to two separate
locations on the DNA simultaneously. Despite being one of the best-studied
model systems for transcriptional regulation, the number and conformations of
loop structures accessible to LacI remain unclear, though the importance of
multiple co-existing loops has been implicated in interactions between LacI and
other cellular regulators of gene expression. To probe this issue, we have
developed a new analysis method for tethered particle motion, a versatile and
commonly-used in vitro single-molecule technique. Our method, vbTPM, performs
variational Bayesian inference in hidden Markov models. It learns the number of
distinct states (i.e., DNA-protein conformations) directly from tethered
particle motion data with better resolution than existing methods, while easily
correcting for common experimental artifacts. Studying short (roughly 100 bp)
LacI-mediated loops, we provide evidence for three distinct loop structures,
more than previously reported in single-molecule studies. Moreover, our results
confirm that changes in LacI conformation and DNA binding topology both
contribute to the repertoire of LacI-mediated loops formed in vitro, and
provide qualitatively new input for models of looping and transcriptional
regulation. We expect vbTPM to be broadly useful for probing complex
protein-nucleic acid interactions.
|
[
{
"created": "Tue, 4 Feb 2014 21:55:07 GMT",
"version": "v1"
},
{
"created": "Wed, 18 Jun 2014 22:48:20 GMT",
"version": "v2"
}
] |
2015-11-10
|
[
[
"Johnson",
"Stephanie",
""
],
[
"van de Meent",
"Jan-Willem",
""
],
[
"Phillips",
"Rob",
""
],
[
"Wiggins",
"Chris H.",
""
],
[
"Lindén",
"Martin",
""
]
] |
[
-0.045092593878507614,
-0.15734194219112396,
0.004927686415612698,
-0.040900666266679764,
0.0030774304177612066,
0.003833336988463998,
-0.07683408260345459,
0.04036087915301323,
0.0475832000374794,
-0.045240819454193115,
0.04827544838190079,
-0.03481425344944,
-0.04042445123195648,
0.041352033615112305,
0.041133034974336624,
0.04152350500226021,
-0.1364886611700058,
0.07270637899637222,
0.01151481457054615,
-0.08079085499048233,
0.0236005038022995,
0.045478083193302155,
0.03166551887989044,
-0.003773885313421488,
-0.013515649363398552,
0.06662168353796005,
0.05512093007564545,
0.023321710526943207,
-0.029192613437771797,
-0.019959188997745514,
0.047152329236269,
-0.0034600424114614725,
-0.07340171933174133,
-0.0634232610464096,
0.07443884760141373,
0.018608806654810905,
0.011000231839716434,
-0.04848094657063484,
0.04458912834525108,
-0.00951528362929821,
0.10681168735027313,
0.01581454835832119,
0.06931331008672714,
0.02989550679922104,
0.0723184272646904,
-0.009178714826703072,
0.022597048431634903,
0.06196341663599014,
0.02183077111840248,
0.043835077434778214,
-0.011637242510914803,
-0.0038425170350819826,
-0.0017402446828782558,
0.04101897031068802,
-0.003837719326838851,
0.03687077388167381,
0.02411758340895176,
-0.02893383987247944,
0.07676807045936584,
-0.09346641600131989,
0.037575382739305496,
-0.10193689167499542,
0.020342044532299042,
0.07006169110536575,
0.054227299988269806,
-0.02222450263798237,
0.037170492112636566,
0.03304826095700264,
-0.01177326962351799,
0.03655179217457771,
-0.13129335641860962,
0.06919457763433456,
-0.03512441739439964,
0.08765824139118195,
0.010546849109232426,
0.056834422051906586,
-0.015489502809941769,
-0.017375368624925613,
0.018104657530784607,
0.013231247663497925,
-0.060462720692157745,
-0.05838083103299141,
0.09799177199602127,
0.049171969294548035,
-0.04261590912938118,
-0.04328596964478493,
0.06086136773228645,
0.022357311099767685,
0.10517329722642899,
0.021762818098068237,
-0.03121320717036724,
-0.036599937826395035,
0.011423161253333092,
-0.06400660425424576,
-0.0661659687757492,
0.03073275089263916,
-0.0017734088469296694,
0.032474175095558167,
0.03212122246623039,
-0.037302881479263306,
-0.03121601790189743,
-0.0316670686006546,
0.038638170808553696,
0.0358525849878788,
0.023222211748361588,
-0.05795754864811897,
0.05217841640114784,
0.021919026970863342,
0.05861205607652664,
0.010697713121771812,
0.009822884574532509,
0.004502347204834223,
0.10612954944372177,
0.03466619551181793,
-0.03378979116678238,
0.00640897685661912,
0.027287516742944717,
-0.020998070016503334,
-0.012168924324214458,
0.05116145685315132,
-0.041097819805145264,
-0.054696667939424515,
-0.013318497687578201,
-0.01560228317975998,
-0.03927149251103401,
-0.012048770673573017,
-0.10587754100561142,
-3.6023322846311514e-34,
0.07383222877979279,
0.0009221314103342593,
0.14527826011180878,
0.023689676076173782,
0.05963565409183502,
-0.03653787449002266,
-0.04941527917981148,
-0.08786938339471817,
-0.1302499920129776,
0.07952048629522324,
0.00617528660222888,
-0.03664497658610344,
-0.022322306409478188,
0.01230731513351202,
-0.003271812107414007,
0.0006842008442617953,
-0.004064895212650299,
0.02240104414522648,
-0.022179260849952698,
0.008845574222505093,
-0.04433818534016609,
0.020939690992236137,
-0.020726434886455536,
-0.05593553185462952,
-0.002001525368541479,
-0.00028216573991812766,
0.022869642823934555,
0.05866463482379913,
-0.05012524500489235,
-0.004535222426056862,
-0.035179611295461655,
-0.03799561783671379,
-0.08568701893091202,
0.022827593609690666,
0.11670026183128357,
-0.0812809020280838,
0.059043340384960175,
-0.07845070213079453,
-0.030229315161705017,
0.006999144330620766,
-0.008597887121140957,
-0.03189452737569809,
0.02380545437335968,
-0.04945584014058113,
-0.09512754529714584,
-0.03278005123138428,
0.011777195148169994,
-0.0458495169878006,
-0.07151038199663162,
0.025220626965165138,
0.032188497483730316,
-0.015842679888010025,
0.01005453709512949,
-0.052225712686777115,
-0.014172522351145744,
0.0072148749604821205,
-0.058174919337034225,
0.009492182172834873,
0.006138175260275602,
0.07013440132141113,
-0.05377233028411865,
0.021848324686288834,
-0.05727162957191467,
0.025797555223107338,
0.02099553681910038,
0.08785291761159897,
-0.048509348183870316,
-0.012555192224681377,
0.056586265563964844,
0.07697483152151108,
-0.0405207984149456,
0.07052242010831833,
-0.03603854402899742,
-0.0817246213555336,
0.05389314889907837,
0.02151649445295334,
-0.04438913241028786,
0.01783423125743866,
0.004756140056997538,
0.019647229462862015,
-0.04270242527127266,
-0.037971362471580505,
-0.07095556706190109,
0.028666574507951736,
-0.05500718578696251,
-0.06786414980888367,
-0.03624466434121132,
-0.0837429016828537,
-0.0743606761097908,
-0.004200613591820002,
0.0733911395072937,
-0.02599806897342205,
0.03696047514677048,
-0.031797416508197784,
0.010952929966151714,
-2.7028069976769853e-33,
0.007490128744393587,
-0.07847955822944641,
0.10341881960630417,
-0.04418906942009926,
-0.03974675387144089,
0.024734502658247948,
0.0191805362701416,
-0.020607542246580124,
0.06821221858263016,
-0.1065417006611824,
0.08241400122642517,
-0.0011980583658441901,
-0.0820760577917099,
0.06284583359956741,
0.006659690756350756,
0.04643867164850235,
-0.014923878945410252,
0.03019830584526062,
0.042171429842710495,
-0.025626564398407936,
0.027666160836815834,
-0.020536014810204506,
-0.00659903371706605,
0.015134499408304691,
-0.05978366360068321,
0.028693633154034615,
-0.008253585547208786,
0.04618171602487564,
-0.024811215698719025,
0.02303309552371502,
-0.08977809548377991,
-0.010990278795361519,
-0.030764134600758553,
-0.005129125434905291,
-0.11282547563314438,
0.07782062888145447,
0.02529413066804409,
0.027362633496522903,
0.11910035461187363,
-0.09609221667051315,
0.013162646442651749,
0.02703697606921196,
-0.06005306914448738,
-0.005554653704166412,
-0.0005640332819893956,
0.0021905202884227037,
-0.02528071030974388,
0.07567869871854782,
-0.06546889990568161,
0.003997418098151684,
-0.07742481678724289,
0.02608918584883213,
-0.031823668628931046,
-0.04878201708197594,
-0.0820479616522789,
0.057165395468473434,
-0.017013030126690865,
-0.06522113084793091,
0.08069928735494614,
-0.048868581652641296,
-0.07186247408390045,
-0.05861668288707733,
0.0046951789408922195,
-0.024761518463492393,
0.013066056184470654,
0.023719538003206253,
0.04258839786052704,
-0.032866835594177246,
0.05383270978927612,
-0.04022575914859772,
0.01638244092464447,
0.01512076798826456,
0.05671209096908569,
0.05865700915455818,
0.08710385859012604,
-0.012984897010028362,
-0.028897888958454132,
-0.1427692025899887,
0.00308898719958961,
-0.031485144048929214,
-0.0065812305547297,
-0.0018130741082131863,
-0.05172836780548096,
-0.020969081670045853,
0.12540291249752045,
0.07588497549295425,
0.009066064842045307,
0.01222984865307808,
0.048057958483695984,
0.03635004535317421,
-0.00750764412805438,
0.029304245486855507,
0.00013753755774814636,
0.09796251356601715,
-0.05319739133119583,
-4.499131023294467e-8,
0.009568320587277412,
-0.027112698182463646,
0.016419367864727974,
0.02268240973353386,
0.04167115315794945,
0.09575201570987701,
0.010997951962053776,
0.04477953538298607,
0.08086865395307541,
-0.04767951741814613,
0.06493815779685974,
0.07668507844209671,
-0.06381405144929886,
0.003071047831326723,
0.04204975441098213,
0.0604434572160244,
-0.07917074114084244,
-0.04687175154685974,
-0.05406314507126808,
0.014656977728009224,
-0.008788658306002617,
-0.0036347012501209974,
-0.055988509207963943,
0.06784249097108841,
0.07163652777671814,
-0.05320252105593681,
-0.010527366772294044,
0.09288522601127625,
0.0026689160149544477,
-0.09272824227809906,
0.010350522585213184,
-0.0001332586834905669,
-0.0900975689291954,
0.030777595937252045,
-0.08144155144691467,
-0.024581946432590485,
-0.048458632081747055,
-0.050419941544532776,
-0.014837690629065037,
0.09306830167770386,
0.016511833295226097,
0.06943202018737793,
-0.04824947193264961,
-0.013691829517483711,
-0.008770683780312538,
0.11280257254838943,
-0.013055840507149696,
-0.01562890224158764,
0.01579425111413002,
-0.03064180538058281,
-0.019596276804804802,
-0.006369327660650015,
-0.0020027600694447756,
0.03765790909528732,
-0.039179641753435135,
0.06056733429431915,
0.029668517410755157,
0.012039544992148876,
-0.03243674337863922,
0.039710626006126404,
-0.01567278616130352,
-0.04552226886153221,
0.007696859538555145,
-0.06696635484695435
] | null | null | null | null | null | null | null |
[
-0.045092593878507614,
-0.15734194219112396,
0.004927686415612698,
-0.040900666266679764,
0.0030774304177612066,
0.003833336988463998,
-0.07683408260345459,
0.04036087915301323,
0.0475832000374794,
-0.045240819454193115,
0.04827544838190079,
-0.03481425344944,
-0.04042445123195648,
0.041352033615112305,
0.041133034974336624,
0.04152350500226021,
-0.1364886611700058,
0.07270637899637222,
0.01151481457054615,
-0.08079085499048233,
0.0236005038022995,
0.045478083193302155,
0.03166551887989044,
-0.003773885313421488,
-0.013515649363398552,
0.06662168353796005,
0.05512093007564545,
0.023321710526943207,
-0.029192613437771797,
-0.019959188997745514,
0.047152329236269,
-0.0034600424114614725,
-0.07340171933174133,
-0.0634232610464096,
0.07443884760141373,
0.018608806654810905,
0.011000231839716434,
-0.04848094657063484,
0.04458912834525108,
-0.00951528362929821,
0.10681168735027313,
0.01581454835832119,
0.06931331008672714,
0.02989550679922104,
0.0723184272646904,
-0.009178714826703072,
0.022597048431634903,
0.06196341663599014,
0.02183077111840248,
0.043835077434778214,
-0.011637242510914803,
-0.0038425170350819826,
-0.0017402446828782558,
0.04101897031068802,
-0.003837719326838851,
0.03687077388167381,
0.02411758340895176,
-0.02893383987247944,
0.07676807045936584,
-0.09346641600131989,
0.037575382739305496,
-0.10193689167499542,
0.020342044532299042,
0.07006169110536575,
0.054227299988269806,
-0.02222450263798237,
0.037170492112636566,
0.03304826095700264,
-0.01177326962351799,
0.03655179217457771,
-0.13129335641860962,
0.06919457763433456,
-0.03512441739439964,
0.08765824139118195,
0.010546849109232426,
0.056834422051906586,
-0.015489502809941769,
-0.017375368624925613,
0.018104657530784607,
0.013231247663497925,
-0.060462720692157745,
-0.05838083103299141,
0.09799177199602127,
0.049171969294548035,
-0.04261590912938118,
-0.04328596964478493,
0.06086136773228645,
0.022357311099767685,
0.10517329722642899,
0.021762818098068237,
-0.03121320717036724,
-0.036599937826395035,
0.011423161253333092,
-0.06400660425424576,
-0.0661659687757492,
0.03073275089263916,
-0.0017734088469296694,
0.032474175095558167,
0.03212122246623039,
-0.037302881479263306,
-0.03121601790189743,
-0.0316670686006546,
0.038638170808553696,
0.0358525849878788,
0.023222211748361588,
-0.05795754864811897,
0.05217841640114784,
0.021919026970863342,
0.05861205607652664,
0.010697713121771812,
0.009822884574532509,
0.004502347204834223,
0.10612954944372177,
0.03466619551181793,
-0.03378979116678238,
0.00640897685661912,
0.027287516742944717,
-0.020998070016503334,
-0.012168924324214458,
0.05116145685315132,
-0.041097819805145264,
-0.054696667939424515,
-0.013318497687578201,
-0.01560228317975998,
-0.03927149251103401,
-0.012048770673573017,
-0.10587754100561142,
-3.6023322846311514e-34,
0.07383222877979279,
0.0009221314103342593,
0.14527826011180878,
0.023689676076173782,
0.05963565409183502,
-0.03653787449002266,
-0.04941527917981148,
-0.08786938339471817,
-0.1302499920129776,
0.07952048629522324,
0.00617528660222888,
-0.03664497658610344,
-0.022322306409478188,
0.01230731513351202,
-0.003271812107414007,
0.0006842008442617953,
-0.004064895212650299,
0.02240104414522648,
-0.022179260849952698,
0.008845574222505093,
-0.04433818534016609,
0.020939690992236137,
-0.020726434886455536,
-0.05593553185462952,
-0.002001525368541479,
-0.00028216573991812766,
0.022869642823934555,
0.05866463482379913,
-0.05012524500489235,
-0.004535222426056862,
-0.035179611295461655,
-0.03799561783671379,
-0.08568701893091202,
0.022827593609690666,
0.11670026183128357,
-0.0812809020280838,
0.059043340384960175,
-0.07845070213079453,
-0.030229315161705017,
0.006999144330620766,
-0.008597887121140957,
-0.03189452737569809,
0.02380545437335968,
-0.04945584014058113,
-0.09512754529714584,
-0.03278005123138428,
0.011777195148169994,
-0.0458495169878006,
-0.07151038199663162,
0.025220626965165138,
0.032188497483730316,
-0.015842679888010025,
0.01005453709512949,
-0.052225712686777115,
-0.014172522351145744,
0.0072148749604821205,
-0.058174919337034225,
0.009492182172834873,
0.006138175260275602,
0.07013440132141113,
-0.05377233028411865,
0.021848324686288834,
-0.05727162957191467,
0.025797555223107338,
0.02099553681910038,
0.08785291761159897,
-0.048509348183870316,
-0.012555192224681377,
0.056586265563964844,
0.07697483152151108,
-0.0405207984149456,
0.07052242010831833,
-0.03603854402899742,
-0.0817246213555336,
0.05389314889907837,
0.02151649445295334,
-0.04438913241028786,
0.01783423125743866,
0.004756140056997538,
0.019647229462862015,
-0.04270242527127266,
-0.037971362471580505,
-0.07095556706190109,
0.028666574507951736,
-0.05500718578696251,
-0.06786414980888367,
-0.03624466434121132,
-0.0837429016828537,
-0.0743606761097908,
-0.004200613591820002,
0.0733911395072937,
-0.02599806897342205,
0.03696047514677048,
-0.031797416508197784,
0.010952929966151714,
-2.7028069976769853e-33,
0.007490128744393587,
-0.07847955822944641,
0.10341881960630417,
-0.04418906942009926,
-0.03974675387144089,
0.024734502658247948,
0.0191805362701416,
-0.020607542246580124,
0.06821221858263016,
-0.1065417006611824,
0.08241400122642517,
-0.0011980583658441901,
-0.0820760577917099,
0.06284583359956741,
0.006659690756350756,
0.04643867164850235,
-0.014923878945410252,
0.03019830584526062,
0.042171429842710495,
-0.025626564398407936,
0.027666160836815834,
-0.020536014810204506,
-0.00659903371706605,
0.015134499408304691,
-0.05978366360068321,
0.028693633154034615,
-0.008253585547208786,
0.04618171602487564,
-0.024811215698719025,
0.02303309552371502,
-0.08977809548377991,
-0.010990278795361519,
-0.030764134600758553,
-0.005129125434905291,
-0.11282547563314438,
0.07782062888145447,
0.02529413066804409,
0.027362633496522903,
0.11910035461187363,
-0.09609221667051315,
0.013162646442651749,
0.02703697606921196,
-0.06005306914448738,
-0.005554653704166412,
-0.0005640332819893956,
0.0021905202884227037,
-0.02528071030974388,
0.07567869871854782,
-0.06546889990568161,
0.003997418098151684,
-0.07742481678724289,
0.02608918584883213,
-0.031823668628931046,
-0.04878201708197594,
-0.0820479616522789,
0.057165395468473434,
-0.017013030126690865,
-0.06522113084793091,
0.08069928735494614,
-0.048868581652641296,
-0.07186247408390045,
-0.05861668288707733,
0.0046951789408922195,
-0.024761518463492393,
0.013066056184470654,
0.023719538003206253,
0.04258839786052704,
-0.032866835594177246,
0.05383270978927612,
-0.04022575914859772,
0.01638244092464447,
0.01512076798826456,
0.05671209096908569,
0.05865700915455818,
0.08710385859012604,
-0.012984897010028362,
-0.028897888958454132,
-0.1427692025899887,
0.00308898719958961,
-0.031485144048929214,
-0.0065812305547297,
-0.0018130741082131863,
-0.05172836780548096,
-0.020969081670045853,
0.12540291249752045,
0.07588497549295425,
0.009066064842045307,
0.01222984865307808,
0.048057958483695984,
0.03635004535317421,
-0.00750764412805438,
0.029304245486855507,
0.00013753755774814636,
0.09796251356601715,
-0.05319739133119583,
-4.499131023294467e-8,
0.009568320587277412,
-0.027112698182463646,
0.016419367864727974,
0.02268240973353386,
0.04167115315794945,
0.09575201570987701,
0.010997951962053776,
0.04477953538298607,
0.08086865395307541,
-0.04767951741814613,
0.06493815779685974,
0.07668507844209671,
-0.06381405144929886,
0.003071047831326723,
0.04204975441098213,
0.0604434572160244,
-0.07917074114084244,
-0.04687175154685974,
-0.05406314507126808,
0.014656977728009224,
-0.008788658306002617,
-0.0036347012501209974,
-0.055988509207963943,
0.06784249097108841,
0.07163652777671814,
-0.05320252105593681,
-0.010527366772294044,
0.09288522601127625,
0.0026689160149544477,
-0.09272824227809906,
0.010350522585213184,
-0.0001332586834905669,
-0.0900975689291954,
0.030777595937252045,
-0.08144155144691467,
-0.024581946432590485,
-0.048458632081747055,
-0.050419941544532776,
-0.014837690629065037,
0.09306830167770386,
0.016511833295226097,
0.06943202018737793,
-0.04824947193264961,
-0.013691829517483711,
-0.008770683780312538,
0.11280257254838943,
-0.013055840507149696,
-0.01562890224158764,
0.01579425111413002,
-0.03064180538058281,
-0.019596276804804802,
-0.006369327660650015,
-0.0020027600694447756,
0.03765790909528732,
-0.039179641753435135,
0.06056733429431915,
0.029668517410755157,
0.012039544992148876,
-0.03243674337863922,
0.039710626006126404,
-0.01567278616130352,
-0.04552226886153221,
0.007696859538555145,
-0.06696635484695435
] |
1402.0897
|
Bartek Klin
|
Miko{\l}aj Boja\'nczyk (University of Warsaw), Bartek Klin (University
of Warsaw), S{\l}awomir Lasota (University of Warsaw)
|
Automata theory in nominal sets
| null |
Logical Methods in Computer Science, Volume 10, Issue 3 (August
15, 2014) lmcs:1157
|
10.2168/LMCS-10(3:4)2014
| null |
cs.LO cs.FL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We study languages over infinite alphabets equipped with some structure that
can be tested by recognizing automata. We develop a framework for studying such
alphabets and the ensuing automata theory, where the key role is played by an
automorphism group of the alphabet. In the process, we generalize nominal sets
due to Gabbay and Pitts.
|
[
{
"created": "Tue, 4 Feb 2014 22:09:30 GMT",
"version": "v1"
},
{
"created": "Thu, 14 Aug 2014 19:49:34 GMT",
"version": "v2"
}
] |
2015-07-01
|
[
[
"Bojańczyk",
"Mikołaj",
"",
"University of Warsaw"
],
[
"Klin",
"Bartek",
"",
"University\n of Warsaw"
],
[
"Lasota",
"Sławomir",
"",
"University of Warsaw"
]
] |
[
-0.0717245414853096,
0.019076045602560043,
-0.004517826251685619,
-0.06260867416858673,
-0.11052121222019196,
0.04633045196533203,
0.0541323646903038,
-0.08225667476654053,
0.005902032367885113,
-0.029165903106331825,
0.015682026743888855,
-0.09290462732315063,
0.018954288214445114,
0.06298749893903732,
-0.01032288372516632,
-0.059085845947265625,
-0.018217649310827255,
-0.04682425409555435,
-0.024800334125757217,
-0.0654713436961174,
0.02627951093018055,
0.0339287705719471,
-0.06108614057302475,
-0.016527695581316948,
-0.02776051126420498,
0.0700358897447586,
-0.0760866031050682,
-0.07269377261400223,
0.07138149440288544,
-0.027531560510396957,
-0.08637608587741852,
0.012301967479288578,
0.05938059464097023,
0.06308522820472717,
0.05587049201130867,
0.005268128123134375,
0.04747196286916733,
0.07374238222837448,
-0.01750493049621582,
-0.0024614937137812376,
0.004601799882948399,
-0.026116350665688515,
0.047272998839616776,
0.04162286967039108,
0.015950756147503853,
0.11012282222509384,
0.01841566152870655,
0.07360479235649109,
-0.09117316454648972,
-0.05538629740476608,
-0.04783029481768608,
-0.01879929006099701,
-0.039472393691539764,
0.07350151240825653,
-0.029841186478734016,
-0.009938607923686504,
0.07058685272932053,
-0.050940390676259995,
-0.06388083845376968,
-0.06835746765136719,
-0.033413611352443695,
-0.01599510945379734,
-0.0357610322535038,
0.012932438403367996,
-0.010137631557881832,
0.05711031332612038,
-0.001343949930742383,
-0.014356117695569992,
0.013202558271586895,
0.0817127674818039,
0.005870356690138578,
-0.003756873309612274,
-0.029759299010038376,
0.08775340765714645,
0.03747852146625519,
-0.016189711168408394,
-0.04197466000914574,
-0.08966221660375595,
0.03609661012887955,
-0.02261503040790558,
-0.0854894146323204,
-0.09977582097053528,
-0.014262444339692593,
0.07326433062553406,
0.02305612526834011,
0.040219247341156006,
-0.023718031123280525,
0.0000704661215422675,
-0.07999050617218018,
0.023464299738407135,
-0.020277416333556175,
-0.10339830815792084,
0.12627115845680237,
0.00519757391884923,
0.01928633637726307,
0.03959814831614494,
0.056681495159864426,
-0.014922110363841057,
0.07901826500892639,
0.04481847211718559,
0.041117630898952484,
0.009895402938127518,
0.0007978616049513221,
-0.050082869827747345,
-0.05336463451385498,
0.05080834776163101,
-0.033687762916088104,
-0.07583191245794296,
0.09695746004581451,
-0.05985546484589577,
-0.02397698163986206,
-0.03202800080180168,
0.0014574414817616343,
-0.024639898911118507,
-0.1045689508318901,
-0.05790461227297783,
0.00338759645819664,
-0.016910197213292122,
0.041063565760850906,
-0.016835026443004608,
0.07121369987726212,
-0.02774345502257347,
0.0016376874409615993,
0.057324692606925964,
0.07441853731870651,
0.027136923745274544,
-0.05674928426742554,
-3.6096940935096645e-33,
0.03177668899297714,
0.058176424354314804,
-0.06506586819887161,
-0.014519919641315937,
-0.006728070788085461,
0.003164255525916815,
0.025698084384202957,
-0.029844796285033226,
-0.04855545610189438,
0.012621969915926456,
0.013739241287112236,
0.12534280121326447,
-0.03288554400205612,
0.0686744824051857,
0.046626996248960495,
0.08181136846542358,
0.0868917852640152,
-0.020667731761932373,
-0.0029301438480615616,
-0.06087546795606613,
0.07332094013690948,
0.13987939059734344,
-0.01579064317047596,
-0.03468960151076317,
-0.0225161574780941,
0.028054192662239075,
0.027208106592297554,
-0.00999428704380989,
-0.03508525341749191,
0.04789133742451668,
-0.052225470542907715,
-0.00939857866615057,
-0.022027121856808662,
0.15322528779506683,
-0.050785936415195465,
-0.06151505559682846,
-0.021120969206094742,
-0.029705088585615158,
0.01902042143046856,
-0.04291890561580658,
0.06610357016324997,
0.0674520954489708,
-0.026375489309430122,
0.01269646268337965,
0.03506999835371971,
-0.03482595831155777,
0.008257530629634857,
0.011054696515202522,
-0.030554788187146187,
-0.06569422781467438,
0.052416373044252396,
-0.08740253746509552,
-0.07750587910413742,
0.008471261709928513,
0.01350452471524477,
0.03978109732270241,
-0.016834639012813568,
0.059013914316892624,
-0.018211228772997856,
0.05764507129788399,
-0.018277455121278763,
0.0009915726259350777,
0.06252924352884293,
0.025586917996406555,
-0.011185278184711933,
0.0005560696008615196,
-0.0360674187541008,
-0.04850185289978981,
0.05646926537156105,
0.06705494225025177,
-0.027848856523633003,
0.0007166092982515693,
-0.01625058613717556,
0.056936927139759064,
0.0056047639809548855,
-0.009966560639441013,
0.02401750162243843,
-0.12437710911035538,
-0.0998086929321289,
0.08292008936405182,
0.04199763387441635,
-0.04572373628616333,
0.03300011157989502,
-0.004613799974322319,
0.015915406867861748,
-0.050316404551267624,
0.03268749266862869,
-0.07295799255371094,
-0.01719565875828266,
-0.14092811942100525,
-0.07260403782129288,
-0.0106643782928586,
0.07097698003053665,
0.017621908336877823,
0.0031281481496989727,
-1.3413395223210269e-33,
-0.018808824941515923,
-0.034869782626628876,
-0.013281390070915222,
0.01847480796277523,
-0.057437654584646225,
-0.11533612012863159,
0.02932542935013771,
0.052594318985939026,
-0.038430094718933105,
-0.03706370294094086,
-0.023120218887925148,
0.05047111213207245,
0.0559806153178215,
0.02827274054288864,
0.0024634692817926407,
-0.05846550688147545,
0.10896900296211243,
-0.02482428215444088,
0.02949070744216442,
-0.02253667823970318,
-0.0413772389292717,
0.003689264878630638,
-0.10819175094366074,
0.020662372931838036,
0.05032099038362503,
0.002838878659531474,
-0.06952259689569473,
0.040505677461624146,
-0.04377831518650055,
0.12611661851406097,
-0.007930810563266277,
-0.05171459913253784,
-0.06959918886423111,
0.004962450359016657,
-0.02610522136092186,
-0.034046683460474014,
0.05651337653398514,
0.06994964182376862,
-0.005767036695033312,
0.013566428795456886,
0.005571751389652491,
-0.03381909430027008,
0.057851385325193405,
0.02899528481066227,
0.06421197950839996,
-0.09973689168691635,
-0.030741075053811073,
0.05975526198744774,
-0.0641973465681076,
-0.026778360828757286,
0.08504044264554977,
0.019514966756105423,
0.08892735838890076,
-0.037666983902454376,
0.002718216273933649,
0.0629967674612999,
0.012993884272873402,
-0.032463788986206055,
-0.026481570675969124,
0.04295653477311134,
-0.017521068453788757,
-0.026241442188620567,
0.03135203570127487,
0.03288738429546356,
0.014752431772649288,
-0.026630764827132225,
-0.09272956103086472,
-0.010773204267024994,
0.013961011543869972,
-0.08806353807449341,
0.06332804262638092,
-0.012490195222198963,
-0.1378421187400818,
0.06316851824522018,
0.0043327235616743565,
0.001958440989255905,
-0.049709293991327286,
0.0002095660602208227,
0.012173064053058624,
0.011867375113070011,
-0.045329682528972626,
0.010258522816002369,
-0.027029547840356827,
0.039359793066978455,
-0.03944223001599312,
-0.014369027689099312,
0.02352229692041874,
0.05913048982620239,
0.07815054804086685,
0.00539696728810668,
0.07191210985183716,
0.04922620579600334,
0.05277371034026146,
0.013117681257426739,
-0.026199379935860634,
-3.225713030019506e-8,
-0.03663298115134239,
0.005034998059272766,
0.036149609833955765,
0.018347440287470818,
-0.004749656654894352,
-0.057288434356451035,
-0.025422589853405952,
-0.007521668914705515,
0.03140786662697792,
-0.0755029246211052,
0.037464652210474014,
0.08547288179397583,
-0.07090485841035843,
0.03950667381286621,
-0.03234415873885155,
0.014501980505883694,
0.03291706740856171,
0.06416624784469604,
-0.04066983610391617,
0.08325203508138657,
0.011286715976893902,
0.006093788892030716,
-0.04272540286183357,
-0.03579135984182358,
-0.12153831869363785,
-0.03582450747489929,
0.005389447323977947,
-0.058456648141145706,
-0.04080818593502045,
0.09712669253349304,
0.020430201664566994,
0.04670649394392967,
0.012560149654746056,
-0.04774013161659241,
-0.005408084951341152,
0.03730331361293793,
-0.02068307250738144,
-0.06103145703673363,
-0.017445595934987068,
-0.09332598000764847,
0.08443257957696915,
-0.03204895928502083,
-0.05741196498274803,
0.010019599460065365,
0.05010569468140602,
-0.09170480817556381,
-0.015335976146161556,
-0.08064765483140945,
-0.010701373219490051,
0.006421837955713272,
-0.001444055698812008,
0.06325812637805939,
-0.03351574391126633,
-0.012577674351632595,
0.016091346740722656,
0.01275534089654684,
-0.0414142981171608,
-0.017665348947048187,
0.02452458254992962,
-0.03520335629582405,
-0.007428278680890799,
0.03985007479786873,
0.08059989660978317,
0.004580708686262369
] | null | null | null | null | null | null | null |
[
-0.0717245414853096,
0.019076045602560043,
-0.004517826251685619,
-0.06260867416858673,
-0.11052121222019196,
0.04633045196533203,
0.0541323646903038,
-0.08225667476654053,
0.005902032367885113,
-0.029165903106331825,
0.015682026743888855,
-0.09290462732315063,
0.018954288214445114,
0.06298749893903732,
-0.01032288372516632,
-0.059085845947265625,
-0.018217649310827255,
-0.04682425409555435,
-0.024800334125757217,
-0.0654713436961174,
0.02627951093018055,
0.0339287705719471,
-0.06108614057302475,
-0.016527695581316948,
-0.02776051126420498,
0.0700358897447586,
-0.0760866031050682,
-0.07269377261400223,
0.07138149440288544,
-0.027531560510396957,
-0.08637608587741852,
0.012301967479288578,
0.05938059464097023,
0.06308522820472717,
0.05587049201130867,
0.005268128123134375,
0.04747196286916733,
0.07374238222837448,
-0.01750493049621582,
-0.0024614937137812376,
0.004601799882948399,
-0.026116350665688515,
0.047272998839616776,
0.04162286967039108,
0.015950756147503853,
0.11012282222509384,
0.01841566152870655,
0.07360479235649109,
-0.09117316454648972,
-0.05538629740476608,
-0.04783029481768608,
-0.01879929006099701,
-0.039472393691539764,
0.07350151240825653,
-0.029841186478734016,
-0.009938607923686504,
0.07058685272932053,
-0.050940390676259995,
-0.06388083845376968,
-0.06835746765136719,
-0.033413611352443695,
-0.01599510945379734,
-0.0357610322535038,
0.012932438403367996,
-0.010137631557881832,
0.05711031332612038,
-0.001343949930742383,
-0.014356117695569992,
0.013202558271586895,
0.0817127674818039,
0.005870356690138578,
-0.003756873309612274,
-0.029759299010038376,
0.08775340765714645,
0.03747852146625519,
-0.016189711168408394,
-0.04197466000914574,
-0.08966221660375595,
0.03609661012887955,
-0.02261503040790558,
-0.0854894146323204,
-0.09977582097053528,
-0.014262444339692593,
0.07326433062553406,
0.02305612526834011,
0.040219247341156006,
-0.023718031123280525,
0.0000704661215422675,
-0.07999050617218018,
0.023464299738407135,
-0.020277416333556175,
-0.10339830815792084,
0.12627115845680237,
0.00519757391884923,
0.01928633637726307,
0.03959814831614494,
0.056681495159864426,
-0.014922110363841057,
0.07901826500892639,
0.04481847211718559,
0.041117630898952484,
0.009895402938127518,
0.0007978616049513221,
-0.050082869827747345,
-0.05336463451385498,
0.05080834776163101,
-0.033687762916088104,
-0.07583191245794296,
0.09695746004581451,
-0.05985546484589577,
-0.02397698163986206,
-0.03202800080180168,
0.0014574414817616343,
-0.024639898911118507,
-0.1045689508318901,
-0.05790461227297783,
0.00338759645819664,
-0.016910197213292122,
0.041063565760850906,
-0.016835026443004608,
0.07121369987726212,
-0.02774345502257347,
0.0016376874409615993,
0.057324692606925964,
0.07441853731870651,
0.027136923745274544,
-0.05674928426742554,
-3.6096940935096645e-33,
0.03177668899297714,
0.058176424354314804,
-0.06506586819887161,
-0.014519919641315937,
-0.006728070788085461,
0.003164255525916815,
0.025698084384202957,
-0.029844796285033226,
-0.04855545610189438,
0.012621969915926456,
0.013739241287112236,
0.12534280121326447,
-0.03288554400205612,
0.0686744824051857,
0.046626996248960495,
0.08181136846542358,
0.0868917852640152,
-0.020667731761932373,
-0.0029301438480615616,
-0.06087546795606613,
0.07332094013690948,
0.13987939059734344,
-0.01579064317047596,
-0.03468960151076317,
-0.0225161574780941,
0.028054192662239075,
0.027208106592297554,
-0.00999428704380989,
-0.03508525341749191,
0.04789133742451668,
-0.052225470542907715,
-0.00939857866615057,
-0.022027121856808662,
0.15322528779506683,
-0.050785936415195465,
-0.06151505559682846,
-0.021120969206094742,
-0.029705088585615158,
0.01902042143046856,
-0.04291890561580658,
0.06610357016324997,
0.0674520954489708,
-0.026375489309430122,
0.01269646268337965,
0.03506999835371971,
-0.03482595831155777,
0.008257530629634857,
0.011054696515202522,
-0.030554788187146187,
-0.06569422781467438,
0.052416373044252396,
-0.08740253746509552,
-0.07750587910413742,
0.008471261709928513,
0.01350452471524477,
0.03978109732270241,
-0.016834639012813568,
0.059013914316892624,
-0.018211228772997856,
0.05764507129788399,
-0.018277455121278763,
0.0009915726259350777,
0.06252924352884293,
0.025586917996406555,
-0.011185278184711933,
0.0005560696008615196,
-0.0360674187541008,
-0.04850185289978981,
0.05646926537156105,
0.06705494225025177,
-0.027848856523633003,
0.0007166092982515693,
-0.01625058613717556,
0.056936927139759064,
0.0056047639809548855,
-0.009966560639441013,
0.02401750162243843,
-0.12437710911035538,
-0.0998086929321289,
0.08292008936405182,
0.04199763387441635,
-0.04572373628616333,
0.03300011157989502,
-0.004613799974322319,
0.015915406867861748,
-0.050316404551267624,
0.03268749266862869,
-0.07295799255371094,
-0.01719565875828266,
-0.14092811942100525,
-0.07260403782129288,
-0.0106643782928586,
0.07097698003053665,
0.017621908336877823,
0.0031281481496989727,
-1.3413395223210269e-33,
-0.018808824941515923,
-0.034869782626628876,
-0.013281390070915222,
0.01847480796277523,
-0.057437654584646225,
-0.11533612012863159,
0.02932542935013771,
0.052594318985939026,
-0.038430094718933105,
-0.03706370294094086,
-0.023120218887925148,
0.05047111213207245,
0.0559806153178215,
0.02827274054288864,
0.0024634692817926407,
-0.05846550688147545,
0.10896900296211243,
-0.02482428215444088,
0.02949070744216442,
-0.02253667823970318,
-0.0413772389292717,
0.003689264878630638,
-0.10819175094366074,
0.020662372931838036,
0.05032099038362503,
0.002838878659531474,
-0.06952259689569473,
0.040505677461624146,
-0.04377831518650055,
0.12611661851406097,
-0.007930810563266277,
-0.05171459913253784,
-0.06959918886423111,
0.004962450359016657,
-0.02610522136092186,
-0.034046683460474014,
0.05651337653398514,
0.06994964182376862,
-0.005767036695033312,
0.013566428795456886,
0.005571751389652491,
-0.03381909430027008,
0.057851385325193405,
0.02899528481066227,
0.06421197950839996,
-0.09973689168691635,
-0.030741075053811073,
0.05975526198744774,
-0.0641973465681076,
-0.026778360828757286,
0.08504044264554977,
0.019514966756105423,
0.08892735838890076,
-0.037666983902454376,
0.002718216273933649,
0.0629967674612999,
0.012993884272873402,
-0.032463788986206055,
-0.026481570675969124,
0.04295653477311134,
-0.017521068453788757,
-0.026241442188620567,
0.03135203570127487,
0.03288738429546356,
0.014752431772649288,
-0.026630764827132225,
-0.09272956103086472,
-0.010773204267024994,
0.013961011543869972,
-0.08806353807449341,
0.06332804262638092,
-0.012490195222198963,
-0.1378421187400818,
0.06316851824522018,
0.0043327235616743565,
0.001958440989255905,
-0.049709293991327286,
0.0002095660602208227,
0.012173064053058624,
0.011867375113070011,
-0.045329682528972626,
0.010258522816002369,
-0.027029547840356827,
0.039359793066978455,
-0.03944223001599312,
-0.014369027689099312,
0.02352229692041874,
0.05913048982620239,
0.07815054804086685,
0.00539696728810668,
0.07191210985183716,
0.04922620579600334,
0.05277371034026146,
0.013117681257426739,
-0.026199379935860634,
-3.225713030019506e-8,
-0.03663298115134239,
0.005034998059272766,
0.036149609833955765,
0.018347440287470818,
-0.004749656654894352,
-0.057288434356451035,
-0.025422589853405952,
-0.007521668914705515,
0.03140786662697792,
-0.0755029246211052,
0.037464652210474014,
0.08547288179397583,
-0.07090485841035843,
0.03950667381286621,
-0.03234415873885155,
0.014501980505883694,
0.03291706740856171,
0.06416624784469604,
-0.04066983610391617,
0.08325203508138657,
0.011286715976893902,
0.006093788892030716,
-0.04272540286183357,
-0.03579135984182358,
-0.12153831869363785,
-0.03582450747489929,
0.005389447323977947,
-0.058456648141145706,
-0.04080818593502045,
0.09712669253349304,
0.020430201664566994,
0.04670649394392967,
0.012560149654746056,
-0.04774013161659241,
-0.005408084951341152,
0.03730331361293793,
-0.02068307250738144,
-0.06103145703673363,
-0.017445595934987068,
-0.09332598000764847,
0.08443257957696915,
-0.03204895928502083,
-0.05741196498274803,
0.010019599460065365,
0.05010569468140602,
-0.09170480817556381,
-0.015335976146161556,
-0.08064765483140945,
-0.010701373219490051,
0.006421837955713272,
-0.001444055698812008,
0.06325812637805939,
-0.03351574391126633,
-0.012577674351632595,
0.016091346740722656,
0.01275534089654684,
-0.0414142981171608,
-0.017665348947048187,
0.02452458254992962,
-0.03520335629582405,
-0.007428278680890799,
0.03985007479786873,
0.08059989660978317,
0.004580708686262369
] |
1402.0898
|
Rui Wu
|
Rui Wu, Vinod Prabhakaran, Pramod Viswanath and Yi Wang
|
Interference Channels with Half-Duplex Source Cooperation
|
final version submitted to IEEE Transaction on Information Theory
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The performance gain by allowing half-duplex source cooperation is studied
for Gaussian interference channels. The source cooperation is {\em in-band},
meaning that each source can listen to the other source's transmission, but
there is no independent (or orthogonal) channel between the sources. The
half-duplex constraint supposes that at each time instant the sources can
either transmit or listen, but not do both.
Our main result is a characterization of the sum capacity when the
cooperation is bidirectional and the channel gains are symmetric. With
unidirectional cooperation, we essentially have a cognitive radio channel. By
requiring the primary to achieve a rate close to its link capacity, the best
possible rate for the secondary is characterized within a constant. Novel inner
and outer bounds are derived as part of these characterizations.
|
[
{
"created": "Tue, 4 Feb 2014 22:12:10 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Wu",
"Rui",
""
],
[
"Prabhakaran",
"Vinod",
""
],
[
"Viswanath",
"Pramod",
""
],
[
"Wang",
"Yi",
""
]
] |
[
0.031960029155015945,
-0.01790637895464897,
-0.043177325278520584,
-0.04919497296214104,
-0.03893712908029556,
0.023179970681667328,
0.030033495277166367,
-0.04686455428600311,
0.02354748174548149,
0.0336528904736042,
0.0018252696609124541,
0.08668611943721771,
0.09678909927606583,
-0.01763251982629299,
0.004017218016088009,
0.0008902393165044487,
0.11933871358633041,
-0.04594755545258522,
-0.04772266373038292,
0.06388147920370102,
0.04550551250576973,
-0.059960320591926575,
-0.011715281754732132,
-0.014340841211378574,
0.0824519693851471,
-0.0807117149233818,
0.04790182411670685,
-0.022395342588424683,
0.03233983367681503,
-0.012595348991453648,
0.0037576258182525635,
-0.0008270226535387337,
-0.007033166475594044,
-0.04679466784000397,
-0.060635458678007126,
-0.05320682376623154,
0.021097946912050247,
0.020045612007379532,
0.08991681784391403,
0.07578574866056442,
-0.049577128142118454,
0.022754011675715446,
-0.04628030210733414,
0.01623065397143364,
-0.12134204804897308,
-0.0027179615572094917,
-0.0023404948879033327,
0.004684748128056526,
-0.03625534102320671,
-0.0961003378033638,
0.015261710621416569,
0.10446155816316605,
-0.007900996133685112,
0.10920744389295578,
0.08873867988586426,
-0.01545510720461607,
-0.14171557128429413,
0.023066550493240356,
-0.05048258230090141,
0.08994662016630173,
-0.0322718545794487,
0.005235259421169758,
-0.0018578509334474802,
-0.03193150833249092,
-0.00745881674811244,
0.002261335728690028,
-0.005388555116951466,
0.10650243610143661,
-0.1051841676235199,
0.0392519012093544,
-0.0355181060731411,
-0.057088106870651245,
-0.014695417135953903,
-0.06350077688694,
0.1540730893611908,
-0.007901725359261036,
-0.03125235065817833,
0.02087496593594551,
0.08510327339172363,
-0.036047130823135376,
-0.05274689942598343,
0.014127613976597786,
-0.06482803821563721,
-0.06876152008771896,
0.025181390345096588,
-0.09108846634626389,
-0.006188086699694395,
0.0684090405702591,
0.07451468706130981,
-0.03345551714301109,
-0.11781138181686401,
0.02959410659968853,
-0.005891713313758373,
0.0038146639708429575,
0.0006454812828451395,
0.02379681169986725,
-0.022777331992983818,
-0.036329157650470734,
0.008557417429983616,
0.027962576597929,
0.034414760768413544,
-0.08033112436532974,
0.01812988892197609,
-0.05778907239437103,
-0.011436724103987217,
-0.04538293927907944,
0.051631420850753784,
0.06167934462428093,
0.06992199271917343,
0.01619800366461277,
0.004368872847408056,
0.03867301344871521,
-0.015681996941566467,
0.001291319145821035,
-0.07143057137727737,
0.14030969142913818,
0.10354972630739212,
0.0811489000916481,
0.04806816205382347,
-0.05337353050708771,
0.00826241821050644,
-0.10331780463457108,
0.03418830409646034,
0.06868192553520203,
0.03920944407582283,
-0.009874832816421986,
-0.01842057704925537,
7.926137084048944e-34,
-0.07259999960660934,
0.018445204943418503,
-0.035276491194963455,
0.018927495926618576,
-0.006580853834748268,
0.04694022983312607,
-0.04129567742347717,
0.0037278991658240557,
0.004711954388767481,
0.006560523994266987,
-0.055487193167209625,
0.027275750413537025,
-0.04939109832048416,
0.04636824131011963,
-0.030771302059292793,
0.050159428268671036,
-0.07667599618434906,
0.019824620336294174,
0.01792902871966362,
-0.06344511359930038,
0.06356848776340485,
-0.012930557131767273,
-0.020130755379796028,
0.018435543403029442,
0.042627912014722824,
-0.08796904236078262,
-0.04576911777257919,
-0.1315736472606659,
0.05429939925670624,
0.0232662633061409,
0.008477403782308102,
0.006447238381952047,
0.04360644146800041,
0.028476692736148834,
-0.037915363907814026,
0.014302452094852924,
0.013662409968674183,
0.03139207512140274,
0.015278332866728306,
0.005631111562252045,
-0.03357664495706558,
-0.03245799243450165,
-0.008342630229890347,
-0.0624861866235733,
-0.002726873615756631,
-0.1317996084690094,
0.09548427909612656,
0.026910394430160522,
-0.05419670045375824,
-0.04475044086575508,
-0.004040811210870743,
0.023738786578178406,
-0.07658565789461136,
0.07065912336111069,
0.07132440060377121,
0.02465236559510231,
-0.03164273127913475,
0.07557139545679092,
0.029630204662680626,
0.10194365680217743,
-0.05161811411380768,
0.009435039013624191,
-0.012269112281501293,
0.011050615459680557,
0.0432206392288208,
0.02013622224330902,
-0.06335672736167908,
0.009341283701360226,
0.09141797572374344,
0.0014518668176606297,
-0.022502902895212173,
-0.019925536587834358,
-0.017195990309119225,
-0.07818016409873962,
-0.003954117652028799,
-0.009263206273317337,
0.02640477940440178,
-0.0436466708779335,
0.04176856204867363,
0.10058470070362091,
-0.04910483583807945,
-0.0317825973033905,
-0.04449618607759476,
0.023734325543045998,
-0.06441645324230194,
0.044705260545015335,
-0.060575857758522034,
-0.03213460370898247,
-0.0547349639236927,
0.08572018891572952,
-0.05367530882358551,
0.06483206152915955,
-0.046156030148267746,
0.0016528901178389788,
0.03836395964026451,
-2.347007632886126e-33,
-0.0011849073925986886,
0.034698788076639175,
0.04153406620025635,
-0.025350024923682213,
0.028229357674717903,
-0.026629868894815445,
-0.0033346081618219614,
-0.05903457850217819,
-0.01893363893032074,
0.021723808720707893,
0.024968279525637627,
0.0006879247957840562,
0.019803354516625404,
0.051154959946870804,
-0.01925140619277954,
-0.051072463393211365,
0.06135113537311554,
0.06071992218494415,
0.02965795435011387,
-0.055774811655282974,
0.052940428256988525,
0.01891942135989666,
0.0386093370616436,
-0.017350174486637115,
0.017091838642954826,
0.03052923083305359,
-0.052083611488342285,
0.06022698059678078,
0.02620711550116539,
0.0914878323674202,
-0.03712129592895508,
-0.028151344507932663,
-0.062467992305755615,
-0.031785305589437485,
0.06236642599105835,
0.0596604086458683,
0.010729622095823288,
0.08993767946958542,
-0.10107830166816711,
0.004698252771049738,
0.006860369350761175,
-0.050246480852365494,
0.012235261499881744,
0.006653924472630024,
0.064946748316288,
-0.06495360285043716,
-0.027861395850777626,
0.014145472086966038,
-0.07615669071674347,
-0.01651461236178875,
0.04781645908951759,
-0.032929349690675735,
-0.027268890291452408,
-0.026961710304021835,
-0.065894715487957,
0.014272266067564487,
0.041028138250112534,
0.07088218629360199,
0.09039123356342316,
0.004634369630366564,
0.023491939529776573,
0.019217630848288536,
-0.07408731430768967,
-0.023359132930636406,
0.0702395886182785,
0.03900829330086708,
0.019211331382393837,
0.06490809470415115,
0.05711480602622032,
0.09145407378673553,
0.010235069319605827,
0.04506707191467285,
-0.017577286809682846,
-0.052611351013183594,
0.02106585167348385,
0.14632786810398102,
-0.02944626659154892,
-0.04018162935972214,
-0.019556131213903427,
0.02890251763164997,
-0.0845278725028038,
0.09600304067134857,
-0.036203306168317795,
0.0015048497589305043,
-0.03315750136971474,
0.049959562718868256,
0.0021823509596288204,
-0.017468972131609917,
-0.039246637374162674,
-0.10328928381204605,
-0.05016837641596794,
0.02494325488805771,
-0.04317681863903999,
0.0076532489620149136,
-0.0469876192510128,
-4.3003375083117135e-8,
-0.044807106256484985,
-0.0491279698908329,
-0.03800289332866669,
-0.02802695892751217,
0.08655411750078201,
-0.0767175704240799,
-0.009270047768950462,
-0.05363306775689125,
-0.01173046138137579,
0.010937537997961044,
-0.004475446417927742,
0.025286920368671417,
0.0029069632291793823,
0.06320150196552277,
0.01934472844004631,
-0.040578801184892654,
-0.044445447623729706,
-0.11534477770328522,
0.004220205824822187,
-0.05518186092376709,
-0.003913526888936758,
-0.05162055790424347,
0.015078315511345863,
0.07439260184764862,
-0.07105200737714767,
0.010014104656875134,
0.07041146606206894,
0.002506293123587966,
0.03299248218536377,
0.012524555437266827,
-0.0061529395170509815,
-0.0006207037367857993,
-0.054783277213573456,
0.06147973611950874,
-0.04813143238425255,
0.025832127779722214,
-0.03964271768927574,
-0.004556349013000727,
-0.043805643916130066,
0.01477038860321045,
0.00931177381426096,
0.015305869281291962,
0.036373570561409,
0.012664344161748886,
0.05896792188286781,
0.03438456729054451,
0.001571389497257769,
-0.029029952362179756,
0.008505807258188725,
-0.06877262890338898,
-0.0013619019882753491,
0.037768661975860596,
-0.007466149050742388,
-0.05271771550178528,
-0.05320165306329727,
-0.019185222685337067,
0.04236511513590813,
-0.11080983281135559,
0.045953068882226944,
-0.0364767424762249,
-0.05193328112363815,
0.12765900790691376,
-0.06568662822246552,
0.003087430028244853
] | null | null | null | null | null | null | null |
[
0.031960029155015945,
-0.01790637895464897,
-0.043177325278520584,
-0.04919497296214104,
-0.03893712908029556,
0.023179970681667328,
0.030033495277166367,
-0.04686455428600311,
0.02354748174548149,
0.0336528904736042,
0.0018252696609124541,
0.08668611943721771,
0.09678909927606583,
-0.01763251982629299,
0.004017218016088009,
0.0008902393165044487,
0.11933871358633041,
-0.04594755545258522,
-0.04772266373038292,
0.06388147920370102,
0.04550551250576973,
-0.059960320591926575,
-0.011715281754732132,
-0.014340841211378574,
0.0824519693851471,
-0.0807117149233818,
0.04790182411670685,
-0.022395342588424683,
0.03233983367681503,
-0.012595348991453648,
0.0037576258182525635,
-0.0008270226535387337,
-0.007033166475594044,
-0.04679466784000397,
-0.060635458678007126,
-0.05320682376623154,
0.021097946912050247,
0.020045612007379532,
0.08991681784391403,
0.07578574866056442,
-0.049577128142118454,
0.022754011675715446,
-0.04628030210733414,
0.01623065397143364,
-0.12134204804897308,
-0.0027179615572094917,
-0.0023404948879033327,
0.004684748128056526,
-0.03625534102320671,
-0.0961003378033638,
0.015261710621416569,
0.10446155816316605,
-0.007900996133685112,
0.10920744389295578,
0.08873867988586426,
-0.01545510720461607,
-0.14171557128429413,
0.023066550493240356,
-0.05048258230090141,
0.08994662016630173,
-0.0322718545794487,
0.005235259421169758,
-0.0018578509334474802,
-0.03193150833249092,
-0.00745881674811244,
0.002261335728690028,
-0.005388555116951466,
0.10650243610143661,
-0.1051841676235199,
0.0392519012093544,
-0.0355181060731411,
-0.057088106870651245,
-0.014695417135953903,
-0.06350077688694,
0.1540730893611908,
-0.007901725359261036,
-0.03125235065817833,
0.02087496593594551,
0.08510327339172363,
-0.036047130823135376,
-0.05274689942598343,
0.014127613976597786,
-0.06482803821563721,
-0.06876152008771896,
0.025181390345096588,
-0.09108846634626389,
-0.006188086699694395,
0.0684090405702591,
0.07451468706130981,
-0.03345551714301109,
-0.11781138181686401,
0.02959410659968853,
-0.005891713313758373,
0.0038146639708429575,
0.0006454812828451395,
0.02379681169986725,
-0.022777331992983818,
-0.036329157650470734,
0.008557417429983616,
0.027962576597929,
0.034414760768413544,
-0.08033112436532974,
0.01812988892197609,
-0.05778907239437103,
-0.011436724103987217,
-0.04538293927907944,
0.051631420850753784,
0.06167934462428093,
0.06992199271917343,
0.01619800366461277,
0.004368872847408056,
0.03867301344871521,
-0.015681996941566467,
0.001291319145821035,
-0.07143057137727737,
0.14030969142913818,
0.10354972630739212,
0.0811489000916481,
0.04806816205382347,
-0.05337353050708771,
0.00826241821050644,
-0.10331780463457108,
0.03418830409646034,
0.06868192553520203,
0.03920944407582283,
-0.009874832816421986,
-0.01842057704925537,
7.926137084048944e-34,
-0.07259999960660934,
0.018445204943418503,
-0.035276491194963455,
0.018927495926618576,
-0.006580853834748268,
0.04694022983312607,
-0.04129567742347717,
0.0037278991658240557,
0.004711954388767481,
0.006560523994266987,
-0.055487193167209625,
0.027275750413537025,
-0.04939109832048416,
0.04636824131011963,
-0.030771302059292793,
0.050159428268671036,
-0.07667599618434906,
0.019824620336294174,
0.01792902871966362,
-0.06344511359930038,
0.06356848776340485,
-0.012930557131767273,
-0.020130755379796028,
0.018435543403029442,
0.042627912014722824,
-0.08796904236078262,
-0.04576911777257919,
-0.1315736472606659,
0.05429939925670624,
0.0232662633061409,
0.008477403782308102,
0.006447238381952047,
0.04360644146800041,
0.028476692736148834,
-0.037915363907814026,
0.014302452094852924,
0.013662409968674183,
0.03139207512140274,
0.015278332866728306,
0.005631111562252045,
-0.03357664495706558,
-0.03245799243450165,
-0.008342630229890347,
-0.0624861866235733,
-0.002726873615756631,
-0.1317996084690094,
0.09548427909612656,
0.026910394430160522,
-0.05419670045375824,
-0.04475044086575508,
-0.004040811210870743,
0.023738786578178406,
-0.07658565789461136,
0.07065912336111069,
0.07132440060377121,
0.02465236559510231,
-0.03164273127913475,
0.07557139545679092,
0.029630204662680626,
0.10194365680217743,
-0.05161811411380768,
0.009435039013624191,
-0.012269112281501293,
0.011050615459680557,
0.0432206392288208,
0.02013622224330902,
-0.06335672736167908,
0.009341283701360226,
0.09141797572374344,
0.0014518668176606297,
-0.022502902895212173,
-0.019925536587834358,
-0.017195990309119225,
-0.07818016409873962,
-0.003954117652028799,
-0.009263206273317337,
0.02640477940440178,
-0.0436466708779335,
0.04176856204867363,
0.10058470070362091,
-0.04910483583807945,
-0.0317825973033905,
-0.04449618607759476,
0.023734325543045998,
-0.06441645324230194,
0.044705260545015335,
-0.060575857758522034,
-0.03213460370898247,
-0.0547349639236927,
0.08572018891572952,
-0.05367530882358551,
0.06483206152915955,
-0.046156030148267746,
0.0016528901178389788,
0.03836395964026451,
-2.347007632886126e-33,
-0.0011849073925986886,
0.034698788076639175,
0.04153406620025635,
-0.025350024923682213,
0.028229357674717903,
-0.026629868894815445,
-0.0033346081618219614,
-0.05903457850217819,
-0.01893363893032074,
0.021723808720707893,
0.024968279525637627,
0.0006879247957840562,
0.019803354516625404,
0.051154959946870804,
-0.01925140619277954,
-0.051072463393211365,
0.06135113537311554,
0.06071992218494415,
0.02965795435011387,
-0.055774811655282974,
0.052940428256988525,
0.01891942135989666,
0.0386093370616436,
-0.017350174486637115,
0.017091838642954826,
0.03052923083305359,
-0.052083611488342285,
0.06022698059678078,
0.02620711550116539,
0.0914878323674202,
-0.03712129592895508,
-0.028151344507932663,
-0.062467992305755615,
-0.031785305589437485,
0.06236642599105835,
0.0596604086458683,
0.010729622095823288,
0.08993767946958542,
-0.10107830166816711,
0.004698252771049738,
0.006860369350761175,
-0.050246480852365494,
0.012235261499881744,
0.006653924472630024,
0.064946748316288,
-0.06495360285043716,
-0.027861395850777626,
0.014145472086966038,
-0.07615669071674347,
-0.01651461236178875,
0.04781645908951759,
-0.032929349690675735,
-0.027268890291452408,
-0.026961710304021835,
-0.065894715487957,
0.014272266067564487,
0.041028138250112534,
0.07088218629360199,
0.09039123356342316,
0.004634369630366564,
0.023491939529776573,
0.019217630848288536,
-0.07408731430768967,
-0.023359132930636406,
0.0702395886182785,
0.03900829330086708,
0.019211331382393837,
0.06490809470415115,
0.05711480602622032,
0.09145407378673553,
0.010235069319605827,
0.04506707191467285,
-0.017577286809682846,
-0.052611351013183594,
0.02106585167348385,
0.14632786810398102,
-0.02944626659154892,
-0.04018162935972214,
-0.019556131213903427,
0.02890251763164997,
-0.0845278725028038,
0.09600304067134857,
-0.036203306168317795,
0.0015048497589305043,
-0.03315750136971474,
0.049959562718868256,
0.0021823509596288204,
-0.017468972131609917,
-0.039246637374162674,
-0.10328928381204605,
-0.05016837641596794,
0.02494325488805771,
-0.04317681863903999,
0.0076532489620149136,
-0.0469876192510128,
-4.3003375083117135e-8,
-0.044807106256484985,
-0.0491279698908329,
-0.03800289332866669,
-0.02802695892751217,
0.08655411750078201,
-0.0767175704240799,
-0.009270047768950462,
-0.05363306775689125,
-0.01173046138137579,
0.010937537997961044,
-0.004475446417927742,
0.025286920368671417,
0.0029069632291793823,
0.06320150196552277,
0.01934472844004631,
-0.040578801184892654,
-0.044445447623729706,
-0.11534477770328522,
0.004220205824822187,
-0.05518186092376709,
-0.003913526888936758,
-0.05162055790424347,
0.015078315511345863,
0.07439260184764862,
-0.07105200737714767,
0.010014104656875134,
0.07041146606206894,
0.002506293123587966,
0.03299248218536377,
0.012524555437266827,
-0.0061529395170509815,
-0.0006207037367857993,
-0.054783277213573456,
0.06147973611950874,
-0.04813143238425255,
0.025832127779722214,
-0.03964271768927574,
-0.004556349013000727,
-0.043805643916130066,
0.01477038860321045,
0.00931177381426096,
0.015305869281291962,
0.036373570561409,
0.012664344161748886,
0.05896792188286781,
0.03438456729054451,
0.001571389497257769,
-0.029029952362179756,
0.008505807258188725,
-0.06877262890338898,
-0.0013619019882753491,
0.037768661975860596,
-0.007466149050742388,
-0.05271771550178528,
-0.05320165306329727,
-0.019185222685337067,
0.04236511513590813,
-0.11080983281135559,
0.045953068882226944,
-0.0364767424762249,
-0.05193328112363815,
0.12765900790691376,
-0.06568662822246552,
0.003087430028244853
] |
1402.0911
|
Rich Meier
|
Rich Meier, Eduardo Cotilla-Sanchez, Alan Fern
|
A Policy Switching Approach to Consolidating Load Shedding and Islanding
Protection Schemes
|
Full Paper Accepted to PSCC 2014 - IEEE Co-Sponsored Conference. 7
Pages, 2 Figures, 2 Tables
| null |
10.1109/PSCC.2014.7038306
| null |
cs.SY physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In recent years there have been many improvements in the reliability of
critical infrastructure systems. Despite these improvements, the power systems
industry has seen relatively small advances in this regard. For instance, power
quality deficiencies, a high number of localized contingencies, and large
cascading outages are still too widespread. Though progress has been made in
improving generation, transmission, and distribution infrastructure, remedial
action schemes (RAS) remain non-standardized and are often not uniformly
implemented across different utilities, ISOs, and RTOs. Traditionally, load
shedding and islanding have been successful protection measures in restraining
propagation of contingencies and large cascading outages. This paper proposes a
novel, algorithmic approach to selecting RAS policies to optimize the operation
of the power network during and after a contingency. Specifically, we use
policy-switching to consolidate traditional load shedding and islanding
schemes. In order to model and simulate the functionality of the proposed power
systems protection algorithm, we conduct Monte-Carlo, time-domain simulations
using Siemens PSS/E. The algorithm is tested via experiments on the IEEE-39
topology to demonstrate that the proposed approach achieves optimal power
system performance during emergency situations, given a specific set of RAS
policies.
|
[
{
"created": "Tue, 4 Feb 2014 23:21:42 GMT",
"version": "v1"
},
{
"created": "Sat, 9 Aug 2014 19:02:11 GMT",
"version": "v2"
}
] |
2016-11-17
|
[
[
"Meier",
"Rich",
""
],
[
"Cotilla-Sanchez",
"Eduardo",
""
],
[
"Fern",
"Alan",
""
]
] |
[
-0.029788466170430183,
0.04107557609677315,
0.008141068741679192,
0.035894762724637985,
0.062379151582717896,
-0.021897075697779655,
0.0003673218307085335,
-0.00486036017537117,
0.029863515868782997,
0.0651199147105217,
-0.029074814170598984,
0.05620377138257027,
0.03396768495440483,
-0.03465479612350464,
0.0626085177063942,
0.0392925925552845,
0.07703698426485062,
-0.05991707369685173,
-0.08929838985204697,
-0.04864144325256348,
0.09769254177808762,
-0.004728927742689848,
-0.10896895080804825,
-0.0608651377260685,
0.049356359988451004,
-0.0357244573533535,
0.05179810896515846,
-0.0648481473326683,
-0.06821716576814651,
-0.013243296183645725,
-0.034767311066389084,
-0.07881518453359604,
-0.0628809854388237,
-0.1332072913646698,
-0.016725996509194374,
0.13465538620948792,
-0.04285508766770363,
-0.027178991585969925,
0.008529271930456161,
-0.014541056007146835,
-0.01733781397342682,
0.051410626620054245,
0.035713497549295425,
0.013978734612464905,
-0.003691446501761675,
-0.000012430309652700089,
0.044075991958379745,
-0.00033451704075559974,
0.006480567157268524,
-0.021158915013074875,
0.05277126654982567,
0.03359097242355347,
0.01060020923614502,
0.0673559159040451,
0.03499845042824745,
-0.03550168126821518,
0.038539379835128784,
-0.06527423113584518,
0.010047854855656624,
0.05027324706315994,
0.00877815019339323,
-0.100409135222435,
-0.04195868596434593,
-0.007989146746695042,
-0.04576839879155159,
0.07063241302967072,
0.048862334340810776,
0.0522465780377388,
-0.029125772416591644,
0.04027600958943367,
-0.07198885083198547,
-0.00841191690415144,
0.007569761015474796,
0.029582830145955086,
-0.003414944978430867,
0.102983258664608,
0.0393337681889534,
-0.06115751340985298,
-0.07306770980358124,
-0.057098302990198135,
0.08110810816287994,
0.053704001009464264,
0.01865997165441513,
0.02214265801012516,
0.036563605070114136,
0.02951878122985363,
-0.00035009183920919895,
0.0014979323605075479,
0.10940703004598618,
-0.024120861664414406,
0.0051708221435546875,
0.12814606726169586,
0.12179698795080185,
0.08113475888967514,
0.0783248245716095,
0.009051325730979443,
-0.006670912262052298,
-0.035764485597610474,
-0.04219202324748039,
0.06690001487731934,
0.08310534060001373,
-0.03691769763827324,
0.07287470996379852,
-0.05440540984272957,
0.04971056804060936,
-0.044697437435388565,
-0.02565472573041916,
0.010433152318000793,
0.01979348249733448,
-0.014572435058653355,
-0.003918013069778681,
-0.015929218381643295,
0.03478395193815231,
-0.04293288663029671,
-0.02290339767932892,
0.029677128419280052,
0.006698462646454573,
-0.004400258418172598,
0.033751022070646286,
-0.07788031548261642,
0.01534252893179655,
0.011217594146728516,
0.044320978224277496,
-0.09964560717344284,
0.07815295457839966,
0.09456224739551544,
0.002685231389477849,
-6.29926013455622e-35,
-0.05311840400099754,
-0.0023643269669264555,
-0.08000344783067703,
-0.018358968198299408,
0.09639374911785126,
-0.06811139732599258,
0.03775268420577049,
-0.045930203050374985,
0.05977620929479599,
0.016191961243748665,
-0.02008262276649475,
0.0058091930113732815,
-0.044233862310647964,
-0.049471210688352585,
0.07245635986328125,
0.009233681485056877,
0.06023580580949783,
0.0035464030224829912,
0.032037507742643356,
-0.019518805667757988,
0.005219456274062395,
-0.03949928656220436,
0.030965713784098625,
0.014556355774402618,
0.037310097366571426,
-0.015230328775942326,
0.05015809088945389,
-0.0936800092458725,
-0.014178554527461529,
0.017001502215862274,
0.009633178822696209,
0.0767325833439827,
0.028650203719735146,
0.039273373782634735,
-0.012347876094281673,
0.001615695538930595,
-0.02573476918041706,
-0.03654826432466507,
-0.04054642096161842,
-0.014925548806786537,
-0.0404132641851902,
0.01875995844602585,
-0.03503986448049545,
0.05762748420238495,
-0.005092868581414223,
-0.05154449865221977,
0.08236072957515717,
-0.037796616554260254,
-0.004564501810818911,
-0.0230950266122818,
0.028163479641079903,
-0.0003190294955857098,
0.05188443511724472,
-0.008547279983758926,
-0.05020511895418167,
-0.03211211785674095,
-0.08483048528432846,
0.061086028814315796,
0.09085765480995178,
0.09527210891246796,
-0.045198213309049606,
-0.07547526061534882,
0.022840773686766624,
0.0007739930297248065,
0.028825705870985985,
-0.011072679422795773,
-0.06760703772306442,
-0.04544077441096306,
-0.03882339969277382,
-0.04229453578591347,
0.00692342221736908,
-0.061902377754449844,
-0.005451775621622801,
-0.041529331356287,
-0.02481967583298683,
-0.08466882258653641,
0.024188052862882614,
0.012710148468613625,
-0.06993719935417175,
-0.044108740985393524,
-0.09953177720308304,
0.007523926440626383,
-0.0403360091149807,
0.032495152205228806,
0.06676679104566574,
-0.037031106650829315,
0.006714588962495327,
0.03386862203478813,
-0.1133715882897377,
-0.06868964433670044,
-0.11001227051019669,
-0.028614677488803864,
0.048450350761413574,
0.07045290619134903,
0.10570552200078964,
-7.826507509332024e-34,
-0.04539450258016586,
0.007409640587866306,
0.011913047172129154,
0.04028928279876709,
-0.045416444540023804,
-0.041631098836660385,
-0.026751497760415077,
-0.028366366401314735,
0.0063698566518723965,
-0.07460929453372955,
-0.1060602068901062,
-0.026041297242045403,
-0.04300609976053238,
-0.030907899141311646,
0.009619863703846931,
-0.12068112194538116,
-0.05477461218833923,
-0.06359883397817612,
-0.08279305696487427,
0.04170505329966545,
0.09526655822992325,
-0.038057517260313034,
-0.06442657113075256,
0.029225004836916924,
0.03386538103222847,
0.05301203206181526,
-0.05989376828074455,
-0.034802261739969254,
0.04983513802289963,
0.037753794342279434,
-0.08799142390489578,
0.04307296499609947,
-0.02676371857523918,
0.09603024274110794,
-0.030364491045475006,
0.08311019837856293,
0.06313155591487885,
0.04686173424124718,
-0.022114580497145653,
0.02577528916299343,
0.059527687728405,
-0.002920193364843726,
-0.06746941804885864,
0.021294694393873215,
-0.03328738361597061,
0.060989513993263245,
0.034723736345767975,
-0.002373245544731617,
-0.0585130974650383,
-0.014358111657202244,
0.004455095157027245,
-0.015997862443327904,
-0.07778029888868332,
0.0799071341753006,
0.0681728720664978,
-0.05194436386227608,
0.04150988534092903,
0.051698971539735794,
-0.03934580087661743,
-0.021114157512784004,
-0.06627392023801804,
-0.04376794397830963,
0.031516361981630325,
0.008185727521777153,
-0.0463973730802536,
0.03443795442581177,
0.03768583759665489,
-0.05657275393605232,
0.0620439350605011,
0.020540107041597366,
-0.0479145385324955,
0.04339895024895668,
-0.0313284769654274,
-0.02825186401605606,
-0.005756021477282047,
0.0052527473308146,
-0.004284336231648922,
-0.12163808196783066,
-0.04185090214014053,
0.019222069531679153,
-0.06151168420910835,
0.05422370880842209,
-0.07954154908657074,
0.038449984043836594,
0.06294740736484528,
0.0033938016276806593,
0.08126276731491089,
-0.010884247720241547,
0.12154649198055267,
0.02802410162985325,
-0.06541784852743149,
0.03142787143588066,
0.009058132767677307,
0.0634167343378067,
-0.06895161420106888,
-5.072974573749889e-8,
0.033522240817546844,
0.09226994961500168,
0.02106456086039543,
-0.041082873940467834,
0.06878902018070221,
-0.012256748974323273,
-0.0012835846282541752,
0.022773895412683487,
-0.034992724657058716,
-0.003953767940402031,
0.0762455016374588,
0.005827180575579405,
0.01780458725988865,
-0.05165790393948555,
-0.06964685022830963,
-0.03901573270559311,
0.05715557187795639,
0.06667415052652359,
-0.037105560302734375,
0.05640916898846626,
-0.06364766508340836,
-0.0003851990622933954,
-0.016605939716100693,
0.059627778828144073,
0.04704859107732773,
0.007360884919762611,
0.04684864729642868,
-0.05206511542201042,
0.08081357181072235,
0.062134165316820145,
-0.00873632077127695,
-0.035822536796331406,
-0.007218470331281424,
0.02485072612762451,
-0.022744569927453995,
0.07931646704673767,
0.028807610273361206,
-0.05403585359454155,
0.04823794960975647,
-0.017367029562592506,
0.023937512189149857,
-0.06083880364894867,
0.06084313988685608,
-0.0008506337180733681,
-0.01909889653325081,
0.02571835368871689,
-0.0940326675772667,
-0.030497431755065918,
0.0663837268948555,
0.027251645922660828,
-0.023900864645838737,
-0.034844860434532166,
-0.018355997279286385,
0.07009107619524002,
0.012873519212007523,
-0.06247296184301376,
0.018311703577637672,
-0.0063875350169837475,
0.08025851100683212,
0.06546984612941742,
0.015740925446152687,
-0.008746558800339699,
-0.07540016621351242,
-0.03914106637239456
] | null | null | null | null | null | null | null |
[
-0.029788466170430183,
0.04107557609677315,
0.008141068741679192,
0.035894762724637985,
0.062379151582717896,
-0.021897075697779655,
0.0003673218307085335,
-0.00486036017537117,
0.029863515868782997,
0.0651199147105217,
-0.029074814170598984,
0.05620377138257027,
0.03396768495440483,
-0.03465479612350464,
0.0626085177063942,
0.0392925925552845,
0.07703698426485062,
-0.05991707369685173,
-0.08929838985204697,
-0.04864144325256348,
0.09769254177808762,
-0.004728927742689848,
-0.10896895080804825,
-0.0608651377260685,
0.049356359988451004,
-0.0357244573533535,
0.05179810896515846,
-0.0648481473326683,
-0.06821716576814651,
-0.013243296183645725,
-0.034767311066389084,
-0.07881518453359604,
-0.0628809854388237,
-0.1332072913646698,
-0.016725996509194374,
0.13465538620948792,
-0.04285508766770363,
-0.027178991585969925,
0.008529271930456161,
-0.014541056007146835,
-0.01733781397342682,
0.051410626620054245,
0.035713497549295425,
0.013978734612464905,
-0.003691446501761675,
-0.000012430309652700089,
0.044075991958379745,
-0.00033451704075559974,
0.006480567157268524,
-0.021158915013074875,
0.05277126654982567,
0.03359097242355347,
0.01060020923614502,
0.0673559159040451,
0.03499845042824745,
-0.03550168126821518,
0.038539379835128784,
-0.06527423113584518,
0.010047854855656624,
0.05027324706315994,
0.00877815019339323,
-0.100409135222435,
-0.04195868596434593,
-0.007989146746695042,
-0.04576839879155159,
0.07063241302967072,
0.048862334340810776,
0.0522465780377388,
-0.029125772416591644,
0.04027600958943367,
-0.07198885083198547,
-0.00841191690415144,
0.007569761015474796,
0.029582830145955086,
-0.003414944978430867,
0.102983258664608,
0.0393337681889534,
-0.06115751340985298,
-0.07306770980358124,
-0.057098302990198135,
0.08110810816287994,
0.053704001009464264,
0.01865997165441513,
0.02214265801012516,
0.036563605070114136,
0.02951878122985363,
-0.00035009183920919895,
0.0014979323605075479,
0.10940703004598618,
-0.024120861664414406,
0.0051708221435546875,
0.12814606726169586,
0.12179698795080185,
0.08113475888967514,
0.0783248245716095,
0.009051325730979443,
-0.006670912262052298,
-0.035764485597610474,
-0.04219202324748039,
0.06690001487731934,
0.08310534060001373,
-0.03691769763827324,
0.07287470996379852,
-0.05440540984272957,
0.04971056804060936,
-0.044697437435388565,
-0.02565472573041916,
0.010433152318000793,
0.01979348249733448,
-0.014572435058653355,
-0.003918013069778681,
-0.015929218381643295,
0.03478395193815231,
-0.04293288663029671,
-0.02290339767932892,
0.029677128419280052,
0.006698462646454573,
-0.004400258418172598,
0.033751022070646286,
-0.07788031548261642,
0.01534252893179655,
0.011217594146728516,
0.044320978224277496,
-0.09964560717344284,
0.07815295457839966,
0.09456224739551544,
0.002685231389477849,
-6.29926013455622e-35,
-0.05311840400099754,
-0.0023643269669264555,
-0.08000344783067703,
-0.018358968198299408,
0.09639374911785126,
-0.06811139732599258,
0.03775268420577049,
-0.045930203050374985,
0.05977620929479599,
0.016191961243748665,
-0.02008262276649475,
0.0058091930113732815,
-0.044233862310647964,
-0.049471210688352585,
0.07245635986328125,
0.009233681485056877,
0.06023580580949783,
0.0035464030224829912,
0.032037507742643356,
-0.019518805667757988,
0.005219456274062395,
-0.03949928656220436,
0.030965713784098625,
0.014556355774402618,
0.037310097366571426,
-0.015230328775942326,
0.05015809088945389,
-0.0936800092458725,
-0.014178554527461529,
0.017001502215862274,
0.009633178822696209,
0.0767325833439827,
0.028650203719735146,
0.039273373782634735,
-0.012347876094281673,
0.001615695538930595,
-0.02573476918041706,
-0.03654826432466507,
-0.04054642096161842,
-0.014925548806786537,
-0.0404132641851902,
0.01875995844602585,
-0.03503986448049545,
0.05762748420238495,
-0.005092868581414223,
-0.05154449865221977,
0.08236072957515717,
-0.037796616554260254,
-0.004564501810818911,
-0.0230950266122818,
0.028163479641079903,
-0.0003190294955857098,
0.05188443511724472,
-0.008547279983758926,
-0.05020511895418167,
-0.03211211785674095,
-0.08483048528432846,
0.061086028814315796,
0.09085765480995178,
0.09527210891246796,
-0.045198213309049606,
-0.07547526061534882,
0.022840773686766624,
0.0007739930297248065,
0.028825705870985985,
-0.011072679422795773,
-0.06760703772306442,
-0.04544077441096306,
-0.03882339969277382,
-0.04229453578591347,
0.00692342221736908,
-0.061902377754449844,
-0.005451775621622801,
-0.041529331356287,
-0.02481967583298683,
-0.08466882258653641,
0.024188052862882614,
0.012710148468613625,
-0.06993719935417175,
-0.044108740985393524,
-0.09953177720308304,
0.007523926440626383,
-0.0403360091149807,
0.032495152205228806,
0.06676679104566574,
-0.037031106650829315,
0.006714588962495327,
0.03386862203478813,
-0.1133715882897377,
-0.06868964433670044,
-0.11001227051019669,
-0.028614677488803864,
0.048450350761413574,
0.07045290619134903,
0.10570552200078964,
-7.826507509332024e-34,
-0.04539450258016586,
0.007409640587866306,
0.011913047172129154,
0.04028928279876709,
-0.045416444540023804,
-0.041631098836660385,
-0.026751497760415077,
-0.028366366401314735,
0.0063698566518723965,
-0.07460929453372955,
-0.1060602068901062,
-0.026041297242045403,
-0.04300609976053238,
-0.030907899141311646,
0.009619863703846931,
-0.12068112194538116,
-0.05477461218833923,
-0.06359883397817612,
-0.08279305696487427,
0.04170505329966545,
0.09526655822992325,
-0.038057517260313034,
-0.06442657113075256,
0.029225004836916924,
0.03386538103222847,
0.05301203206181526,
-0.05989376828074455,
-0.034802261739969254,
0.04983513802289963,
0.037753794342279434,
-0.08799142390489578,
0.04307296499609947,
-0.02676371857523918,
0.09603024274110794,
-0.030364491045475006,
0.08311019837856293,
0.06313155591487885,
0.04686173424124718,
-0.022114580497145653,
0.02577528916299343,
0.059527687728405,
-0.002920193364843726,
-0.06746941804885864,
0.021294694393873215,
-0.03328738361597061,
0.060989513993263245,
0.034723736345767975,
-0.002373245544731617,
-0.0585130974650383,
-0.014358111657202244,
0.004455095157027245,
-0.015997862443327904,
-0.07778029888868332,
0.0799071341753006,
0.0681728720664978,
-0.05194436386227608,
0.04150988534092903,
0.051698971539735794,
-0.03934580087661743,
-0.021114157512784004,
-0.06627392023801804,
-0.04376794397830963,
0.031516361981630325,
0.008185727521777153,
-0.0463973730802536,
0.03443795442581177,
0.03768583759665489,
-0.05657275393605232,
0.0620439350605011,
0.020540107041597366,
-0.0479145385324955,
0.04339895024895668,
-0.0313284769654274,
-0.02825186401605606,
-0.005756021477282047,
0.0052527473308146,
-0.004284336231648922,
-0.12163808196783066,
-0.04185090214014053,
0.019222069531679153,
-0.06151168420910835,
0.05422370880842209,
-0.07954154908657074,
0.038449984043836594,
0.06294740736484528,
0.0033938016276806593,
0.08126276731491089,
-0.010884247720241547,
0.12154649198055267,
0.02802410162985325,
-0.06541784852743149,
0.03142787143588066,
0.009058132767677307,
0.0634167343378067,
-0.06895161420106888,
-5.072974573749889e-8,
0.033522240817546844,
0.09226994961500168,
0.02106456086039543,
-0.041082873940467834,
0.06878902018070221,
-0.012256748974323273,
-0.0012835846282541752,
0.022773895412683487,
-0.034992724657058716,
-0.003953767940402031,
0.0762455016374588,
0.005827180575579405,
0.01780458725988865,
-0.05165790393948555,
-0.06964685022830963,
-0.03901573270559311,
0.05715557187795639,
0.06667415052652359,
-0.037105560302734375,
0.05640916898846626,
-0.06364766508340836,
-0.0003851990622933954,
-0.016605939716100693,
0.059627778828144073,
0.04704859107732773,
0.007360884919762611,
0.04684864729642868,
-0.05206511542201042,
0.08081357181072235,
0.062134165316820145,
-0.00873632077127695,
-0.035822536796331406,
-0.007218470331281424,
0.02485072612762451,
-0.022744569927453995,
0.07931646704673767,
0.028807610273361206,
-0.05403585359454155,
0.04823794960975647,
-0.017367029562592506,
0.023937512189149857,
-0.06083880364894867,
0.06084313988685608,
-0.0008506337180733681,
-0.01909889653325081,
0.02571835368871689,
-0.0940326675772667,
-0.030497431755065918,
0.0663837268948555,
0.027251645922660828,
-0.023900864645838737,
-0.034844860434532166,
-0.018355997279286385,
0.07009107619524002,
0.012873519212007523,
-0.06247296184301376,
0.018311703577637672,
-0.0063875350169837475,
0.08025851100683212,
0.06546984612941742,
0.015740925446152687,
-0.008746558800339699,
-0.07540016621351242,
-0.03914106637239456
] |
1402.0912
|
Hiroyuki Shima
|
Akifumi Kijima, Keiko Yokoyama, Hiroyuki Shima, Yuji Yamamoto
|
Emergence of self-similarity in football dynamics
|
Figures 1 and 2 are blurred due to file-size restriction.
Sharply-defined images can be viewed in the final version published by
European Physical Journal B
|
European Physical Journal B 87 (2014) 41
|
10.1140/epjb/e2014-40987-5
| null |
physics.pop-ph nlin.AO physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The multiplayer dynamics of a football game is analyzed to unveil
self-similarities in the time evolution of player and ball positioning.
Temporal fluctuations in both the team-turf boundary and the ball location are
uncovered to follow the rules of fractional Brownian motion with a Hurst
exponent of H=0.7. The persistence time below which self-similarity holds is
found to be several tens of seconds, implying a characteristic time scale that
governs far-from-equilibrium motion on a playing field.
|
[
{
"created": "Tue, 4 Feb 2014 23:37:29 GMT",
"version": "v1"
},
{
"created": "Wed, 19 Feb 2014 08:38:01 GMT",
"version": "v2"
}
] |
2014-02-20
|
[
[
"Kijima",
"Akifumi",
""
],
[
"Yokoyama",
"Keiko",
""
],
[
"Shima",
"Hiroyuki",
""
],
[
"Yamamoto",
"Yuji",
""
]
] |
[
0.042060431092977524,
-0.04941713809967041,
-0.014234996400773525,
-0.0780828446149826,
0.05278822034597397,
0.0315108448266983,
0.009150655940175056,
-0.03106999397277832,
0.1549758017063141,
0.01676725037395954,
-0.020316725596785545,
0.04301481321454048,
-0.07324731349945068,
0.0325792022049427,
0.004460989963263273,
-0.06101633980870247,
0.025447117164731026,
-0.03226647526025772,
0.0009491856908425689,
-0.02006133832037449,
-0.059922173619270325,
-0.037701889872550964,
-0.033752162009477615,
0.04370928555727005,
0.01100135501474142,
-0.049695324152708054,
0.06806335598230362,
0.07776381075382233,
-0.025149725377559662,
-0.07231447100639343,
0.008719644509255886,
-0.013736044056713581,
0.029557187110185623,
-0.027807144448161125,
-0.0807943269610405,
-0.01882815733551979,
0.019607022404670715,
0.007386401761323214,
-0.057760052382946014,
0.0028067990206182003,
-0.01737848110496998,
-0.048127997666597366,
0.002238234970718622,
0.08978549391031265,
-0.02914915420114994,
0.115165576338768,
-0.006304760463535786,
0.053103573620319366,
-0.05224032327532768,
0.004737760405987501,
-0.0377008356153965,
0.06417632848024368,
-0.07373999804258347,
-0.01033423189073801,
0.09462158381938934,
0.08398380130529404,
-0.00387039827182889,
0.12560579180717468,
0.05601263791322708,
0.05448824167251587,
0.0378517210483551,
0.012996282428503036,
0.009136168286204338,
0.023838726803660393,
0.048709142953157425,
0.013450338505208492,
0.049945976585149765,
-0.015247175469994545,
0.013991182669997215,
-0.01158486120402813,
0.01927521452307701,
0.023824555799365044,
-0.015170925296843052,
-0.06024498492479324,
0.038194794207811356,
0.007666303776204586,
-0.0432201586663723,
-0.03542184457182884,
0.010633734054863453,
-0.04577462747693062,
-0.02678241766989231,
-0.036862388253211975,
0.0059194848872721195,
-0.0005048783496022224,
-0.05749161168932915,
-0.026930691674351692,
0.06485836952924728,
0.062200259417295456,
0.05944511666893959,
-0.03150515258312225,
-0.03888434171676636,
0.05598057433962822,
-0.008727825246751308,
-0.06935007125139236,
0.05096111819148064,
0.021585555747151375,
0.025659050792455673,
0.002603383269160986,
0.1083708181977272,
0.02499503642320633,
-0.04149499535560608,
-0.017635663971304893,
0.001996702514588833,
0.14400950074195862,
0.08684518933296204,
-0.014403269626200199,
0.005788068287074566,
0.048351991921663284,
0.05661892890930176,
0.05440071225166321,
-0.02696211449801922,
0.004744678270071745,
-0.09554480761289597,
0.10922351479530334,
-0.033496495336294174,
-0.07674384862184525,
0.023558365181088448,
0.004921239800751209,
-0.06967326998710632,
-0.018465274944901466,
0.0731818675994873,
-0.025336802005767822,
-0.029508206993341446,
0.03697584569454193,
0.009433255530893803,
0.0436328649520874,
0.06790456175804138,
-1.6812944171242518e-34,
-0.046717219054698944,
-0.05832532420754433,
-0.02749093435704708,
0.015988575294613838,
-0.020800545811653137,
0.010087930597364902,
-0.012273051775991917,
-0.02704542875289917,
0.005885027348995209,
-0.030382385477423668,
-0.052761878818273544,
0.056977566331624985,
-0.05031914263963699,
-0.07314330339431763,
0.013789561577141285,
0.005629642866551876,
-0.08445874601602554,
0.005994532722979784,
0.021528400480747223,
0.01846243627369404,
0.08816245198249817,
0.0489184744656086,
-0.04774847626686096,
-0.05222303420305252,
-0.06368252635002136,
-0.0018406022572889924,
-0.07979921996593475,
-0.009017297998070717,
0.035818133503198624,
-0.017559058964252472,
0.05233452841639519,
-0.06429596245288849,
-0.12444999814033508,
-0.03451859578490257,
0.06312403082847595,
-0.004402160178869963,
0.03892648220062256,
0.00981507170945406,
0.0263934638351202,
0.020779499784111977,
-0.025593092665076256,
-0.02961861714720726,
-0.10010536760091782,
-0.06370272487401962,
-0.08520232886075974,
-0.10540150105953217,
0.034904785454273224,
0.0010589618468657136,
-0.048613108694553375,
-0.10623085498809814,
-0.008539647795259953,
0.014340969733893871,
0.048181742429733276,
-0.09519581496715546,
0.07051748037338257,
-0.033679600805044174,
0.061106886714696884,
-0.014328681863844395,
-0.06881741434335709,
0.03298049420118332,
0.09682192653417587,
-0.020207930356264114,
0.04508442059159279,
-0.07351236790418625,
0.05905786529183388,
-0.012931915000081062,
0.030602820217609406,
0.05528596416115761,
0.07096663117408752,
-0.05519307777285576,
0.12288638204336166,
0.03891114145517349,
0.006385612767189741,
0.00885810423642397,
-0.0692472904920578,
-0.05149688199162483,
0.06808244436979294,
0.02020956389605999,
-0.041578713804483414,
-0.013795169070363045,
-0.03818422183394432,
-0.1216517835855484,
-0.021277781575918198,
-0.08803447335958481,
-0.09827578812837601,
0.011341763660311699,
0.03335842117667198,
-0.057283174246549606,
-0.11854895949363708,
0.013280928134918213,
-0.03031192161142826,
-0.008043035864830017,
-0.0022040412295609713,
0.047626662999391556,
-0.0012010004138574004,
-2.636126529613614e-33,
-0.06997854262590408,
-0.058780159801244736,
-0.019688982516527176,
0.05086931586265564,
0.03766351193189621,
0.06647048890590668,
0.021485060453414917,
0.06460049003362656,
0.03133552893996239,
0.03271341696381569,
-0.03630455210804939,
0.013091417960822582,
-0.023855267092585564,
0.034621112048625946,
-0.02272714674472809,
-0.06537891924381256,
0.10893113166093826,
0.04909908398985863,
-0.03292228281497955,
-0.0076650590635836124,
-0.03262215852737427,
-0.055331505835056305,
0.017588401213288307,
-0.0816582515835762,
0.019974427297711372,
0.010700676590204239,
-0.011907296255230904,
0.006586815230548382,
-0.097500741481781,
0.033270079642534256,
-0.00708116265013814,
0.00803452543914318,
0.046759169548749924,
-0.06909976899623871,
-0.06135639175772667,
-0.005832694470882416,
-0.03029155731201172,
0.02761296182870865,
0.028329748660326004,
-0.06052480638027191,
0.038513291627168655,
0.005278272088617086,
-0.029307780787348747,
-0.04905041679739952,
0.047026727348566055,
-0.009651502594351768,
-0.030861075967550278,
0.06534454971551895,
0.019529949873685837,
0.08274837583303452,
0.01464755553752184,
0.08315125107765198,
-0.07430030405521393,
-0.03570960462093353,
-0.08324135094881058,
0.09001220017671585,
-0.002577722305431962,
-0.04708411917090416,
0.029550528153777122,
0.02252173237502575,
0.001823422615416348,
-0.020026138052344322,
-0.05891953036189079,
0.04713212326169014,
0.05678388848900795,
0.09430114179849625,
-0.0952581837773323,
-0.0026004097890108824,
0.025508584454655647,
-0.015726979821920395,
-0.05515667796134949,
0.018333403393626213,
-0.03791772574186325,
-0.0172517579048872,
-0.0858578309416771,
-0.05209828540682793,
0.01813397742807865,
0.07660515606403351,
0.028089968487620354,
0.009516732767224312,
-0.07805387675762177,
0.06830614805221558,
-0.008364698849618435,
0.008020333014428616,
-0.0723586231470108,
0.048145655542612076,
0.03175877034664154,
0.06281962990760803,
-0.008385306224226952,
-0.021203838288784027,
0.10154131799936295,
0.05771669000387192,
-0.012497986666858196,
-0.04569269344210625,
0.002206259174272418,
-4.040512280312214e-8,
-0.06583035737276077,
0.0008834428736008704,
0.07389123737812042,
0.08245202153921127,
0.027831947430968285,
0.10824946314096451,
0.09927970916032791,
-0.10387646406888962,
0.05553000792860985,
-0.040512554347515106,
-0.021774301305413246,
-0.0003128574462607503,
0.026520559564232826,
-0.027381958439946175,
-0.016317427158355713,
0.041101228445768356,
-0.06264543533325195,
-0.05662911757826805,
-0.020402994006872177,
0.05025515332818031,
-0.03190792351961136,
-0.05520359054207802,
-0.023099057376384735,
0.0027148078661412,
-0.017978886142373085,
0.06984546780586243,
-0.11880145221948624,
-0.01236057747155428,
-0.024711795151233673,
0.023774975910782814,
-0.032254140824079514,
0.0361475944519043,
0.02919536828994751,
-0.0803714469075203,
0.028665468096733093,
0.011284847743809223,
0.03460612893104553,
0.0897616297006607,
-0.07007385045289993,
-0.016607902944087982,
-0.05229232832789421,
0.020946990698575974,
-0.04947945103049278,
0.006602924317121506,
0.09704499691724777,
0.001689326949417591,
-0.050830990076065063,
-0.03302532061934471,
-0.014692348428070545,
0.019241152331233025,
0.03907955065369606,
0.047084830701351166,
-0.025766611099243164,
0.0037853755056858063,
0.08800636231899261,
0.049846649169921875,
0.004050375893712044,
-0.019650273025035858,
0.006993649061769247,
0.002079155296087265,
-0.04731910303235054,
0.05229974165558815,
-0.03958593308925629,
0.014301657676696777
] | null | null | null | null | null | null | null |
[
0.042060431092977524,
-0.04941713809967041,
-0.014234996400773525,
-0.0780828446149826,
0.05278822034597397,
0.0315108448266983,
0.009150655940175056,
-0.03106999397277832,
0.1549758017063141,
0.01676725037395954,
-0.020316725596785545,
0.04301481321454048,
-0.07324731349945068,
0.0325792022049427,
0.004460989963263273,
-0.06101633980870247,
0.025447117164731026,
-0.03226647526025772,
0.0009491856908425689,
-0.02006133832037449,
-0.059922173619270325,
-0.037701889872550964,
-0.033752162009477615,
0.04370928555727005,
0.01100135501474142,
-0.049695324152708054,
0.06806335598230362,
0.07776381075382233,
-0.025149725377559662,
-0.07231447100639343,
0.008719644509255886,
-0.013736044056713581,
0.029557187110185623,
-0.027807144448161125,
-0.0807943269610405,
-0.01882815733551979,
0.019607022404670715,
0.007386401761323214,
-0.057760052382946014,
0.0028067990206182003,
-0.01737848110496998,
-0.048127997666597366,
0.002238234970718622,
0.08978549391031265,
-0.02914915420114994,
0.115165576338768,
-0.006304760463535786,
0.053103573620319366,
-0.05224032327532768,
0.004737760405987501,
-0.0377008356153965,
0.06417632848024368,
-0.07373999804258347,
-0.01033423189073801,
0.09462158381938934,
0.08398380130529404,
-0.00387039827182889,
0.12560579180717468,
0.05601263791322708,
0.05448824167251587,
0.0378517210483551,
0.012996282428503036,
0.009136168286204338,
0.023838726803660393,
0.048709142953157425,
0.013450338505208492,
0.049945976585149765,
-0.015247175469994545,
0.013991182669997215,
-0.01158486120402813,
0.01927521452307701,
0.023824555799365044,
-0.015170925296843052,
-0.06024498492479324,
0.038194794207811356,
0.007666303776204586,
-0.0432201586663723,
-0.03542184457182884,
0.010633734054863453,
-0.04577462747693062,
-0.02678241766989231,
-0.036862388253211975,
0.0059194848872721195,
-0.0005048783496022224,
-0.05749161168932915,
-0.026930691674351692,
0.06485836952924728,
0.062200259417295456,
0.05944511666893959,
-0.03150515258312225,
-0.03888434171676636,
0.05598057433962822,
-0.008727825246751308,
-0.06935007125139236,
0.05096111819148064,
0.021585555747151375,
0.025659050792455673,
0.002603383269160986,
0.1083708181977272,
0.02499503642320633,
-0.04149499535560608,
-0.017635663971304893,
0.001996702514588833,
0.14400950074195862,
0.08684518933296204,
-0.014403269626200199,
0.005788068287074566,
0.048351991921663284,
0.05661892890930176,
0.05440071225166321,
-0.02696211449801922,
0.004744678270071745,
-0.09554480761289597,
0.10922351479530334,
-0.033496495336294174,
-0.07674384862184525,
0.023558365181088448,
0.004921239800751209,
-0.06967326998710632,
-0.018465274944901466,
0.0731818675994873,
-0.025336802005767822,
-0.029508206993341446,
0.03697584569454193,
0.009433255530893803,
0.0436328649520874,
0.06790456175804138,
-1.6812944171242518e-34,
-0.046717219054698944,
-0.05832532420754433,
-0.02749093435704708,
0.015988575294613838,
-0.020800545811653137,
0.010087930597364902,
-0.012273051775991917,
-0.02704542875289917,
0.005885027348995209,
-0.030382385477423668,
-0.052761878818273544,
0.056977566331624985,
-0.05031914263963699,
-0.07314330339431763,
0.013789561577141285,
0.005629642866551876,
-0.08445874601602554,
0.005994532722979784,
0.021528400480747223,
0.01846243627369404,
0.08816245198249817,
0.0489184744656086,
-0.04774847626686096,
-0.05222303420305252,
-0.06368252635002136,
-0.0018406022572889924,
-0.07979921996593475,
-0.009017297998070717,
0.035818133503198624,
-0.017559058964252472,
0.05233452841639519,
-0.06429596245288849,
-0.12444999814033508,
-0.03451859578490257,
0.06312403082847595,
-0.004402160178869963,
0.03892648220062256,
0.00981507170945406,
0.0263934638351202,
0.020779499784111977,
-0.025593092665076256,
-0.02961861714720726,
-0.10010536760091782,
-0.06370272487401962,
-0.08520232886075974,
-0.10540150105953217,
0.034904785454273224,
0.0010589618468657136,
-0.048613108694553375,
-0.10623085498809814,
-0.008539647795259953,
0.014340969733893871,
0.048181742429733276,
-0.09519581496715546,
0.07051748037338257,
-0.033679600805044174,
0.061106886714696884,
-0.014328681863844395,
-0.06881741434335709,
0.03298049420118332,
0.09682192653417587,
-0.020207930356264114,
0.04508442059159279,
-0.07351236790418625,
0.05905786529183388,
-0.012931915000081062,
0.030602820217609406,
0.05528596416115761,
0.07096663117408752,
-0.05519307777285576,
0.12288638204336166,
0.03891114145517349,
0.006385612767189741,
0.00885810423642397,
-0.0692472904920578,
-0.05149688199162483,
0.06808244436979294,
0.02020956389605999,
-0.041578713804483414,
-0.013795169070363045,
-0.03818422183394432,
-0.1216517835855484,
-0.021277781575918198,
-0.08803447335958481,
-0.09827578812837601,
0.011341763660311699,
0.03335842117667198,
-0.057283174246549606,
-0.11854895949363708,
0.013280928134918213,
-0.03031192161142826,
-0.008043035864830017,
-0.0022040412295609713,
0.047626662999391556,
-0.0012010004138574004,
-2.636126529613614e-33,
-0.06997854262590408,
-0.058780159801244736,
-0.019688982516527176,
0.05086931586265564,
0.03766351193189621,
0.06647048890590668,
0.021485060453414917,
0.06460049003362656,
0.03133552893996239,
0.03271341696381569,
-0.03630455210804939,
0.013091417960822582,
-0.023855267092585564,
0.034621112048625946,
-0.02272714674472809,
-0.06537891924381256,
0.10893113166093826,
0.04909908398985863,
-0.03292228281497955,
-0.0076650590635836124,
-0.03262215852737427,
-0.055331505835056305,
0.017588401213288307,
-0.0816582515835762,
0.019974427297711372,
0.010700676590204239,
-0.011907296255230904,
0.006586815230548382,
-0.097500741481781,
0.033270079642534256,
-0.00708116265013814,
0.00803452543914318,
0.046759169548749924,
-0.06909976899623871,
-0.06135639175772667,
-0.005832694470882416,
-0.03029155731201172,
0.02761296182870865,
0.028329748660326004,
-0.06052480638027191,
0.038513291627168655,
0.005278272088617086,
-0.029307780787348747,
-0.04905041679739952,
0.047026727348566055,
-0.009651502594351768,
-0.030861075967550278,
0.06534454971551895,
0.019529949873685837,
0.08274837583303452,
0.01464755553752184,
0.08315125107765198,
-0.07430030405521393,
-0.03570960462093353,
-0.08324135094881058,
0.09001220017671585,
-0.002577722305431962,
-0.04708411917090416,
0.029550528153777122,
0.02252173237502575,
0.001823422615416348,
-0.020026138052344322,
-0.05891953036189079,
0.04713212326169014,
0.05678388848900795,
0.09430114179849625,
-0.0952581837773323,
-0.0026004097890108824,
0.025508584454655647,
-0.015726979821920395,
-0.05515667796134949,
0.018333403393626213,
-0.03791772574186325,
-0.0172517579048872,
-0.0858578309416771,
-0.05209828540682793,
0.01813397742807865,
0.07660515606403351,
0.028089968487620354,
0.009516732767224312,
-0.07805387675762177,
0.06830614805221558,
-0.008364698849618435,
0.008020333014428616,
-0.0723586231470108,
0.048145655542612076,
0.03175877034664154,
0.06281962990760803,
-0.008385306224226952,
-0.021203838288784027,
0.10154131799936295,
0.05771669000387192,
-0.012497986666858196,
-0.04569269344210625,
0.002206259174272418,
-4.040512280312214e-8,
-0.06583035737276077,
0.0008834428736008704,
0.07389123737812042,
0.08245202153921127,
0.027831947430968285,
0.10824946314096451,
0.09927970916032791,
-0.10387646406888962,
0.05553000792860985,
-0.040512554347515106,
-0.021774301305413246,
-0.0003128574462607503,
0.026520559564232826,
-0.027381958439946175,
-0.016317427158355713,
0.041101228445768356,
-0.06264543533325195,
-0.05662911757826805,
-0.020402994006872177,
0.05025515332818031,
-0.03190792351961136,
-0.05520359054207802,
-0.023099057376384735,
0.0027148078661412,
-0.017978886142373085,
0.06984546780586243,
-0.11880145221948624,
-0.01236057747155428,
-0.024711795151233673,
0.023774975910782814,
-0.032254140824079514,
0.0361475944519043,
0.02919536828994751,
-0.0803714469075203,
0.028665468096733093,
0.011284847743809223,
0.03460612893104553,
0.0897616297006607,
-0.07007385045289993,
-0.016607902944087982,
-0.05229232832789421,
0.020946990698575974,
-0.04947945103049278,
0.006602924317121506,
0.09704499691724777,
0.001689326949417591,
-0.050830990076065063,
-0.03302532061934471,
-0.014692348428070545,
0.019241152331233025,
0.03907955065369606,
0.047084830701351166,
-0.025766611099243164,
0.0037853755056858063,
0.08800636231899261,
0.049846649169921875,
0.004050375893712044,
-0.019650273025035858,
0.006993649061769247,
0.002079155296087265,
-0.04731910303235054,
0.05229974165558815,
-0.03958593308925629,
0.014301657676696777
] |
1402.0914
|
Scott Linderman
|
Scott W. Linderman and Ryan P. Adams
|
Discovering Latent Network Structure in Point Process Data
| null | null | null | null |
stat.ML cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Networks play a central role in modern data analysis, enabling us to reason
about systems by studying the relationships between their parts. Most often in
network analysis, the edges are given. However, in many systems it is difficult
or impossible to measure the network directly. Examples of latent networks
include economic interactions linking financial instruments and patterns of
reciprocity in gang violence. In these cases, we are limited to noisy
observations of events associated with each node. To enable analysis of these
implicit networks, we develop a probabilistic model that combines
mutually-exciting point processes with random graph models. We show how the
Poisson superposition principle enables an elegant auxiliary variable
formulation and a fully-Bayesian, parallel inference algorithm. We evaluate
this new model empirically on several datasets.
|
[
{
"created": "Tue, 4 Feb 2014 23:48:23 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Linderman",
"Scott W.",
""
],
[
"Adams",
"Ryan P.",
""
]
] |
[
-0.01354321837425232,
-0.08417308330535889,
0.007162527181208134,
-0.02793775126338005,
0.04218987748026848,
0.050139617174863815,
0.03655890375375748,
-0.07684995234012604,
0.1122865155339241,
0.020741913467645645,
0.08276122063398361,
0.008528726175427437,
0.03911946713924408,
0.005047332029789686,
0.03978777676820755,
-0.028922919183969498,
0.018126312643289566,
-0.02775499038398266,
-0.02518683858215809,
-0.09135915338993073,
-0.024312075227499008,
-0.04530814662575722,
-0.03983418643474579,
-0.06951503455638885,
0.09175722301006317,
0.03141234442591667,
0.04912155121564865,
0.01676853559911251,
0.000014230098713596817,
0.00434573320671916,
0.06298369914293289,
0.004282025620341301,
-0.03045744076371193,
0.009418115951120853,
-0.02928292751312256,
-0.022852642461657524,
0.016580818220973015,
0.03634008392691612,
0.04449472203850746,
0.04984521493315697,
0.07962844520807266,
0.0164926927536726,
0.06362942606210709,
0.055065352469682693,
0.0561482235789299,
-0.03307580575346947,
-0.018689900636672974,
0.025373181328177452,
-0.002615777077153325,
0.0225368719547987,
-0.050263673067092896,
-0.007394025567919016,
0.026348937302827835,
0.012980546802282333,
0.12015891075134277,
-0.047177936881780624,
0.040451694279909134,
-0.02670014649629593,
-0.01180360373109579,
0.045958541333675385,
0.0672394186258316,
-0.07620864361524582,
-0.062388572841882706,
-0.006817619316279888,
0.04299980401992798,
0.059273768216371536,
0.03412551060318947,
0.08441753685474396,
-0.0205365102738142,
0.06719445437192917,
0.015902746468782425,
-0.033822715282440186,
-0.12730903923511505,
0.03468405082821846,
0.02414087764918804,
-0.0060515133664011955,
0.026346607133746147,
0.013784075155854225,
-0.061347831040620804,
-0.07534090429544449,
-0.004095579031854868,
-0.0340849794447422,
0.016629569232463837,
0.02389543503522873,
0.06753499060869217,
-0.05571667477488518,
-0.03502853214740753,
-0.00808581244200468,
-0.011382820084691048,
0.01563875377178192,
-0.0955982506275177,
0.09222256392240524,
0.040515489876270294,
-0.033424124121665955,
0.01775047555565834,
0.12831957638263702,
-0.0020393668673932552,
-0.05098852142691612,
0.03280497342348099,
0.09427174180746078,
0.023736106231808662,
-0.0037186157424002886,
0.014416511170566082,
-0.00480095949023962,
0.06926330924034119,
-0.031667426228523254,
0.0026653220411390066,
0.05758356675505638,
-0.03170865401625633,
-0.05751298367977142,
-0.03086508996784687,
0.05847842991352081,
0.059588734060525894,
0.06056826561689377,
0.004901637323200703,
-0.1627567559480667,
0.02744765765964985,
-0.05495380982756615,
-0.022103168070316315,
0.0001827768428483978,
0.017955051735043526,
0.04780683293938637,
0.00004380294194561429,
-0.05417773500084877,
0.03828193247318268,
0.013134961947798729,
-0.07704075425863266,
1.1779532462319177e-34,
0.07860922068357468,
-0.04776407405734062,
0.08088304847478867,
-0.01917208544909954,
0.018010107800364494,
-0.006259324960410595,
-0.08783452957868576,
-0.06007903814315796,
0.010120660997927189,
0.036241237074136734,
-0.05801200121641159,
0.00646224757656455,
-0.03295974060893059,
0.003652187529951334,
-0.00017109711188822985,
0.004939498379826546,
0.01794356480240822,
0.048555534332990646,
0.06455936282873154,
-0.02671067975461483,
0.022013649344444275,
-0.06301378458738327,
-0.0040972428396344185,
0.055621422827243805,
0.051596928387880325,
-0.0035336066503077745,
-0.03261355683207512,
-0.05024968460202217,
0.016666902229189873,
-0.024067863821983337,
-0.048129815608263016,
0.08715376257896423,
0.029685277491807938,
0.06555363535881042,
-0.06364677846431732,
-0.023362236097455025,
0.003222016617655754,
-0.03525712713599205,
-0.05686285346746445,
-0.05298595875501633,
-0.04936261847615242,
-0.0035934827756136656,
-0.004821969661861658,
-0.07890214025974274,
-0.09605478495359421,
0.012191370129585266,
-0.030819252133369446,
-0.07298413664102554,
0.02426018938422203,
0.0011663991026580334,
0.05320749804377556,
-0.01731465570628643,
0.034600403159856796,
0.027216803282499313,
-0.07563141733407974,
0.10026292502880096,
-0.07658326625823975,
0.03766490891575813,
0.052608124911785126,
0.04956864193081856,
-0.018105775117874146,
0.01673864759504795,
0.007060069590806961,
-0.008969346061348915,
0.01350389700382948,
0.044145043939352036,
-0.020456040278077126,
0.046271223574876785,
0.09102880209684372,
-0.00009671610314399004,
0.032573528587818146,
0.0943913385272026,
-0.02011287771165371,
-0.08578424900770187,
-0.01208400446921587,
0.057181406766176224,
-0.0896964743733406,
-0.08555258810520172,
-0.010413932614028454,
0.05710674449801445,
-0.11058347672224045,
-0.12148085236549377,
0.011246546171605587,
0.03718556463718414,
-0.031387392431497574,
0.003422497073188424,
0.05118762329220772,
-0.043453898280858994,
0.011821625754237175,
-0.04851185157895088,
-0.06929510086774826,
-0.013819445855915546,
-0.025379067286849022,
0.024108747020363808,
0.02667449787259102,
-7.618653475812758e-34,
-0.12216389924287796,
0.01822695881128311,
0.044341910630464554,
0.005217117257416248,
0.09850165247917175,
-0.05317813530564308,
-0.06506280601024628,
-0.0713203102350235,
0.010910299606621265,
0.05576567351818085,
-0.05873717740178108,
-0.042698927223682404,
0.02658623456954956,
-0.010706477798521519,
0.03559538722038269,
-0.013898314908146858,
0.03729478642344475,
0.020399706438183784,
0.02104993909597397,
-0.05482185631990433,
-0.012945476919412613,
0.026160726323723793,
0.0016040414338931441,
-0.05727129429578781,
0.08853603154420853,
0.01767709292471409,
-0.02001379430294037,
-0.02165205217897892,
-0.03293340280652046,
0.01635075733065605,
-0.0629710853099823,
-0.01949596405029297,
-0.04128972813487053,
-0.025749994441866875,
-0.043178990483284,
0.12251061201095581,
0.018395494669675827,
-0.02342955209314823,
-0.0136449309065938,
-0.03622139245271683,
0.027838587760925293,
0.00031968194525688887,
-0.1183110922574997,
-0.012338557280600071,
-0.019037658348679543,
0.04525819048285484,
0.03407635912299156,
0.045067351311445236,
-0.0005850318120792508,
-0.009071936830878258,
-0.009094618260860443,
0.13395069539546967,
-0.00393622275441885,
0.07859756052494049,
-0.05460027605295181,
-0.08798035234212875,
0.06061888858675957,
-0.04827292636036873,
0.07079919427633286,
-0.0035067570861428976,
-0.12118826061487198,
-0.045013755559921265,
-0.0719560757279396,
0.08925770968198776,
0.017950432375073433,
-0.02220812439918518,
0.017377767711877823,
-0.07807512581348419,
0.03039928525686264,
-0.021752092987298965,
0.0529664009809494,
0.07417035102844238,
-0.08363577723503113,
0.0363331064581871,
0.009647233411669731,
0.004271801095455885,
-0.009131856262683868,
-0.009007520973682404,
0.008417997509241104,
0.00008671411342220381,
0.01171204075217247,
-0.04232466220855713,
0.018468668684363365,
-0.024660509079694748,
-0.028203420341014862,
0.046923305839300156,
0.055790144950151443,
0.012658691965043545,
0.08541133999824524,
-0.019055454060435295,
-0.07991352677345276,
0.010859072208404541,
-0.06276488304138184,
-0.009878117591142654,
-0.0816924199461937,
-4.116645868634805e-8,
-0.09921307861804962,
0.0581161268055439,
0.031043855473399162,
0.04747214913368225,
0.06630083918571472,
0.05481646582484245,
0.0225334782153368,
0.11359934508800507,
-0.010115941055119038,
0.014046584255993366,
0.1039658710360527,
-0.07910633832216263,
0.012954830192029476,
-0.04430346563458443,
0.004963894374668598,
-0.004919211845844984,
0.0795738697052002,
0.004047850612550974,
0.00675823213532567,
-0.00846270751208067,
0.0035319894086569548,
0.03525137901306152,
-0.06376831233501434,
0.08371172100305557,
0.04113113135099411,
-0.03214964270591736,
-0.007135133724659681,
0.0663544312119484,
0.032839030027389526,
0.04137095808982849,
-0.08524582535028458,
-0.017212575301527977,
-0.03846151381731033,
-0.014562991447746754,
0.015363939106464386,
0.041457708925008774,
0.08521410077810287,
-0.015461760573089123,
0.00972118228673935,
-0.053367774933576584,
-0.11846477538347244,
-0.06694494932889938,
-0.01884465664625168,
0.01683484949171543,
0.050908222794532776,
0.08271946758031845,
-0.02215726114809513,
-0.0033240492921322584,
0.09959077090024948,
-0.07219190895557404,
-0.012316018342971802,
-0.08563701808452606,
0.06379137933254242,
-0.03868513181805611,
0.030858462676405907,
0.015484269708395004,
0.03340505436062813,
0.03757588565349579,
0.07802219688892365,
0.009347895160317421,
0.031806305050849915,
-0.05501397326588631,
-0.07036703824996948,
-0.05048497021198273
] | null | null | null | null | null | null | null |
[
-0.01354321837425232,
-0.08417308330535889,
0.007162527181208134,
-0.02793775126338005,
0.04218987748026848,
0.050139617174863815,
0.03655890375375748,
-0.07684995234012604,
0.1122865155339241,
0.020741913467645645,
0.08276122063398361,
0.008528726175427437,
0.03911946713924408,
0.005047332029789686,
0.03978777676820755,
-0.028922919183969498,
0.018126312643289566,
-0.02775499038398266,
-0.02518683858215809,
-0.09135915338993073,
-0.024312075227499008,
-0.04530814662575722,
-0.03983418643474579,
-0.06951503455638885,
0.09175722301006317,
0.03141234442591667,
0.04912155121564865,
0.01676853559911251,
0.000014230098713596817,
0.00434573320671916,
0.06298369914293289,
0.004282025620341301,
-0.03045744076371193,
0.009418115951120853,
-0.02928292751312256,
-0.022852642461657524,
0.016580818220973015,
0.03634008392691612,
0.04449472203850746,
0.04984521493315697,
0.07962844520807266,
0.0164926927536726,
0.06362942606210709,
0.055065352469682693,
0.0561482235789299,
-0.03307580575346947,
-0.018689900636672974,
0.025373181328177452,
-0.002615777077153325,
0.0225368719547987,
-0.050263673067092896,
-0.007394025567919016,
0.026348937302827835,
0.012980546802282333,
0.12015891075134277,
-0.047177936881780624,
0.040451694279909134,
-0.02670014649629593,
-0.01180360373109579,
0.045958541333675385,
0.0672394186258316,
-0.07620864361524582,
-0.062388572841882706,
-0.006817619316279888,
0.04299980401992798,
0.059273768216371536,
0.03412551060318947,
0.08441753685474396,
-0.0205365102738142,
0.06719445437192917,
0.015902746468782425,
-0.033822715282440186,
-0.12730903923511505,
0.03468405082821846,
0.02414087764918804,
-0.0060515133664011955,
0.026346607133746147,
0.013784075155854225,
-0.061347831040620804,
-0.07534090429544449,
-0.004095579031854868,
-0.0340849794447422,
0.016629569232463837,
0.02389543503522873,
0.06753499060869217,
-0.05571667477488518,
-0.03502853214740753,
-0.00808581244200468,
-0.011382820084691048,
0.01563875377178192,
-0.0955982506275177,
0.09222256392240524,
0.040515489876270294,
-0.033424124121665955,
0.01775047555565834,
0.12831957638263702,
-0.0020393668673932552,
-0.05098852142691612,
0.03280497342348099,
0.09427174180746078,
0.023736106231808662,
-0.0037186157424002886,
0.014416511170566082,
-0.00480095949023962,
0.06926330924034119,
-0.031667426228523254,
0.0026653220411390066,
0.05758356675505638,
-0.03170865401625633,
-0.05751298367977142,
-0.03086508996784687,
0.05847842991352081,
0.059588734060525894,
0.06056826561689377,
0.004901637323200703,
-0.1627567559480667,
0.02744765765964985,
-0.05495380982756615,
-0.022103168070316315,
0.0001827768428483978,
0.017955051735043526,
0.04780683293938637,
0.00004380294194561429,
-0.05417773500084877,
0.03828193247318268,
0.013134961947798729,
-0.07704075425863266,
1.1779532462319177e-34,
0.07860922068357468,
-0.04776407405734062,
0.08088304847478867,
-0.01917208544909954,
0.018010107800364494,
-0.006259324960410595,
-0.08783452957868576,
-0.06007903814315796,
0.010120660997927189,
0.036241237074136734,
-0.05801200121641159,
0.00646224757656455,
-0.03295974060893059,
0.003652187529951334,
-0.00017109711188822985,
0.004939498379826546,
0.01794356480240822,
0.048555534332990646,
0.06455936282873154,
-0.02671067975461483,
0.022013649344444275,
-0.06301378458738327,
-0.0040972428396344185,
0.055621422827243805,
0.051596928387880325,
-0.0035336066503077745,
-0.03261355683207512,
-0.05024968460202217,
0.016666902229189873,
-0.024067863821983337,
-0.048129815608263016,
0.08715376257896423,
0.029685277491807938,
0.06555363535881042,
-0.06364677846431732,
-0.023362236097455025,
0.003222016617655754,
-0.03525712713599205,
-0.05686285346746445,
-0.05298595875501633,
-0.04936261847615242,
-0.0035934827756136656,
-0.004821969661861658,
-0.07890214025974274,
-0.09605478495359421,
0.012191370129585266,
-0.030819252133369446,
-0.07298413664102554,
0.02426018938422203,
0.0011663991026580334,
0.05320749804377556,
-0.01731465570628643,
0.034600403159856796,
0.027216803282499313,
-0.07563141733407974,
0.10026292502880096,
-0.07658326625823975,
0.03766490891575813,
0.052608124911785126,
0.04956864193081856,
-0.018105775117874146,
0.01673864759504795,
0.007060069590806961,
-0.008969346061348915,
0.01350389700382948,
0.044145043939352036,
-0.020456040278077126,
0.046271223574876785,
0.09102880209684372,
-0.00009671610314399004,
0.032573528587818146,
0.0943913385272026,
-0.02011287771165371,
-0.08578424900770187,
-0.01208400446921587,
0.057181406766176224,
-0.0896964743733406,
-0.08555258810520172,
-0.010413932614028454,
0.05710674449801445,
-0.11058347672224045,
-0.12148085236549377,
0.011246546171605587,
0.03718556463718414,
-0.031387392431497574,
0.003422497073188424,
0.05118762329220772,
-0.043453898280858994,
0.011821625754237175,
-0.04851185157895088,
-0.06929510086774826,
-0.013819445855915546,
-0.025379067286849022,
0.024108747020363808,
0.02667449787259102,
-7.618653475812758e-34,
-0.12216389924287796,
0.01822695881128311,
0.044341910630464554,
0.005217117257416248,
0.09850165247917175,
-0.05317813530564308,
-0.06506280601024628,
-0.0713203102350235,
0.010910299606621265,
0.05576567351818085,
-0.05873717740178108,
-0.042698927223682404,
0.02658623456954956,
-0.010706477798521519,
0.03559538722038269,
-0.013898314908146858,
0.03729478642344475,
0.020399706438183784,
0.02104993909597397,
-0.05482185631990433,
-0.012945476919412613,
0.026160726323723793,
0.0016040414338931441,
-0.05727129429578781,
0.08853603154420853,
0.01767709292471409,
-0.02001379430294037,
-0.02165205217897892,
-0.03293340280652046,
0.01635075733065605,
-0.0629710853099823,
-0.01949596405029297,
-0.04128972813487053,
-0.025749994441866875,
-0.043178990483284,
0.12251061201095581,
0.018395494669675827,
-0.02342955209314823,
-0.0136449309065938,
-0.03622139245271683,
0.027838587760925293,
0.00031968194525688887,
-0.1183110922574997,
-0.012338557280600071,
-0.019037658348679543,
0.04525819048285484,
0.03407635912299156,
0.045067351311445236,
-0.0005850318120792508,
-0.009071936830878258,
-0.009094618260860443,
0.13395069539546967,
-0.00393622275441885,
0.07859756052494049,
-0.05460027605295181,
-0.08798035234212875,
0.06061888858675957,
-0.04827292636036873,
0.07079919427633286,
-0.0035067570861428976,
-0.12118826061487198,
-0.045013755559921265,
-0.0719560757279396,
0.08925770968198776,
0.017950432375073433,
-0.02220812439918518,
0.017377767711877823,
-0.07807512581348419,
0.03039928525686264,
-0.021752092987298965,
0.0529664009809494,
0.07417035102844238,
-0.08363577723503113,
0.0363331064581871,
0.009647233411669731,
0.004271801095455885,
-0.009131856262683868,
-0.009007520973682404,
0.008417997509241104,
0.00008671411342220381,
0.01171204075217247,
-0.04232466220855713,
0.018468668684363365,
-0.024660509079694748,
-0.028203420341014862,
0.046923305839300156,
0.055790144950151443,
0.012658691965043545,
0.08541133999824524,
-0.019055454060435295,
-0.07991352677345276,
0.010859072208404541,
-0.06276488304138184,
-0.009878117591142654,
-0.0816924199461937,
-4.116645868634805e-8,
-0.09921307861804962,
0.0581161268055439,
0.031043855473399162,
0.04747214913368225,
0.06630083918571472,
0.05481646582484245,
0.0225334782153368,
0.11359934508800507,
-0.010115941055119038,
0.014046584255993366,
0.1039658710360527,
-0.07910633832216263,
0.012954830192029476,
-0.04430346563458443,
0.004963894374668598,
-0.004919211845844984,
0.0795738697052002,
0.004047850612550974,
0.00675823213532567,
-0.00846270751208067,
0.0035319894086569548,
0.03525137901306152,
-0.06376831233501434,
0.08371172100305557,
0.04113113135099411,
-0.03214964270591736,
-0.007135133724659681,
0.0663544312119484,
0.032839030027389526,
0.04137095808982849,
-0.08524582535028458,
-0.017212575301527977,
-0.03846151381731033,
-0.014562991447746754,
0.015363939106464386,
0.041457708925008774,
0.08521410077810287,
-0.015461760573089123,
0.00972118228673935,
-0.053367774933576584,
-0.11846477538347244,
-0.06694494932889938,
-0.01884465664625168,
0.01683484949171543,
0.050908222794532776,
0.08271946758031845,
-0.02215726114809513,
-0.0033240492921322584,
0.09959077090024948,
-0.07219190895557404,
-0.012316018342971802,
-0.08563701808452606,
0.06379137933254242,
-0.03868513181805611,
0.030858462676405907,
0.015484269708395004,
0.03340505436062813,
0.03757588565349579,
0.07802219688892365,
0.009347895160317421,
0.031806305050849915,
-0.05501397326588631,
-0.07036703824996948,
-0.05048497021198273
] |
1402.0915
|
Oren Rippel
|
Oren Rippel, Michael A. Gelbart, Ryan P. Adams
|
Learning Ordered Representations with Nested Dropout
|
11 pages, 5 figures. Submitted for publication
| null | null | null |
stat.ML cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we study ordered representations of data in which different
dimensions have different degrees of importance. To learn these representations
we introduce nested dropout, a procedure for stochastically removing coherent
nested sets of hidden units in a neural network. We first present a sequence of
theoretical results in the simple case of a semi-linear autoencoder. We
rigorously show that the application of nested dropout enforces identifiability
of the units, which leads to an exact equivalence with PCA. We then extend the
algorithm to deep models and demonstrate the relevance of ordered
representations to a number of applications. Specifically, we use the ordered
property of the learned codes to construct hash-based data structures that
permit very fast retrieval, achieving retrieval in time logarithmic in the
database size and independent of the dimensionality of the representation. This
allows codes that are hundreds of times longer than currently feasible for
retrieval. We therefore avoid the diminished quality associated with short
codes, while still performing retrieval that is competitive in speed with
existing methods. We also show that ordered representations are a promising way
to learn adaptive compression for efficient online data reconstruction.
|
[
{
"created": "Wed, 5 Feb 2014 00:41:58 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Rippel",
"Oren",
""
],
[
"Gelbart",
"Michael A.",
""
],
[
"Adams",
"Ryan P.",
""
]
] |
[
-0.13333427906036377,
-0.02119605988264084,
-0.005669726058840752,
0.04414220154285431,
0.00021181981719564646,
0.043298833072185516,
-0.05316275730729103,
-0.0780138149857521,
0.054766006767749786,
-0.050672393292188644,
0.021986735984683037,
0.08801262080669403,
0.04697854816913605,
0.0069028581492602825,
-0.07029610127210617,
0.007880495861172676,
-0.00771789625287056,
0.10353738814592361,
-0.17677903175354004,
-0.04641595855355263,
0.006089989561587572,
-0.0026799370534718037,
0.0485280305147171,
0.057795450091362,
0.07373110949993134,
-0.0037373779341578484,
0.04554518312215805,
-0.0136546790599823,
0.01369802001863718,
-0.004321402404457331,
0.05223119258880615,
0.01691501960158348,
0.020335238426923752,
0.008037109859287739,
-0.032532207667827606,
0.04212087392807007,
-0.04194885492324829,
0.023768650367856026,
0.026932189241051674,
-0.061485834419727325,
0.036498669534921646,
0.05748815834522247,
-0.023830506950616837,
0.08232634514570236,
0.00024703057715669274,
0.016981156542897224,
0.02178173139691353,
-0.06449727714061737,
0.029997693374753,
0.01484514307230711,
-0.04734780639410019,
0.08783812820911407,
-0.05220171809196472,
0.06090512499213219,
-0.029161550104618073,
-0.005431564059108496,
-0.0616486594080925,
-0.023192746564745903,
-0.0962003543972969,
0.013296416029334068,
0.0071979402564466,
-0.06524384766817093,
0.04460097476840019,
-0.07255032658576965,
0.01777522824704647,
-0.056237611919641495,
0.03685466945171356,
0.05899392440915108,
0.005221836268901825,
0.05832267552614212,
0.03385318070650101,
-0.0016883754869922996,
-0.076971635222435,
0.13367359340190887,
0.025121860206127167,
0.00939189177006483,
0.004499452188611031,
-0.031204624101519585,
0.029645338654518127,
-0.0018508685752749443,
-0.06370217353105545,
0.00879694428294897,
0.045537013560533524,
0.07890162616968155,
0.06482861936092377,
-0.07833995670080185,
0.08541449159383774,
0.01965460553765297,
-0.003082042094320059,
-0.006591272074729204,
-0.061748310923576355,
0.004965413827449083,
0.05756615102291107,
-0.04255729541182518,
0.12035096436738968,
-0.060325488448143005,
0.11388123035430908,
-0.055370740592479706,
-0.011718422174453735,
0.09388181567192078,
-0.024036286398768425,
0.09533629566431046,
-0.016029737889766693,
-0.08924195170402527,
-0.007053137291222811,
-0.013139222748577595,
0.013789310120046139,
0.0636538416147232,
0.00042050029151141644,
-0.04723942652344704,
0.034037262201309204,
0.05090638995170593,
-0.028155621141195297,
-0.03272902965545654,
0.03535916283726692,
0.004819911438971758,
-0.03714035451412201,
0.005397203844040632,
0.07654490321874619,
-0.008192406967282295,
-0.0419248603284359,
0.025243649259209633,
-0.04570670798420906,
0.01133604347705841,
0.013569065369665623,
-0.03707524389028549,
-0.06138820946216583,
6.056547757377155e-34,
0.031971558928489685,
0.057986967265605927,
0.016598140820860863,
-0.029998138546943665,
0.05586185306310654,
-0.024737801402807236,
0.004420065321028233,
0.03346328064799309,
0.029925599694252014,
0.0780373364686966,
-0.09558965265750885,
0.016949377954006195,
-0.0033017126843333244,
0.05904219672083855,
-0.01535325963050127,
0.028850272297859192,
-0.012099972926080227,
0.048788271844387054,
-0.003559759585186839,
-0.0998886302113533,
0.020990552380681038,
-0.048596519976854324,
0.000641344056930393,
-0.08514638245105743,
0.010410946793854237,
-0.03264389932155609,
-0.031864285469055176,
-0.05155987665057182,
-0.05577977001667023,
-0.009666319005191326,
-0.07927007228136063,
-0.03005645051598549,
0.01762523129582405,
-0.017147907987236977,
0.08439966291189194,
-0.019345510751008987,
0.01818167045712471,
-0.02072124369442463,
-0.028188884258270264,
-0.0455423966050148,
0.0639898031949997,
0.035174254328012466,
-0.03079616092145443,
-0.044295795261859894,
-0.08721140027046204,
-0.08023098856210709,
-0.019805824384093285,
-0.02022027038037777,
-0.06717059761285782,
-0.060796402394771576,
0.07152405381202698,
0.0062658581882715225,
-0.04411609470844269,
-0.0010678550461307168,
0.021295420825481415,
-0.01344288233667612,
0.07699934393167496,
0.013856020756065845,
0.05278588458895683,
0.06951599568128586,
-0.03817062824964523,
0.037173133343458176,
0.06549227982759476,
0.07699155062437057,
0.04189339652657509,
-0.042048223316669464,
0.01947595365345478,
0.05604081228375435,
0.05995626747608185,
-0.03823677450418472,
-0.033795617520809174,
0.003975782077759504,
-0.02001839689910412,
-0.09264547377824783,
0.017415951937437057,
0.02319394424557686,
-0.005183914676308632,
-0.16396111249923706,
-0.06638631224632263,
0.02983386069536209,
0.013921321369707584,
-0.016128575429320335,
0.04231772944331169,
-0.03377145901322365,
-0.06505981087684631,
-0.0435619093477726,
0.07749011367559433,
-0.07817084342241287,
-0.005765872076153755,
-0.05661839246749878,
-0.10975312441587448,
-0.0700693130493164,
0.0220701415091753,
-0.11218248307704926,
0.05262346938252449,
-1.3496007680489113e-33,
0.012493633665144444,
0.028670312836766243,
0.01906132884323597,
0.004970555659383535,
0.04156763479113579,
-0.1042102575302124,
0.014300957322120667,
0.046579521149396896,
-0.06364013254642487,
0.014858158305287361,
-0.00646598543971777,
-0.06028476729989052,
0.02749701589345932,
-0.0266888290643692,
0.06115378811955452,
0.08687246590852737,
-0.022682860493659973,
-0.0393003486096859,
-0.01972438208758831,
0.02849747985601425,
-0.005693966057151556,
0.03746139630675316,
-0.049019623547792435,
0.026695730164647102,
-0.006167266517877579,
0.005393701605498791,
0.03737817704677582,
0.05978574603796005,
0.03814864531159401,
-0.018300361931324005,
-0.004494910128414631,
-0.0487673319876194,
-0.057019710540771484,
-0.0606231614947319,
-0.09649967402219772,
-0.003817537799477577,
0.01696033775806427,
-0.004586315713822842,
-0.08530931919813156,
0.10527575016021729,
0.05083752050995827,
-0.026471896097064018,
-0.011350833810865879,
0.03146727755665779,
-0.0020249730441719294,
-0.04081152379512787,
-0.021407997235655785,
0.06759706884622574,
0.012519143521785736,
0.059761352837085724,
0.04971638321876526,
0.059008996933698654,
-0.06806779652833939,
0.009522735141217709,
0.06628035753965378,
-0.02524390071630478,
-0.05866648256778717,
0.03305437043309212,
0.015334352850914001,
0.05951739102602005,
-0.023236945271492004,
-0.13764388859272003,
0.027778804302215576,
0.029512684792280197,
-0.048611707985401154,
-0.0882115289568901,
-0.033620793372392654,
0.034256093204021454,
-0.007801508530974388,
-0.00825815461575985,
-0.013864006847143173,
-0.03321817144751549,
0.005914557259529829,
0.062224969267845154,
-0.025112345814704895,
-0.05316140130162239,
0.033092841506004333,
0.0765237882733345,
0.05337192490696907,
0.018248872831463814,
0.003253612667322159,
-0.0038018282502889633,
-0.017971180379390717,
0.0753595381975174,
0.0804525688290596,
0.023927975445985794,
0.017600558698177338,
0.005933696869760752,
-0.0013304947642609477,
0.021821029484272003,
0.03433777391910553,
0.05856993421912193,
-0.011852454394102097,
0.05682801827788353,
-0.028657210990786552,
-4.549016452415344e-8,
-0.09910336136817932,
0.034962620586156845,
0.012152939103543758,
-0.001375693711452186,
0.10350558906793594,
-0.05416203662753105,
0.0017496357904747128,
0.12224934250116348,
-0.02459339238703251,
-0.02190021052956581,
0.10799618810415268,
-0.035063035786151886,
-0.0722116082906723,
-0.04993753135204315,
-0.01287807896733284,
0.038093119859695435,
0.010675434954464436,
-0.04758280888199806,
0.02340119145810604,
0.010855111293494701,
-0.015923265367746353,
0.08058107644319534,
-0.021037885919213295,
-0.022056253626942635,
0.03508830815553665,
-0.004083884879946709,
0.008322784677147865,
0.09386073052883148,
0.027468807995319366,
0.05295881628990173,
0.04202381893992424,
0.09207022935152054,
0.08256231248378754,
-0.10306546092033386,
0.005906558129936457,
0.05506780743598938,
0.05306422337889671,
0.004853338934481144,
-0.054652534425258636,
-0.15661796927452087,
-0.02812918834388256,
0.02105739712715149,
-0.0626339241862297,
-0.03577379509806633,
-0.0016965694958344102,
-0.02077755331993103,
0.05398501083254814,
-0.0056655132211744785,
-0.00394453713670373,
0.04352698102593422,
-0.03400100767612457,
-0.03157497197389603,
0.050479721277952194,
0.010958407074213028,
0.07465389370918274,
0.0506175234913826,
-0.02321377955377102,
-0.05372349172830582,
0.05292161554098129,
0.010462857782840729,
-0.017804408445954323,
0.004038350190967321,
-0.05160597339272499,
0.018184369429945946
] |
Learning Ordered Representations with Nested Dropout
|
http://arxiv.org/abs/1402.0915v1
|
http://arxiv.org/pdf/1402.0915v1.pdf
|
https://github.com/PhilippeNguyen/nested_dropout
| false | false |
https://paperswithcode.com/paper/learning-ordered-representations-with-nested
|
[
-0.13333427906036377,
-0.02119605988264084,
-0.005669726058840752,
0.04414220154285431,
0.00021181981719564646,
0.043298833072185516,
-0.05316275730729103,
-0.0780138149857521,
0.054766006767749786,
-0.050672393292188644,
0.021986735984683037,
0.08801262080669403,
0.04697854816913605,
0.0069028581492602825,
-0.07029610127210617,
0.007880495861172676,
-0.00771789625287056,
0.10353738814592361,
-0.17677903175354004,
-0.04641595855355263,
0.006089989561587572,
-0.0026799370534718037,
0.0485280305147171,
0.057795450091362,
0.07373110949993134,
-0.0037373779341578484,
0.04554518312215805,
-0.0136546790599823,
0.01369802001863718,
-0.004321402404457331,
0.05223119258880615,
0.01691501960158348,
0.020335238426923752,
0.008037109859287739,
-0.032532207667827606,
0.04212087392807007,
-0.04194885492324829,
0.023768650367856026,
0.026932189241051674,
-0.061485834419727325,
0.036498669534921646,
0.05748815834522247,
-0.023830506950616837,
0.08232634514570236,
0.00024703057715669274,
0.016981156542897224,
0.02178173139691353,
-0.06449727714061737,
0.029997693374753,
0.01484514307230711,
-0.04734780639410019,
0.08783812820911407,
-0.05220171809196472,
0.06090512499213219,
-0.029161550104618073,
-0.005431564059108496,
-0.0616486594080925,
-0.023192746564745903,
-0.0962003543972969,
0.013296416029334068,
0.0071979402564466,
-0.06524384766817093,
0.04460097476840019,
-0.07255032658576965,
0.01777522824704647,
-0.056237611919641495,
0.03685466945171356,
0.05899392440915108,
0.005221836268901825,
0.05832267552614212,
0.03385318070650101,
-0.0016883754869922996,
-0.076971635222435,
0.13367359340190887,
0.025121860206127167,
0.00939189177006483,
0.004499452188611031,
-0.031204624101519585,
0.029645338654518127,
-0.0018508685752749443,
-0.06370217353105545,
0.00879694428294897,
0.045537013560533524,
0.07890162616968155,
0.06482861936092377,
-0.07833995670080185,
0.08541449159383774,
0.01965460553765297,
-0.003082042094320059,
-0.006591272074729204,
-0.061748310923576355,
0.004965413827449083,
0.05756615102291107,
-0.04255729541182518,
0.12035096436738968,
-0.060325488448143005,
0.11388123035430908,
-0.055370740592479706,
-0.011718422174453735,
0.09388181567192078,
-0.024036286398768425,
0.09533629566431046,
-0.016029737889766693,
-0.08924195170402527,
-0.007053137291222811,
-0.013139222748577595,
0.013789310120046139,
0.0636538416147232,
0.00042050029151141644,
-0.04723942652344704,
0.034037262201309204,
0.05090638995170593,
-0.028155621141195297,
-0.03272902965545654,
0.03535916283726692,
0.004819911438971758,
-0.03714035451412201,
0.005397203844040632,
0.07654490321874619,
-0.008192406967282295,
-0.0419248603284359,
0.025243649259209633,
-0.04570670798420906,
0.01133604347705841,
0.013569065369665623,
-0.03707524389028549,
-0.06138820946216583,
6.056547757377155e-34,
0.031971558928489685,
0.057986967265605927,
0.016598140820860863,
-0.029998138546943665,
0.05586185306310654,
-0.024737801402807236,
0.004420065321028233,
0.03346328064799309,
0.029925599694252014,
0.0780373364686966,
-0.09558965265750885,
0.016949377954006195,
-0.0033017126843333244,
0.05904219672083855,
-0.01535325963050127,
0.028850272297859192,
-0.012099972926080227,
0.048788271844387054,
-0.003559759585186839,
-0.0998886302113533,
0.020990552380681038,
-0.048596519976854324,
0.000641344056930393,
-0.08514638245105743,
0.010410946793854237,
-0.03264389932155609,
-0.031864285469055176,
-0.05155987665057182,
-0.05577977001667023,
-0.009666319005191326,
-0.07927007228136063,
-0.03005645051598549,
0.01762523129582405,
-0.017147907987236977,
0.08439966291189194,
-0.019345510751008987,
0.01818167045712471,
-0.02072124369442463,
-0.028188884258270264,
-0.0455423966050148,
0.0639898031949997,
0.035174254328012466,
-0.03079616092145443,
-0.044295795261859894,
-0.08721140027046204,
-0.08023098856210709,
-0.019805824384093285,
-0.02022027038037777,
-0.06717059761285782,
-0.060796402394771576,
0.07152405381202698,
0.0062658581882715225,
-0.04411609470844269,
-0.0010678550461307168,
0.021295420825481415,
-0.01344288233667612,
0.07699934393167496,
0.013856020756065845,
0.05278588458895683,
0.06951599568128586,
-0.03817062824964523,
0.037173133343458176,
0.06549227982759476,
0.07699155062437057,
0.04189339652657509,
-0.042048223316669464,
0.01947595365345478,
0.05604081228375435,
0.05995626747608185,
-0.03823677450418472,
-0.033795617520809174,
0.003975782077759504,
-0.02001839689910412,
-0.09264547377824783,
0.017415951937437057,
0.02319394424557686,
-0.005183914676308632,
-0.16396111249923706,
-0.06638631224632263,
0.02983386069536209,
0.013921321369707584,
-0.016128575429320335,
0.04231772944331169,
-0.03377145901322365,
-0.06505981087684631,
-0.0435619093477726,
0.07749011367559433,
-0.07817084342241287,
-0.005765872076153755,
-0.05661839246749878,
-0.10975312441587448,
-0.0700693130493164,
0.0220701415091753,
-0.11218248307704926,
0.05262346938252449,
-1.3496007680489113e-33,
0.012493633665144444,
0.028670312836766243,
0.01906132884323597,
0.004970555659383535,
0.04156763479113579,
-0.1042102575302124,
0.014300957322120667,
0.046579521149396896,
-0.06364013254642487,
0.014858158305287361,
-0.00646598543971777,
-0.06028476729989052,
0.02749701589345932,
-0.0266888290643692,
0.06115378811955452,
0.08687246590852737,
-0.022682860493659973,
-0.0393003486096859,
-0.01972438208758831,
0.02849747985601425,
-0.005693966057151556,
0.03746139630675316,
-0.049019623547792435,
0.026695730164647102,
-0.006167266517877579,
0.005393701605498791,
0.03737817704677582,
0.05978574603796005,
0.03814864531159401,
-0.018300361931324005,
-0.004494910128414631,
-0.0487673319876194,
-0.057019710540771484,
-0.0606231614947319,
-0.09649967402219772,
-0.003817537799477577,
0.01696033775806427,
-0.004586315713822842,
-0.08530931919813156,
0.10527575016021729,
0.05083752050995827,
-0.026471896097064018,
-0.011350833810865879,
0.03146727755665779,
-0.0020249730441719294,
-0.04081152379512787,
-0.021407997235655785,
0.06759706884622574,
0.012519143521785736,
0.059761352837085724,
0.04971638321876526,
0.059008996933698654,
-0.06806779652833939,
0.009522735141217709,
0.06628035753965378,
-0.02524390071630478,
-0.05866648256778717,
0.03305437043309212,
0.015334352850914001,
0.05951739102602005,
-0.023236945271492004,
-0.13764388859272003,
0.027778804302215576,
0.029512684792280197,
-0.048611707985401154,
-0.0882115289568901,
-0.033620793372392654,
0.034256093204021454,
-0.007801508530974388,
-0.00825815461575985,
-0.013864006847143173,
-0.03321817144751549,
0.005914557259529829,
0.062224969267845154,
-0.025112345814704895,
-0.05316140130162239,
0.033092841506004333,
0.0765237882733345,
0.05337192490696907,
0.018248872831463814,
0.003253612667322159,
-0.0038018282502889633,
-0.017971180379390717,
0.0753595381975174,
0.0804525688290596,
0.023927975445985794,
0.017600558698177338,
0.005933696869760752,
-0.0013304947642609477,
0.021821029484272003,
0.03433777391910553,
0.05856993421912193,
-0.011852454394102097,
0.05682801827788353,
-0.028657210990786552,
-4.549016452415344e-8,
-0.09910336136817932,
0.034962620586156845,
0.012152939103543758,
-0.001375693711452186,
0.10350558906793594,
-0.05416203662753105,
0.0017496357904747128,
0.12224934250116348,
-0.02459339238703251,
-0.02190021052956581,
0.10799618810415268,
-0.035063035786151886,
-0.0722116082906723,
-0.04993753135204315,
-0.01287807896733284,
0.038093119859695435,
0.010675434954464436,
-0.04758280888199806,
0.02340119145810604,
0.010855111293494701,
-0.015923265367746353,
0.08058107644319534,
-0.021037885919213295,
-0.022056253626942635,
0.03508830815553665,
-0.004083884879946709,
0.008322784677147865,
0.09386073052883148,
0.027468807995319366,
0.05295881628990173,
0.04202381893992424,
0.09207022935152054,
0.08256231248378754,
-0.10306546092033386,
0.005906558129936457,
0.05506780743598938,
0.05306422337889671,
0.004853338934481144,
-0.054652534425258636,
-0.15661796927452087,
-0.02812918834388256,
0.02105739712715149,
-0.0626339241862297,
-0.03577379509806633,
-0.0016965694958344102,
-0.02077755331993103,
0.05398501083254814,
-0.0056655132211744785,
-0.00394453713670373,
0.04352698102593422,
-0.03400100767612457,
-0.03157497197389603,
0.050479721277952194,
0.010958407074213028,
0.07465389370918274,
0.0506175234913826,
-0.02321377955377102,
-0.05372349172830582,
0.05292161554098129,
0.010462857782840729,
-0.017804408445954323,
0.004038350190967321,
-0.05160597339272499,
0.018184369429945946
] |
1402.0916
|
Itzhak Tamo
|
Itzhak Tamo and Alexander Barg
|
Bounds on Locally Recoverable Codes with Multiple Recovering Sets
|
Submitted to ISIT 2014
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A locally recoverable code (LRC code) is a code over a finite alphabet such
that every symbol in the encoding is a function of a small number of other
symbols that form a recovering set. Bounds on the rate and distance of such
codes have been extensively studied in the literature. In this paper we derive
upper bounds on the rate and distance of codes in which every symbol has $t\geq
1$ disjoint recovering sets.
|
[
{
"created": "Wed, 5 Feb 2014 00:46:04 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Tamo",
"Itzhak",
""
],
[
"Barg",
"Alexander",
""
]
] |
[
-0.04379903897643089,
-0.0058543384075164795,
-0.011325898580253124,
-0.00932159461081028,
0.014159956015646458,
0.04741973057389259,
-0.05130729451775551,
-0.002521506045013666,
0.0023519282694905996,
-0.05114588141441345,
0.056811247020959854,
0.11030491441488266,
0.07863690704107285,
-0.06544934958219528,
-0.049023158848285675,
-0.008687622845172882,
-0.01917552575469017,
-0.03425760567188263,
-0.054635532200336456,
-0.019023006781935692,
-0.040785763412714005,
-0.009508064016699791,
-0.03679583594202995,
0.04135845601558685,
0.08406154811382294,
0.027364302426576614,
-0.012763243168592453,
0.029228949919342995,
0.03288380429148674,
-0.005552932620048523,
-0.0429670512676239,
0.03724569454789162,
0.041248299181461334,
0.06314046680927277,
0.043164316564798355,
0.12378627061843872,
-0.06610097736120224,
-0.0007648268365301192,
0.007687399163842201,
0.07605811953544617,
-0.09973197430372238,
0.07617365568876266,
0.037409499287605286,
0.03805539757013321,
-0.02526695653796196,
0.06757190823554993,
-0.02189803496003151,
0.05344675853848457,
-0.10109398514032364,
-0.13226071000099182,
0.03632528707385063,
0.08689257502555847,
-0.022231342270970345,
0.0015603448264300823,
0.03075230121612549,
-0.0993085727095604,
-0.005866699852049351,
-0.055480968207120895,
-0.06185833364725113,
0.013845433481037617,
-0.0041820695623755455,
0.0517694391310215,
0.027377089485526085,
-0.013651139102876186,
-0.01686856895685196,
0.03301257640123367,
-0.000017462229152442887,
0.031210225075483322,
-0.03021213971078396,
0.036076150834560394,
-0.08832582086324692,
-0.039760690182447433,
-0.059075258672237396,
0.12044456601142883,
0.0386701263487339,
0.04944191128015518,
0.049464017152786255,
-0.011442957445979118,
-0.01174014713615179,
0.0015909104840829968,
-0.05977512151002884,
-0.0639965683221817,
0.0064217159524559975,
0.04755976423621178,
0.03624875843524933,
-0.018863851204514503,
0.02436220459640026,
0.03729677200317383,
0.10460725426673889,
0.07421170920133591,
-0.05879054591059685,
-0.03847501426935196,
0.09188501536846161,
0.04199991002678871,
0.008615385740995407,
-0.04067898914217949,
0.05491197481751442,
0.01985703594982624,
0.001990153919905424,
0.04584344103932381,
-0.04180927202105522,
0.039822548627853394,
0.042278919368982315,
-0.048854630440473557,
-0.020122112706303596,
0.06791454553604126,
0.06433069705963135,
-0.02182510867714882,
0.07188823819160461,
-0.0506906658411026,
0.06874046474695206,
-0.009210781194269657,
-0.03212525695562363,
0.005004771985113621,
0.034222252666950226,
-0.012317895889282227,
0.02848479151725769,
0.018585950136184692,
0.032704390585422516,
-0.042492493987083435,
0.0001604109420441091,
-0.11523555964231491,
0.011337005533277988,
-0.03780349716544151,
-0.041734252125024796,
-0.0004203154821880162,
0.05621296167373657,
-6.715652031658019e-35,
-0.03269055858254433,
0.06758802384138107,
-0.08494918793439865,
-0.03188566863536835,
-0.00047008972615003586,
-0.008873697370290756,
0.03397859260439873,
-0.036293335258960724,
-0.019497796893119812,
0.006122855469584465,
0.023913927376270294,
0.07230164110660553,
0.033194903284311295,
0.09408579766750336,
-0.00484238937497139,
0.026018807664513588,
0.09381911903619766,
0.0254154484719038,
-0.04578140377998352,
-0.0573774017393589,
-0.027667919173836708,
-0.030071169137954712,
-0.0396476611495018,
-0.04326190799474716,
-0.002282775240018964,
0.03085104189813137,
-0.00023922635591588914,
-0.11868759989738464,
0.029118593782186508,
0.015768403187394142,
-0.08181505650281906,
0.01795285753905773,
0.002929307520389557,
0.05194953456521034,
0.030870556831359863,
0.0175476036965847,
0.01954651065170765,
-0.044560980051755905,
-0.04567398503422737,
0.01711922138929367,
0.05382572486996651,
0.028094695881009102,
-0.03221869096159935,
-0.06302493065595627,
0.0484875924885273,
-0.09918506443500519,
-0.04938500374555588,
-0.014544053934514523,
-0.05244675651192665,
-0.021761367097496986,
0.019508767873048782,
0.03248223289847374,
-0.08693882077932358,
-0.049249663949012756,
-0.0006391610950231552,
-0.01876671612262726,
-0.0010718900011852384,
0.0010323852766305208,
0.06831192970275879,
0.17105676233768463,
0.016094425693154335,
0.03025251068174839,
0.11288466304540634,
-0.003382161259651184,
0.05206645652651787,
0.005833043251186609,
-0.03551893308758736,
-0.08335556089878082,
0.05361505225300789,
0.002763650845736265,
-0.012066674418747425,
-0.017341990023851395,
0.0275576189160347,
-0.011971660889685154,
-0.0036336116027086973,
0.0006471411325037479,
0.05941730737686157,
-0.12328759580850601,
-0.03799423202872276,
-0.04614244028925896,
-0.012509556487202644,
-0.07417591661214828,
-0.014047406613826752,
-0.015126216225326061,
0.01617768034338951,
-0.035909734666347504,
0.026767997071146965,
-0.11034604161977768,
-0.06064984202384949,
-0.04744380712509155,
-0.08607263118028641,
-0.09383480995893478,
0.057053204625844955,
-0.10884805023670197,
0.045246221125125885,
-1.4097685382312462e-33,
0.027005286887288094,
-0.009663483127951622,
0.03024553693830967,
0.007768462412059307,
-0.07162254303693771,
-0.1218314841389656,
-0.02044091559946537,
0.09071005135774612,
-0.06321363896131516,
0.042029447853565216,
-0.09141747653484344,
-0.010078190825879574,
0.030524536967277527,
-0.05991460755467415,
0.05856049433350563,
0.008441640995442867,
-0.0012568043312057853,
0.05483555793762207,
-0.006381629966199398,
0.04110398516058922,
0.05472469702363014,
-0.01066386979073286,
0.016925040632486343,
0.03715595602989197,
-0.003804843407124281,
0.10623280704021454,
-0.04456000775098801,
0.04502673074603081,
-0.004355337470769882,
-0.06250640749931335,
0.023347849026322365,
-0.06539945304393768,
-0.06097453460097313,
-0.011018795892596245,
-0.014095599763095379,
-0.036745719611644745,
0.02045334503054619,
0.008786641992628574,
-0.03747237101197243,
0.004721504636108875,
0.05782843008637428,
0.03929566964507103,
-0.026618558913469315,
0.0584430992603302,
0.026983710005879402,
-0.020408909767866135,
-0.039026498794555664,
-0.010736865922808647,
0.06417994201183319,
-0.01530697662383318,
0.09640666842460632,
-0.004232044797390699,
0.05562497302889824,
0.016138408333063126,
-0.018063096329569817,
0.06874053180217743,
-0.044292695820331573,
0.07299674302339554,
0.020583387464284897,
-0.001387988100759685,
-0.02019747532904148,
-0.0786665678024292,
0.010658156126737595,
0.09147408604621887,
0.0467572957277298,
-0.061853308230638504,
-0.02507423609495163,
0.0023962154518812895,
-0.07329469174146652,
-0.003807838773354888,
0.061213769018650055,
0.047512125223875046,
-0.07287874817848206,
0.010295532643795013,
0.006153909955173731,
0.06567827612161636,
-0.015477069653570652,
0.013194072991609573,
-0.0048529598861932755,
0.08149653673171997,
-0.007571345195174217,
-0.0005693656275980175,
-0.06334976851940155,
-0.003446147544309497,
0.05900445580482483,
-0.0541786253452301,
0.007469870150089264,
-0.04344359412789345,
0.0025243437848985195,
-0.10989909619092941,
0.005983075592666864,
0.04949347302317619,
0.053628262132406235,
-0.06272263079881668,
0.018618814647197723,
-3.194512743220912e-8,
-0.03479115664958954,
-0.07018984109163284,
-0.08019615709781647,
0.001932324841618538,
0.044464077800512314,
-0.0334581658244133,
-0.06264332681894302,
-0.0005660293390974402,
-0.0651436373591423,
0.01711825653910637,
0.12650403380393982,
0.020497463643550873,
-0.07229900360107422,
0.0360289141535759,
-0.052983880043029785,
-0.006117502227425575,
-0.03064831718802452,
0.013574707321822643,
-0.008021790534257889,
0.10725818574428558,
-0.005683933384716511,
0.06512180715799332,
0.050576984882354736,
0.01065039075911045,
-0.09489069133996964,
-0.0324755422770977,
0.052761878818273544,
0.020939437672495842,
-0.00655632559210062,
0.01677650213241577,
0.03161850944161415,
0.03957292437553406,
0.16763541102409363,
-0.019777318462729454,
0.004234201740473509,
-0.04250042513012886,
-0.08008892834186554,
-0.03550545871257782,
-0.027218079194426537,
-0.019384996965527534,
0.037696149200201035,
-0.04841464385390282,
-0.02834348753094673,
-0.012164192274212837,
0.04468485713005066,
-0.07895124703645706,
0.03228439390659332,
0.013455618172883987,
-0.09087696671485901,
-0.023605840280652046,
-0.05959088355302811,
0.05782368406653404,
-0.1135556772351265,
-0.013162273913621902,
-0.0044229403138160706,
-0.0032557907979935408,
-0.029654111713171005,
-0.007810112554579973,
0.038839612156152725,
-0.017517929896712303,
-0.07784226536750793,
0.08247968554496765,
-0.002072687726467848,
-0.03987635299563408
] | null | null | null | null | null | null | null |
[
-0.04379903897643089,
-0.0058543384075164795,
-0.011325898580253124,
-0.00932159461081028,
0.014159956015646458,
0.04741973057389259,
-0.05130729451775551,
-0.002521506045013666,
0.0023519282694905996,
-0.05114588141441345,
0.056811247020959854,
0.11030491441488266,
0.07863690704107285,
-0.06544934958219528,
-0.049023158848285675,
-0.008687622845172882,
-0.01917552575469017,
-0.03425760567188263,
-0.054635532200336456,
-0.019023006781935692,
-0.040785763412714005,
-0.009508064016699791,
-0.03679583594202995,
0.04135845601558685,
0.08406154811382294,
0.027364302426576614,
-0.012763243168592453,
0.029228949919342995,
0.03288380429148674,
-0.005552932620048523,
-0.0429670512676239,
0.03724569454789162,
0.041248299181461334,
0.06314046680927277,
0.043164316564798355,
0.12378627061843872,
-0.06610097736120224,
-0.0007648268365301192,
0.007687399163842201,
0.07605811953544617,
-0.09973197430372238,
0.07617365568876266,
0.037409499287605286,
0.03805539757013321,
-0.02526695653796196,
0.06757190823554993,
-0.02189803496003151,
0.05344675853848457,
-0.10109398514032364,
-0.13226071000099182,
0.03632528707385063,
0.08689257502555847,
-0.022231342270970345,
0.0015603448264300823,
0.03075230121612549,
-0.0993085727095604,
-0.005866699852049351,
-0.055480968207120895,
-0.06185833364725113,
0.013845433481037617,
-0.0041820695623755455,
0.0517694391310215,
0.027377089485526085,
-0.013651139102876186,
-0.01686856895685196,
0.03301257640123367,
-0.000017462229152442887,
0.031210225075483322,
-0.03021213971078396,
0.036076150834560394,
-0.08832582086324692,
-0.039760690182447433,
-0.059075258672237396,
0.12044456601142883,
0.0386701263487339,
0.04944191128015518,
0.049464017152786255,
-0.011442957445979118,
-0.01174014713615179,
0.0015909104840829968,
-0.05977512151002884,
-0.0639965683221817,
0.0064217159524559975,
0.04755976423621178,
0.03624875843524933,
-0.018863851204514503,
0.02436220459640026,
0.03729677200317383,
0.10460725426673889,
0.07421170920133591,
-0.05879054591059685,
-0.03847501426935196,
0.09188501536846161,
0.04199991002678871,
0.008615385740995407,
-0.04067898914217949,
0.05491197481751442,
0.01985703594982624,
0.001990153919905424,
0.04584344103932381,
-0.04180927202105522,
0.039822548627853394,
0.042278919368982315,
-0.048854630440473557,
-0.020122112706303596,
0.06791454553604126,
0.06433069705963135,
-0.02182510867714882,
0.07188823819160461,
-0.0506906658411026,
0.06874046474695206,
-0.009210781194269657,
-0.03212525695562363,
0.005004771985113621,
0.034222252666950226,
-0.012317895889282227,
0.02848479151725769,
0.018585950136184692,
0.032704390585422516,
-0.042492493987083435,
0.0001604109420441091,
-0.11523555964231491,
0.011337005533277988,
-0.03780349716544151,
-0.041734252125024796,
-0.0004203154821880162,
0.05621296167373657,
-6.715652031658019e-35,
-0.03269055858254433,
0.06758802384138107,
-0.08494918793439865,
-0.03188566863536835,
-0.00047008972615003586,
-0.008873697370290756,
0.03397859260439873,
-0.036293335258960724,
-0.019497796893119812,
0.006122855469584465,
0.023913927376270294,
0.07230164110660553,
0.033194903284311295,
0.09408579766750336,
-0.00484238937497139,
0.026018807664513588,
0.09381911903619766,
0.0254154484719038,
-0.04578140377998352,
-0.0573774017393589,
-0.027667919173836708,
-0.030071169137954712,
-0.0396476611495018,
-0.04326190799474716,
-0.002282775240018964,
0.03085104189813137,
-0.00023922635591588914,
-0.11868759989738464,
0.029118593782186508,
0.015768403187394142,
-0.08181505650281906,
0.01795285753905773,
0.002929307520389557,
0.05194953456521034,
0.030870556831359863,
0.0175476036965847,
0.01954651065170765,
-0.044560980051755905,
-0.04567398503422737,
0.01711922138929367,
0.05382572486996651,
0.028094695881009102,
-0.03221869096159935,
-0.06302493065595627,
0.0484875924885273,
-0.09918506443500519,
-0.04938500374555588,
-0.014544053934514523,
-0.05244675651192665,
-0.021761367097496986,
0.019508767873048782,
0.03248223289847374,
-0.08693882077932358,
-0.049249663949012756,
-0.0006391610950231552,
-0.01876671612262726,
-0.0010718900011852384,
0.0010323852766305208,
0.06831192970275879,
0.17105676233768463,
0.016094425693154335,
0.03025251068174839,
0.11288466304540634,
-0.003382161259651184,
0.05206645652651787,
0.005833043251186609,
-0.03551893308758736,
-0.08335556089878082,
0.05361505225300789,
0.002763650845736265,
-0.012066674418747425,
-0.017341990023851395,
0.0275576189160347,
-0.011971660889685154,
-0.0036336116027086973,
0.0006471411325037479,
0.05941730737686157,
-0.12328759580850601,
-0.03799423202872276,
-0.04614244028925896,
-0.012509556487202644,
-0.07417591661214828,
-0.014047406613826752,
-0.015126216225326061,
0.01617768034338951,
-0.035909734666347504,
0.026767997071146965,
-0.11034604161977768,
-0.06064984202384949,
-0.04744380712509155,
-0.08607263118028641,
-0.09383480995893478,
0.057053204625844955,
-0.10884805023670197,
0.045246221125125885,
-1.4097685382312462e-33,
0.027005286887288094,
-0.009663483127951622,
0.03024553693830967,
0.007768462412059307,
-0.07162254303693771,
-0.1218314841389656,
-0.02044091559946537,
0.09071005135774612,
-0.06321363896131516,
0.042029447853565216,
-0.09141747653484344,
-0.010078190825879574,
0.030524536967277527,
-0.05991460755467415,
0.05856049433350563,
0.008441640995442867,
-0.0012568043312057853,
0.05483555793762207,
-0.006381629966199398,
0.04110398516058922,
0.05472469702363014,
-0.01066386979073286,
0.016925040632486343,
0.03715595602989197,
-0.003804843407124281,
0.10623280704021454,
-0.04456000775098801,
0.04502673074603081,
-0.004355337470769882,
-0.06250640749931335,
0.023347849026322365,
-0.06539945304393768,
-0.06097453460097313,
-0.011018795892596245,
-0.014095599763095379,
-0.036745719611644745,
0.02045334503054619,
0.008786641992628574,
-0.03747237101197243,
0.004721504636108875,
0.05782843008637428,
0.03929566964507103,
-0.026618558913469315,
0.0584430992603302,
0.026983710005879402,
-0.020408909767866135,
-0.039026498794555664,
-0.010736865922808647,
0.06417994201183319,
-0.01530697662383318,
0.09640666842460632,
-0.004232044797390699,
0.05562497302889824,
0.016138408333063126,
-0.018063096329569817,
0.06874053180217743,
-0.044292695820331573,
0.07299674302339554,
0.020583387464284897,
-0.001387988100759685,
-0.02019747532904148,
-0.0786665678024292,
0.010658156126737595,
0.09147408604621887,
0.0467572957277298,
-0.061853308230638504,
-0.02507423609495163,
0.0023962154518812895,
-0.07329469174146652,
-0.003807838773354888,
0.061213769018650055,
0.047512125223875046,
-0.07287874817848206,
0.010295532643795013,
0.006153909955173731,
0.06567827612161636,
-0.015477069653570652,
0.013194072991609573,
-0.0048529598861932755,
0.08149653673171997,
-0.007571345195174217,
-0.0005693656275980175,
-0.06334976851940155,
-0.003446147544309497,
0.05900445580482483,
-0.0541786253452301,
0.007469870150089264,
-0.04344359412789345,
0.0025243437848985195,
-0.10989909619092941,
0.005983075592666864,
0.04949347302317619,
0.053628262132406235,
-0.06272263079881668,
0.018618814647197723,
-3.194512743220912e-8,
-0.03479115664958954,
-0.07018984109163284,
-0.08019615709781647,
0.001932324841618538,
0.044464077800512314,
-0.0334581658244133,
-0.06264332681894302,
-0.0005660293390974402,
-0.0651436373591423,
0.01711825653910637,
0.12650403380393982,
0.020497463643550873,
-0.07229900360107422,
0.0360289141535759,
-0.052983880043029785,
-0.006117502227425575,
-0.03064831718802452,
0.013574707321822643,
-0.008021790534257889,
0.10725818574428558,
-0.005683933384716511,
0.06512180715799332,
0.050576984882354736,
0.01065039075911045,
-0.09489069133996964,
-0.0324755422770977,
0.052761878818273544,
0.020939437672495842,
-0.00655632559210062,
0.01677650213241577,
0.03161850944161415,
0.03957292437553406,
0.16763541102409363,
-0.019777318462729454,
0.004234201740473509,
-0.04250042513012886,
-0.08008892834186554,
-0.03550545871257782,
-0.027218079194426537,
-0.019384996965527534,
0.037696149200201035,
-0.04841464385390282,
-0.02834348753094673,
-0.012164192274212837,
0.04468485713005066,
-0.07895124703645706,
0.03228439390659332,
0.013455618172883987,
-0.09087696671485901,
-0.023605840280652046,
-0.05959088355302811,
0.05782368406653404,
-0.1135556772351265,
-0.013162273913621902,
-0.0044229403138160706,
-0.0032557907979935408,
-0.029654111713171005,
-0.007810112554579973,
0.038839612156152725,
-0.017517929896712303,
-0.07784226536750793,
0.08247968554496765,
-0.002072687726467848,
-0.03987635299563408
] |
1402.0918
|
Usman Khan
|
Mohammadreza Doostmohammadian and Usman A. Khan
|
Graphic-theoretic distributed inference in social networks
|
submitted for journal publication
| null |
10.1109/JSTSP.2014.2314512
| null |
cs.SI cs.MA
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We consider distributed inference in social networks where a phenomenon of
interest evolves over a given social interaction graph, referred to as the
\emph{social digraph}. For inference, we assume that a network of agents
monitors certain nodes in the social digraph and no agent may be able to
perform inference within its neighborhood; the agents must rely on inter-agent
communication. The key contributions of this paper include: (i) a novel
construction of the distributed estimator and distributed observability from
the first principles; (ii) a graph-theoretic agent classification that
establishes the importance and role of each agent towards inference; (iii)
characterizing the necessary conditions, based on the classification in (ii),
on the agent network to achieve distributed observability. Our results are
based on structured systems theory and are applicable to any parameter choice
of the underlying system matrix as long as the social digraph remains fixed. In
other words, any social phenomena that evolves (linearly) over a
structure-invariant social digraph may be considered--we refer to such systems
as Liner Structure-Invariant (LSI). The aforementioned contributions,
(i)--(iii), thus, only require the knowledge of the social digraph (topology)
and are independent of the social phenomena. We show the applicability of the
results to several real-wold social networks, i.e. social influence among
monks, networks of political blogs and books, and a co-authorship graph.
|
[
{
"created": "Wed, 5 Feb 2014 01:04:09 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Doostmohammadian",
"Mohammadreza",
""
],
[
"Khan",
"Usman A.",
""
]
] |
[
-0.0637241005897522,
-0.057322122156620026,
-0.07098596543073654,
-0.04508762061595917,
0.06869074702262878,
-0.006204985547810793,
-0.0002622349711600691,
-0.04783007130026817,
-0.0018740028608590364,
0.029649358242750168,
-0.036893583834171295,
0.021751075983047485,
0.06486878544092178,
0.04100561887025833,
0.016813723370432854,
0.021363165229558945,
0.065947987139225,
0.027336036786437035,
-0.021434616297483444,
0.008953887037932873,
-0.014319967478513718,
0.024215983226895332,
-0.09127246588468552,
-0.00988198071718216,
0.018691275268793106,
-0.012274220585823059,
-0.04578964784741402,
-0.03590986877679825,
0.006548175122588873,
0.017984749749302864,
0.05941931530833244,
0.0052004787139594555,
-0.015205043368041515,
0.01097036898136139,
-0.022641737014055252,
0.041682444512844086,
0.05108104273676872,
0.009134339168667793,
0.0558648407459259,
0.1128988265991211,
0.047799207270145416,
0.02157333679497242,
-0.03456464037299156,
-0.039729055017232895,
-0.011227985844016075,
0.03755594417452812,
-0.02642836980521679,
0.013593897223472595,
-0.1270029991865158,
0.05786651372909546,
-0.08649823814630508,
-0.01592102460563183,
-0.030956581234931946,
0.05188849940896034,
0.02384033426642418,
-0.09304186701774597,
0.015584810636937618,
-0.04298156499862671,
-0.04079733416438103,
-0.04889523610472679,
0.051972486078739166,
-0.08392056077718735,
0.011635680682957172,
0.05859256535768509,
0.00959053821861744,
0.06239383667707443,
-0.009341945871710777,
0.06346510350704193,
-0.00016217015217989683,
-0.002991453045979142,
0.03018810786306858,
0.02004220336675644,
-0.054410066455602646,
0.02523602358996868,
0.016164785251021385,
-0.01506879087537527,
0.052645470947027206,
-0.018164146691560745,
0.03451472893357277,
-0.02031249925494194,
-0.009061337448656559,
0.03012392297387123,
-0.027356674894690514,
-0.007089884486049414,
-0.001779399230144918,
-0.006351542193442583,
-0.06324523687362671,
-0.024528535082936287,
0.00601793359965086,
0.0226527638733387,
-0.05789204686880112,
0.06290526688098907,
-0.051284994930028915,
0.014024794101715088,
0.0821499302983284,
0.014731960371136665,
0.0031215830240398645,
-0.0085205202922225,
0.006370923016220331,
0.15530411899089813,
-0.07714130729436874,
0.01477858703583479,
0.0049910759553313255,
-0.05234801396727562,
0.024300746619701385,
0.027236323803663254,
0.04448042809963226,
-0.00806446373462677,
0.00682672718539834,
-0.016950201243162155,
-0.032336845993995667,
0.010815314948558807,
-0.004893567878752947,
0.03827105835080147,
-0.01730019971728325,
-0.12706440687179565,
0.05401679500937462,
0.019720427691936493,
0.0769687220454216,
-0.1089528277516365,
0.05634021759033203,
0.030567564070224762,
0.05290231108665466,
-0.05057277902960777,
0.11000581085681915,
0.057961978018283844,
-0.022395294159650803,
-6.3085406854148364e-34,
0.019147483631968498,
-0.006007243413478136,
0.03918282315135002,
0.0016298315022140741,
0.04135435074567795,
0.023512722924351692,
-0.03228970617055893,
0.004488313104957342,
-0.0027828800957649946,
0.006493487395346165,
-0.016668664291501045,
0.02311970479786396,
0.0417151004076004,
0.01981673389673233,
0.0249033086001873,
0.044510532170534134,
0.08390631526708603,
0.003289463697001338,
0.011128699406981468,
-0.08699454367160797,
0.12349064648151398,
-0.040461309254169464,
-0.013535228557884693,
0.021990416571497917,
-0.025706395506858826,
-0.01956985704600811,
0.03717709332704544,
-0.05484159663319588,
0.0037663981784135103,
0.023999227210879326,
0.00089807971380651,
0.07079343497753143,
0.06410779803991318,
0.0838148444890976,
-0.049053482711315155,
0.01804603450000286,
-0.05368846654891968,
-0.057383738458156586,
0.008089774288237095,
-0.08735882490873337,
0.015013002790510654,
0.042094238102436066,
0.01485514361411333,
-0.06509878486394882,
-0.03009568154811859,
-0.07359115034341812,
-0.06325773149728775,
0.026767512783408165,
-0.012287481687963009,
-0.07250525802373886,
-0.012784890830516815,
-0.04471762850880623,
0.04311161860823631,
-0.020865052938461304,
0.003873051842674613,
0.0001465642562834546,
-0.029316755011677742,
0.06162141636013985,
-0.033642131835222244,
0.022609641775488853,
-0.007554365787655115,
-0.042947929352521896,
0.022799335420131683,
-0.023412970826029778,
0.11010392010211945,
0.04562831670045853,
-0.12127082049846649,
0.002688079373911023,
0.09859450906515121,
-0.04508128762245178,
0.020644551143050194,
0.08105055242776871,
-0.09491764008998871,
0.012980028055608273,
-0.0001975868217414245,
-0.02765056863427162,
-0.05653287097811699,
-0.029359761625528336,
-0.02026684395968914,
0.06186683103442192,
-0.08214350044727325,
-0.05346399173140526,
-0.0820164829492569,
0.05125671625137329,
0.018215687945485115,
-0.014057810418307781,
-0.007537781726568937,
0.010130642913281918,
0.007553913164883852,
0.02751958556473255,
-0.05492609366774559,
-0.04549231007695198,
-0.024706019088625908,
0.06578376889228821,
-0.004883060697466135,
-1.5110061524858926e-33,
-0.11038686335086823,
0.03763085976243019,
-0.04662260413169861,
0.054636236280202866,
-0.01719011180102825,
-0.0467720590531826,
-0.09591888636350632,
-0.02151835896074772,
-0.0922674685716629,
0.013855444267392159,
-0.08717788755893707,
0.037822674959897995,
0.0629916787147522,
-0.015895996242761612,
0.03119426593184471,
-0.031102510169148445,
0.06432375311851501,
-0.0630219429731369,
0.025010548532009125,
-0.04470296949148178,
0.04781471937894821,
0.03832777589559555,
-0.030493367463350296,
-0.04166858270764351,
0.20368102192878723,
0.020806536078453064,
-0.002787198405712843,
0.06499086320400238,
0.03407354652881622,
0.025802649557590485,
-0.056588586419820786,
-0.08406785130500793,
-0.06256921589374542,
-0.01915966533124447,
-0.015009351074695587,
0.06350279599428177,
-0.00926814042031765,
0.029814722016453743,
-0.04291100800037384,
0.08739107102155685,
-0.0011647695209831,
-0.03618929162621498,
-0.10761962085962296,
0.00878540612757206,
0.029283922165632248,
-0.006189445033669472,
-0.006331980228424072,
0.10655692219734192,
-0.01594494841992855,
-0.050972625613212585,
0.02778605930507183,
0.05483882129192352,
0.040528371930122375,
-0.004292428959161043,
-0.026470353826880455,
0.005163987632840872,
0.04755834490060806,
0.043695420026779175,
0.0065113818272948265,
-0.046019233763217926,
-0.011511231772601604,
0.010087914764881134,
-0.05448487773537636,
0.11654137820005417,
0.0036952488590031862,
-0.04783353954553604,
-0.024891672655940056,
-0.020165108144283295,
0.027547230944037437,
0.03400762379169464,
0.06824648380279541,
0.023792710155248642,
-0.11191407591104507,
-0.028967034071683884,
0.1388808786869049,
-0.010721958242356777,
-0.032027337700128555,
0.05753696709871292,
-0.025667810812592506,
-0.023720882833003998,
-0.0635104551911354,
-0.010033787228167057,
0.05411691591143608,
-0.0912390723824501,
0.09063862264156342,
-0.02054831013083458,
0.02691822126507759,
0.0030762150418013334,
0.08375131338834763,
0.03162368759512901,
-0.01168403122574091,
0.041894782334566116,
-0.10720188915729523,
0.022987937554717064,
-0.10050231963396072,
-5.045702167194577e-8,
-0.11097719520330429,
0.06775539368391037,
0.020427685230970383,
0.008488758467137814,
0.03668322414159775,
0.03433109074831009,
0.08761560916900635,
-0.03254977986216545,
-0.03929996117949486,
0.022796306759119034,
0.04688701778650284,
0.017945421859622,
0.06892649084329605,
-0.04769643396139145,
-0.007795198820531368,
-0.040970947593450546,
-0.013581239618360996,
-0.07586494833230972,
-0.027781113982200623,
0.0239077340811491,
0.022300008684396744,
-0.10845284909009933,
-0.059605978429317474,
0.06285065412521362,
0.026066705584526062,
-0.11772255599498749,
-0.05208795145153999,
-0.06306909769773483,
0.010258106514811516,
0.0967690572142601,
-0.04012486711144447,
0.06723705679178238,
0.05337587371468544,
-0.03195655718445778,
-0.009965552017092705,
0.07246245443820953,
-0.014639652334153652,
-0.04865920543670654,
0.022062676027417183,
-0.07521095871925354,
0.0196909848600626,
0.03148601949214935,
-0.07374471426010132,
-0.0025093590375036,
0.08971966803073883,
0.012063255533576012,
0.055130377411842346,
-0.025582171976566315,
0.007878691889345646,
-0.052939943969249725,
-0.039210617542266846,
-0.04053137078881264,
-0.035446759313344955,
0.04394364356994629,
0.01811920292675495,
-0.04242467135190964,
0.05759219080209732,
-0.03388451412320137,
0.1059156283736229,
0.0016616142820566893,
0.012942368164658546,
0.05737100914120674,
-0.035999201238155365,
-0.10749296098947525
] | null | null | null | null | null | null | null |
[
-0.0637241005897522,
-0.057322122156620026,
-0.07098596543073654,
-0.04508762061595917,
0.06869074702262878,
-0.006204985547810793,
-0.0002622349711600691,
-0.04783007130026817,
-0.0018740028608590364,
0.029649358242750168,
-0.036893583834171295,
0.021751075983047485,
0.06486878544092178,
0.04100561887025833,
0.016813723370432854,
0.021363165229558945,
0.065947987139225,
0.027336036786437035,
-0.021434616297483444,
0.008953887037932873,
-0.014319967478513718,
0.024215983226895332,
-0.09127246588468552,
-0.00988198071718216,
0.018691275268793106,
-0.012274220585823059,
-0.04578964784741402,
-0.03590986877679825,
0.006548175122588873,
0.017984749749302864,
0.05941931530833244,
0.0052004787139594555,
-0.015205043368041515,
0.01097036898136139,
-0.022641737014055252,
0.041682444512844086,
0.05108104273676872,
0.009134339168667793,
0.0558648407459259,
0.1128988265991211,
0.047799207270145416,
0.02157333679497242,
-0.03456464037299156,
-0.039729055017232895,
-0.011227985844016075,
0.03755594417452812,
-0.02642836980521679,
0.013593897223472595,
-0.1270029991865158,
0.05786651372909546,
-0.08649823814630508,
-0.01592102460563183,
-0.030956581234931946,
0.05188849940896034,
0.02384033426642418,
-0.09304186701774597,
0.015584810636937618,
-0.04298156499862671,
-0.04079733416438103,
-0.04889523610472679,
0.051972486078739166,
-0.08392056077718735,
0.011635680682957172,
0.05859256535768509,
0.00959053821861744,
0.06239383667707443,
-0.009341945871710777,
0.06346510350704193,
-0.00016217015217989683,
-0.002991453045979142,
0.03018810786306858,
0.02004220336675644,
-0.054410066455602646,
0.02523602358996868,
0.016164785251021385,
-0.01506879087537527,
0.052645470947027206,
-0.018164146691560745,
0.03451472893357277,
-0.02031249925494194,
-0.009061337448656559,
0.03012392297387123,
-0.027356674894690514,
-0.007089884486049414,
-0.001779399230144918,
-0.006351542193442583,
-0.06324523687362671,
-0.024528535082936287,
0.00601793359965086,
0.0226527638733387,
-0.05789204686880112,
0.06290526688098907,
-0.051284994930028915,
0.014024794101715088,
0.0821499302983284,
0.014731960371136665,
0.0031215830240398645,
-0.0085205202922225,
0.006370923016220331,
0.15530411899089813,
-0.07714130729436874,
0.01477858703583479,
0.0049910759553313255,
-0.05234801396727562,
0.024300746619701385,
0.027236323803663254,
0.04448042809963226,
-0.00806446373462677,
0.00682672718539834,
-0.016950201243162155,
-0.032336845993995667,
0.010815314948558807,
-0.004893567878752947,
0.03827105835080147,
-0.01730019971728325,
-0.12706440687179565,
0.05401679500937462,
0.019720427691936493,
0.0769687220454216,
-0.1089528277516365,
0.05634021759033203,
0.030567564070224762,
0.05290231108665466,
-0.05057277902960777,
0.11000581085681915,
0.057961978018283844,
-0.022395294159650803,
-6.3085406854148364e-34,
0.019147483631968498,
-0.006007243413478136,
0.03918282315135002,
0.0016298315022140741,
0.04135435074567795,
0.023512722924351692,
-0.03228970617055893,
0.004488313104957342,
-0.0027828800957649946,
0.006493487395346165,
-0.016668664291501045,
0.02311970479786396,
0.0417151004076004,
0.01981673389673233,
0.0249033086001873,
0.044510532170534134,
0.08390631526708603,
0.003289463697001338,
0.011128699406981468,
-0.08699454367160797,
0.12349064648151398,
-0.040461309254169464,
-0.013535228557884693,
0.021990416571497917,
-0.025706395506858826,
-0.01956985704600811,
0.03717709332704544,
-0.05484159663319588,
0.0037663981784135103,
0.023999227210879326,
0.00089807971380651,
0.07079343497753143,
0.06410779803991318,
0.0838148444890976,
-0.049053482711315155,
0.01804603450000286,
-0.05368846654891968,
-0.057383738458156586,
0.008089774288237095,
-0.08735882490873337,
0.015013002790510654,
0.042094238102436066,
0.01485514361411333,
-0.06509878486394882,
-0.03009568154811859,
-0.07359115034341812,
-0.06325773149728775,
0.026767512783408165,
-0.012287481687963009,
-0.07250525802373886,
-0.012784890830516815,
-0.04471762850880623,
0.04311161860823631,
-0.020865052938461304,
0.003873051842674613,
0.0001465642562834546,
-0.029316755011677742,
0.06162141636013985,
-0.033642131835222244,
0.022609641775488853,
-0.007554365787655115,
-0.042947929352521896,
0.022799335420131683,
-0.023412970826029778,
0.11010392010211945,
0.04562831670045853,
-0.12127082049846649,
0.002688079373911023,
0.09859450906515121,
-0.04508128762245178,
0.020644551143050194,
0.08105055242776871,
-0.09491764008998871,
0.012980028055608273,
-0.0001975868217414245,
-0.02765056863427162,
-0.05653287097811699,
-0.029359761625528336,
-0.02026684395968914,
0.06186683103442192,
-0.08214350044727325,
-0.05346399173140526,
-0.0820164829492569,
0.05125671625137329,
0.018215687945485115,
-0.014057810418307781,
-0.007537781726568937,
0.010130642913281918,
0.007553913164883852,
0.02751958556473255,
-0.05492609366774559,
-0.04549231007695198,
-0.024706019088625908,
0.06578376889228821,
-0.004883060697466135,
-1.5110061524858926e-33,
-0.11038686335086823,
0.03763085976243019,
-0.04662260413169861,
0.054636236280202866,
-0.01719011180102825,
-0.0467720590531826,
-0.09591888636350632,
-0.02151835896074772,
-0.0922674685716629,
0.013855444267392159,
-0.08717788755893707,
0.037822674959897995,
0.0629916787147522,
-0.015895996242761612,
0.03119426593184471,
-0.031102510169148445,
0.06432375311851501,
-0.0630219429731369,
0.025010548532009125,
-0.04470296949148178,
0.04781471937894821,
0.03832777589559555,
-0.030493367463350296,
-0.04166858270764351,
0.20368102192878723,
0.020806536078453064,
-0.002787198405712843,
0.06499086320400238,
0.03407354652881622,
0.025802649557590485,
-0.056588586419820786,
-0.08406785130500793,
-0.06256921589374542,
-0.01915966533124447,
-0.015009351074695587,
0.06350279599428177,
-0.00926814042031765,
0.029814722016453743,
-0.04291100800037384,
0.08739107102155685,
-0.0011647695209831,
-0.03618929162621498,
-0.10761962085962296,
0.00878540612757206,
0.029283922165632248,
-0.006189445033669472,
-0.006331980228424072,
0.10655692219734192,
-0.01594494841992855,
-0.050972625613212585,
0.02778605930507183,
0.05483882129192352,
0.040528371930122375,
-0.004292428959161043,
-0.026470353826880455,
0.005163987632840872,
0.04755834490060806,
0.043695420026779175,
0.0065113818272948265,
-0.046019233763217926,
-0.011511231772601604,
0.010087914764881134,
-0.05448487773537636,
0.11654137820005417,
0.0036952488590031862,
-0.04783353954553604,
-0.024891672655940056,
-0.020165108144283295,
0.027547230944037437,
0.03400762379169464,
0.06824648380279541,
0.023792710155248642,
-0.11191407591104507,
-0.028967034071683884,
0.1388808786869049,
-0.010721958242356777,
-0.032027337700128555,
0.05753696709871292,
-0.025667810812592506,
-0.023720882833003998,
-0.0635104551911354,
-0.010033787228167057,
0.05411691591143608,
-0.0912390723824501,
0.09063862264156342,
-0.02054831013083458,
0.02691822126507759,
0.0030762150418013334,
0.08375131338834763,
0.03162368759512901,
-0.01168403122574091,
0.041894782334566116,
-0.10720188915729523,
0.022987937554717064,
-0.10050231963396072,
-5.045702167194577e-8,
-0.11097719520330429,
0.06775539368391037,
0.020427685230970383,
0.008488758467137814,
0.03668322414159775,
0.03433109074831009,
0.08761560916900635,
-0.03254977986216545,
-0.03929996117949486,
0.022796306759119034,
0.04688701778650284,
0.017945421859622,
0.06892649084329605,
-0.04769643396139145,
-0.007795198820531368,
-0.040970947593450546,
-0.013581239618360996,
-0.07586494833230972,
-0.027781113982200623,
0.0239077340811491,
0.022300008684396744,
-0.10845284909009933,
-0.059605978429317474,
0.06285065412521362,
0.026066705584526062,
-0.11772255599498749,
-0.05208795145153999,
-0.06306909769773483,
0.010258106514811516,
0.0967690572142601,
-0.04012486711144447,
0.06723705679178238,
0.05337587371468544,
-0.03195655718445778,
-0.009965552017092705,
0.07246245443820953,
-0.014639652334153652,
-0.04865920543670654,
0.022062676027417183,
-0.07521095871925354,
0.0196909848600626,
0.03148601949214935,
-0.07374471426010132,
-0.0025093590375036,
0.08971966803073883,
0.012063255533576012,
0.055130377411842346,
-0.025582171976566315,
0.007878691889345646,
-0.052939943969249725,
-0.039210617542266846,
-0.04053137078881264,
-0.035446759313344955,
0.04394364356994629,
0.01811920292675495,
-0.04242467135190964,
0.05759219080209732,
-0.03388451412320137,
0.1059156283736229,
0.0016616142820566893,
0.012942368164658546,
0.05737100914120674,
-0.035999201238155365,
-0.10749296098947525
] |
1402.0921
|
Shafi'i Muhammad Abdulhamid Mr
|
Olawale Adebayo, Shafii Muhammad Abdulhamid
|
E- Exams System for Nigerian Universities with Emphasis on Security and
Result Integrity
|
12 pages, 3 figures, 1 table. arXiv admin note: text overlap with
arXiv:1202.3466, arXiv:1202.2516 by other authors
|
International Journal of the Computer, the Internet and Management
(IJCIM), Volume 18, Number 2, 2010
| null |
ISSN 0858-7027
|
cs.CY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The recent employment and eventual widespread acceptance of electronic test
in examining students and various classes in Nigeria has created a significant
impact in the trends of educational history in the country. In this paper, we
examined the impacts, associated challenges and security lapses of the existing
electronic-examination system with the aim of ameliorating and developing a new
acceptable e-Exam system that takes care of the existing systems challenges and
security lapses. Six Universities that are already conducting e- Examination
were selected across the country for this research work. Twenty students that
participated in the e-exams and five members of staff were selected for
interview and questionnaire. Based on the analysis of the interviews and study
of the existing electronic examination system, some anomalies were discovered
and a new e-exams system was developed to eradicate these anomalies. The new
system uses data encryption in order to protect the questions sent to the
e-Examination center through the internet or intranet and a biometric
fingerprint authentication to screen the stakeholders.
|
[
{
"created": "Wed, 5 Feb 2014 01:43:43 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Adebayo",
"Olawale",
""
],
[
"Abdulhamid",
"Shafii Muhammad",
""
]
] |
[
-0.05612904950976372,
0.08749138563871384,
0.011535127647221088,
-0.06475511193275452,
-0.00236957473680377,
0.007009386550635099,
0.07820451259613037,
-0.027624862268567085,
0.03174461051821709,
0.037338100373744965,
0.02953866682946682,
-0.007351389620453119,
0.015443794429302216,
-0.036835942417383194,
-0.011795206926763058,
-0.1053071990609169,
-0.04700036719441414,
-0.08789332211017609,
-0.00782861839979887,
-0.015734180808067322,
-0.04691013693809509,
-0.07953770458698273,
-0.015326603315770626,
-0.009875052608549595,
-0.06021849811077118,
-0.042108919471502304,
0.04601648822426796,
-0.03856247663497925,
-0.041415948420763016,
-0.06948180496692657,
0.03199775144457817,
0.006331984885036945,
0.046651195734739304,
0.119120292365551,
-0.0664091482758522,
-0.09247081726789474,
0.06711699068546295,
0.036354538053274155,
-0.00884098932147026,
-0.05191092938184738,
-0.09001261740922928,
-0.09234835207462311,
0.016815444454550743,
-0.016530297696590424,
0.022436439990997314,
-0.017454668879508972,
-0.049776069819927216,
0.026568153873085976,
-0.01428353600203991,
-0.025718295946717262,
-0.04541895166039467,
-0.05740494653582573,
0.006455142516642809,
-0.01873004622757435,
-0.0688762217760086,
-0.07393969595432281,
0.03791609779000282,
-0.03703339770436287,
-0.023962078616023064,
0.03582445904612541,
-0.008457668125629425,
0.04460461065173149,
0.024384349584579468,
0.09172172844409943,
-0.03861561790108681,
0.06590691208839417,
0.03798937797546387,
-0.0436648428440094,
0.10677216947078705,
0.034279171377420425,
-0.10676373541355133,
-0.02329053357243538,
-0.010398521088063717,
0.05404747650027275,
0.015103242360055447,
0.04557081311941147,
-0.0971708819270134,
0.0020154633093625307,
0.027000920847058296,
0.09692635387182236,
-0.0173081923276186,
-0.049303531646728516,
0.04000592976808548,
-0.042757533490657806,
0.029872309416532516,
0.03972824662923813,
0.01834860071539879,
-0.042026616632938385,
-0.014421092346310616,
-0.0681784376502037,
0.1046098917722702,
-0.004187292885035276,
-0.01614827662706375,
0.12434937059879303,
0.11265558749437332,
-0.056346725672483444,
0.05329960957169533,
0.009845449589192867,
0.031283117830753326,
0.012134161777794361,
-0.028641199693083763,
0.09229370951652527,
-0.008324765600264072,
-0.025716492906212807,
-0.05634835734963417,
0.03551091253757477,
0.06580465286970139,
-0.08551225066184998,
0.08360889554023743,
-0.02094469964504242,
-0.058451004326343536,
-0.021689806133508682,
-0.034214913845062256,
-0.04445392265915871,
-0.02668941766023636,
-0.0560498870909214,
0.011428466998040676,
0.07252011448144913,
0.01593080908060074,
0.09386385232210159,
0.06888244301080704,
0.054522138088941574,
-0.03218335658311844,
-0.08949734270572662,
0.01020841859281063,
-0.06851264834403992,
-0.027197055518627167,
7.065284459210877e-34,
-0.016000516712665558,
0.02046220749616623,
-0.05491799861192703,
-0.04116997495293617,
-0.04194214195013046,
0.039050109684467316,
0.01332234125584364,
0.0935310572385788,
-0.004533939529210329,
0.00200388440862298,
-0.02252054214477539,
0.06635718047618866,
0.05790838599205017,
0.029021205380558968,
0.08585022389888763,
0.06847591698169708,
-0.04869639128446579,
0.011757235042750835,
0.01860523223876953,
0.06290289014577866,
0.020637884736061096,
-0.11477359384298325,
0.09943126887083054,
0.017609763890504837,
0.01235862448811531,
-0.008273192681372166,
-0.017910100519657135,
0.03682536631822586,
0.06539144366979599,
0.017572930082678795,
-0.012289653532207012,
-0.13370203971862793,
-0.05991528555750847,
0.011255263350903988,
0.054207105189561844,
0.03452468663454056,
0.10505319386720657,
0.012418042868375778,
0.034949082881212234,
-0.026013020426034927,
-0.020035207271575928,
0.00825031939893961,
0.046851713210344315,
0.029171833768486977,
-0.024043215438723564,
0.0552496463060379,
-0.021156204864382744,
-0.006438571494072676,
0.10138672590255737,
0.026805879548192024,
-0.08698279410600662,
-0.04064390808343887,
-0.03454902023077011,
-0.1341550052165985,
-0.056766409426927567,
-0.027547437697649002,
-0.02469532936811447,
-0.007607906125485897,
-0.020432578399777412,
-0.0035687554627656937,
-0.0481918565928936,
0.04188830032944679,
0.015116525813937187,
-0.028056448325514793,
-0.0418727770447731,
-0.08047228306531906,
0.009349229745566845,
-0.08503264933824539,
0.0645890086889267,
-0.042434629052877426,
-0.05728910490870476,
-0.07243633270263672,
0.02681075967848301,
0.031340789049863815,
-0.015332681126892567,
0.031829122453927994,
-0.03922968730330467,
0.0706750825047493,
0.060387711971998215,
0.019611245021224022,
0.05121523141860962,
-0.036943141371011734,
0.016910390928387642,
-0.09562613070011139,
0.02587335929274559,
0.02490587718784809,
-0.020975520834326744,
0.02782442793250084,
0.0005415078485384583,
-0.0034518057946115732,
0.04018406942486763,
0.01561733242124319,
-0.0529564805328846,
0.03792853653430939,
0.08235946297645569,
-3.136115337554197e-33,
0.00465796934440732,
-0.011487049981951714,
-0.1011350080370903,
0.043459951877593994,
0.05707526579499245,
0.029690144583582878,
0.0657251700758934,
0.04760787636041641,
-0.042136333882808685,
-0.019525352865457535,
0.030348844826221466,
-0.033560413867235184,
0.08399289846420288,
-0.0011690536048263311,
-0.023327739909291267,
-0.06072193756699562,
-0.09287302196025848,
0.02193404920399189,
-0.030688220635056496,
0.05382561311125755,
-0.0250259917229414,
0.03509711101651192,
-0.016274478286504745,
-0.011840197257697582,
0.024748779833316803,
0.004869097378104925,
-0.026397230103611946,
-0.10640694200992584,
0.026091909036040306,
-0.020165985450148582,
-0.016104722395539284,
-0.005345517303794622,
-0.0371028371155262,
0.15628552436828613,
-0.04404669627547264,
0.0012000701390206814,
0.11064661294221878,
-0.035930026322603226,
0.014332746155560017,
0.04414283484220505,
0.07242617011070251,
0.09866297990083694,
-0.016220461577177048,
-0.05672105401754379,
-0.022206544876098633,
0.049534279853105545,
-0.008787107653915882,
0.09326892346143723,
-0.003881315002217889,
-0.039247870445251465,
0.030290313065052032,
0.05732722952961922,
0.029264798387885094,
-0.07359699159860611,
0.04607783257961273,
0.05657855421304703,
-0.04892370477318764,
0.007518587168306112,
-0.03816580772399902,
0.1192590668797493,
0.012882239185273647,
-0.04527752101421356,
0.07151387631893158,
0.014119485393166542,
0.054820939898490906,
-0.021853014826774597,
-0.009141840972006321,
0.10274431109428406,
-0.06276354938745499,
0.016947774216532707,
0.029306486248970032,
-0.10421638190746307,
-0.028362752869725227,
-0.05794045329093933,
0.060840778052806854,
-0.02725398540496826,
-0.037892863154411316,
-0.0481523834168911,
-0.08709663152694702,
-0.034302663058042526,
0.05430952459573746,
-0.077251136302948,
-0.04294940084218979,
0.06624419242143631,
0.035424020141363144,
0.008679854683578014,
0.024643022567033768,
-0.056931089609861374,
0.023217186331748962,
-0.0106394337490201,
0.012835675850510597,
-0.03223162144422531,
-0.040852971374988556,
0.01338815875351429,
0.055841442197561264,
-4.500446948441095e-8,
0.040119610726833344,
-0.030769482254981995,
0.038400281220674515,
0.014875071123242378,
-0.0030156602151691914,
-0.034400418400764465,
-0.034865859895944595,
-0.022332750260829926,
-0.038980405777692795,
-0.03002123534679413,
0.04546032473444939,
-0.02385210432112217,
-0.02551688812673092,
0.003666170407086611,
0.057066984474658966,
0.006631802301853895,
-0.013002090156078339,
0.04629822075366974,
0.00787449348717928,
-0.018908416852355003,
0.07551391422748566,
-0.08524177968502045,
-0.034262027591466904,
0.014212407171726227,
0.03868461400270462,
0.10071872919797897,
0.017373204231262207,
0.04418807476758957,
0.006151993293315172,
0.04557684063911438,
-0.055773790925741196,
-0.05784519389271736,
0.02279859036207199,
-0.07229965925216675,
-0.06522159278392792,
-0.039143919944763184,
-0.023136228322982788,
-0.04590975120663643,
0.021581590175628662,
0.0164243932813406,
-0.07400358468294144,
-0.04796234890818596,
0.034584891051054,
0.016047870740294456,
-0.022563131526112556,
-0.030680857598781586,
-0.04421278089284897,
0.01144280657172203,
-0.053758468478918076,
-0.022131910547614098,
-0.02895273268222809,
-0.0563114695250988,
0.036065779626369476,
0.06908712536096573,
0.0003855953982565552,
-0.022204982116818428,
0.0595417283475399,
0.004623986314982176,
-0.017369069159030914,
0.03918427601456642,
0.13708341121673584,
-0.01404881663620472,
-0.0415729321539402,
0.04194194823503494
] | null | null | null | null | null | null | null |
[
-0.05612904950976372,
0.08749138563871384,
0.011535127647221088,
-0.06475511193275452,
-0.00236957473680377,
0.007009386550635099,
0.07820451259613037,
-0.027624862268567085,
0.03174461051821709,
0.037338100373744965,
0.02953866682946682,
-0.007351389620453119,
0.015443794429302216,
-0.036835942417383194,
-0.011795206926763058,
-0.1053071990609169,
-0.04700036719441414,
-0.08789332211017609,
-0.00782861839979887,
-0.015734180808067322,
-0.04691013693809509,
-0.07953770458698273,
-0.015326603315770626,
-0.009875052608549595,
-0.06021849811077118,
-0.042108919471502304,
0.04601648822426796,
-0.03856247663497925,
-0.041415948420763016,
-0.06948180496692657,
0.03199775144457817,
0.006331984885036945,
0.046651195734739304,
0.119120292365551,
-0.0664091482758522,
-0.09247081726789474,
0.06711699068546295,
0.036354538053274155,
-0.00884098932147026,
-0.05191092938184738,
-0.09001261740922928,
-0.09234835207462311,
0.016815444454550743,
-0.016530297696590424,
0.022436439990997314,
-0.017454668879508972,
-0.049776069819927216,
0.026568153873085976,
-0.01428353600203991,
-0.025718295946717262,
-0.04541895166039467,
-0.05740494653582573,
0.006455142516642809,
-0.01873004622757435,
-0.0688762217760086,
-0.07393969595432281,
0.03791609779000282,
-0.03703339770436287,
-0.023962078616023064,
0.03582445904612541,
-0.008457668125629425,
0.04460461065173149,
0.024384349584579468,
0.09172172844409943,
-0.03861561790108681,
0.06590691208839417,
0.03798937797546387,
-0.0436648428440094,
0.10677216947078705,
0.034279171377420425,
-0.10676373541355133,
-0.02329053357243538,
-0.010398521088063717,
0.05404747650027275,
0.015103242360055447,
0.04557081311941147,
-0.0971708819270134,
0.0020154633093625307,
0.027000920847058296,
0.09692635387182236,
-0.0173081923276186,
-0.049303531646728516,
0.04000592976808548,
-0.042757533490657806,
0.029872309416532516,
0.03972824662923813,
0.01834860071539879,
-0.042026616632938385,
-0.014421092346310616,
-0.0681784376502037,
0.1046098917722702,
-0.004187292885035276,
-0.01614827662706375,
0.12434937059879303,
0.11265558749437332,
-0.056346725672483444,
0.05329960957169533,
0.009845449589192867,
0.031283117830753326,
0.012134161777794361,
-0.028641199693083763,
0.09229370951652527,
-0.008324765600264072,
-0.025716492906212807,
-0.05634835734963417,
0.03551091253757477,
0.06580465286970139,
-0.08551225066184998,
0.08360889554023743,
-0.02094469964504242,
-0.058451004326343536,
-0.021689806133508682,
-0.034214913845062256,
-0.04445392265915871,
-0.02668941766023636,
-0.0560498870909214,
0.011428466998040676,
0.07252011448144913,
0.01593080908060074,
0.09386385232210159,
0.06888244301080704,
0.054522138088941574,
-0.03218335658311844,
-0.08949734270572662,
0.01020841859281063,
-0.06851264834403992,
-0.027197055518627167,
7.065284459210877e-34,
-0.016000516712665558,
0.02046220749616623,
-0.05491799861192703,
-0.04116997495293617,
-0.04194214195013046,
0.039050109684467316,
0.01332234125584364,
0.0935310572385788,
-0.004533939529210329,
0.00200388440862298,
-0.02252054214477539,
0.06635718047618866,
0.05790838599205017,
0.029021205380558968,
0.08585022389888763,
0.06847591698169708,
-0.04869639128446579,
0.011757235042750835,
0.01860523223876953,
0.06290289014577866,
0.020637884736061096,
-0.11477359384298325,
0.09943126887083054,
0.017609763890504837,
0.01235862448811531,
-0.008273192681372166,
-0.017910100519657135,
0.03682536631822586,
0.06539144366979599,
0.017572930082678795,
-0.012289653532207012,
-0.13370203971862793,
-0.05991528555750847,
0.011255263350903988,
0.054207105189561844,
0.03452468663454056,
0.10505319386720657,
0.012418042868375778,
0.034949082881212234,
-0.026013020426034927,
-0.020035207271575928,
0.00825031939893961,
0.046851713210344315,
0.029171833768486977,
-0.024043215438723564,
0.0552496463060379,
-0.021156204864382744,
-0.006438571494072676,
0.10138672590255737,
0.026805879548192024,
-0.08698279410600662,
-0.04064390808343887,
-0.03454902023077011,
-0.1341550052165985,
-0.056766409426927567,
-0.027547437697649002,
-0.02469532936811447,
-0.007607906125485897,
-0.020432578399777412,
-0.0035687554627656937,
-0.0481918565928936,
0.04188830032944679,
0.015116525813937187,
-0.028056448325514793,
-0.0418727770447731,
-0.08047228306531906,
0.009349229745566845,
-0.08503264933824539,
0.0645890086889267,
-0.042434629052877426,
-0.05728910490870476,
-0.07243633270263672,
0.02681075967848301,
0.031340789049863815,
-0.015332681126892567,
0.031829122453927994,
-0.03922968730330467,
0.0706750825047493,
0.060387711971998215,
0.019611245021224022,
0.05121523141860962,
-0.036943141371011734,
0.016910390928387642,
-0.09562613070011139,
0.02587335929274559,
0.02490587718784809,
-0.020975520834326744,
0.02782442793250084,
0.0005415078485384583,
-0.0034518057946115732,
0.04018406942486763,
0.01561733242124319,
-0.0529564805328846,
0.03792853653430939,
0.08235946297645569,
-3.136115337554197e-33,
0.00465796934440732,
-0.011487049981951714,
-0.1011350080370903,
0.043459951877593994,
0.05707526579499245,
0.029690144583582878,
0.0657251700758934,
0.04760787636041641,
-0.042136333882808685,
-0.019525352865457535,
0.030348844826221466,
-0.033560413867235184,
0.08399289846420288,
-0.0011690536048263311,
-0.023327739909291267,
-0.06072193756699562,
-0.09287302196025848,
0.02193404920399189,
-0.030688220635056496,
0.05382561311125755,
-0.0250259917229414,
0.03509711101651192,
-0.016274478286504745,
-0.011840197257697582,
0.024748779833316803,
0.004869097378104925,
-0.026397230103611946,
-0.10640694200992584,
0.026091909036040306,
-0.020165985450148582,
-0.016104722395539284,
-0.005345517303794622,
-0.0371028371155262,
0.15628552436828613,
-0.04404669627547264,
0.0012000701390206814,
0.11064661294221878,
-0.035930026322603226,
0.014332746155560017,
0.04414283484220505,
0.07242617011070251,
0.09866297990083694,
-0.016220461577177048,
-0.05672105401754379,
-0.022206544876098633,
0.049534279853105545,
-0.008787107653915882,
0.09326892346143723,
-0.003881315002217889,
-0.039247870445251465,
0.030290313065052032,
0.05732722952961922,
0.029264798387885094,
-0.07359699159860611,
0.04607783257961273,
0.05657855421304703,
-0.04892370477318764,
0.007518587168306112,
-0.03816580772399902,
0.1192590668797493,
0.012882239185273647,
-0.04527752101421356,
0.07151387631893158,
0.014119485393166542,
0.054820939898490906,
-0.021853014826774597,
-0.009141840972006321,
0.10274431109428406,
-0.06276354938745499,
0.016947774216532707,
0.029306486248970032,
-0.10421638190746307,
-0.028362752869725227,
-0.05794045329093933,
0.060840778052806854,
-0.02725398540496826,
-0.037892863154411316,
-0.0481523834168911,
-0.08709663152694702,
-0.034302663058042526,
0.05430952459573746,
-0.077251136302948,
-0.04294940084218979,
0.06624419242143631,
0.035424020141363144,
0.008679854683578014,
0.024643022567033768,
-0.056931089609861374,
0.023217186331748962,
-0.0106394337490201,
0.012835675850510597,
-0.03223162144422531,
-0.040852971374988556,
0.01338815875351429,
0.055841442197561264,
-4.500446948441095e-8,
0.040119610726833344,
-0.030769482254981995,
0.038400281220674515,
0.014875071123242378,
-0.0030156602151691914,
-0.034400418400764465,
-0.034865859895944595,
-0.022332750260829926,
-0.038980405777692795,
-0.03002123534679413,
0.04546032473444939,
-0.02385210432112217,
-0.02551688812673092,
0.003666170407086611,
0.057066984474658966,
0.006631802301853895,
-0.013002090156078339,
0.04629822075366974,
0.00787449348717928,
-0.018908416852355003,
0.07551391422748566,
-0.08524177968502045,
-0.034262027591466904,
0.014212407171726227,
0.03868461400270462,
0.10071872919797897,
0.017373204231262207,
0.04418807476758957,
0.006151993293315172,
0.04557684063911438,
-0.055773790925741196,
-0.05784519389271736,
0.02279859036207199,
-0.07229965925216675,
-0.06522159278392792,
-0.039143919944763184,
-0.023136228322982788,
-0.04590975120663643,
0.021581590175628662,
0.0164243932813406,
-0.07400358468294144,
-0.04796234890818596,
0.034584891051054,
0.016047870740294456,
-0.022563131526112556,
-0.030680857598781586,
-0.04421278089284897,
0.01144280657172203,
-0.053758468478918076,
-0.022131910547614098,
-0.02895273268222809,
-0.0563114695250988,
0.036065779626369476,
0.06908712536096573,
0.0003855953982565552,
-0.022204982116818428,
0.0595417283475399,
0.004623986314982176,
-0.017369069159030914,
0.03918427601456642,
0.13708341121673584,
-0.01404881663620472,
-0.0415729321539402,
0.04194194823503494
] |
1402.0922
|
Ke Han
|
CUORE Collaboration: D. R. Artusa, F. T. Avignone III, O. Azzolini, M.
Balata, T. I. Banks, G. Bari, J. Beeman, F. Bellini, A. Bersani, M. Biassoni,
C. Brofferio, C. Bucci, X. Z. Cai, L. Canonica, X. G. Cao, S. Capelli, L.
Carbone, L. Cardani, M. Carrettoni, N. Casali, D. Chiesa, N. Chott, M.
Clemenza, C. Cosmelli, O. Cremonesi, R. J. Creswick, I. Dafinei, A. Dally, V.
Datskov, M. M. Deninno, S. Di Domizio, M. L. di Vacri, L. Ejzak, D. Q. Fang,
H. A. Farach, M. Faverzani, G. Fernandes, E. Ferri, F. Ferroni, E. Fiorini,
S. J. Freedman, B. K. Fujikawa, A. Giachero, L. Gironi, A. Giuliani, J.
Goett, P. Gorla, C. Gotti, T. D. Gutierrez, E. E. Haller, K. Han, K. M.
Heeger, R. Hennings-Yeomans, H. Z. Huang, R. Kadel, K. Kazkaz, G. Keppel, Yu.
G. Kolomensky, Y. L. Li, K. E. Lim, X. Liu, Y. G. Ma, C. Maiano, M. Maino, M.
Martinez, R. H. Maruyama, Y. Mei, N. Moggi, S. Morganti, S. Nisi, C. Nones,
E. B. Norman, A. Nucciotti, T. O'Donnell, F. Orio, D. Orlandi, J. L. Ouellet,
M. Pallavicini, V. Palmieri, L. Pattavina, M. Pavan, M. Pedretti, G. Pessina,
V. Pettinacci, G. Piperno, S. Pirro, E. Previtali, C. Rosenfeld, C. Rusconi,
E. Sala, S. Sangiorgio, N. D. Scielzo, M. Sisti, A. R. Smith, L. Taffarello,
M. Tenconi, F. Terranova, W. D. Tian, C. Tomei, S. Trentalange, G. Ventura,
M. Vignati, B. S. Wang, H. W. Wang, L. Wielgus, J. Wilson, L. A. Winslow, T.
Wise, L. Zanotti, C. Zarra, B. X. Zhu, S. Zucchelli
|
Initial performance of the CUORE-0 experiment
|
8 pages, 5 figures, version 2 as published in Eur. Phys. J. C
|
Eur. Phys. J. C 74, 2956 (2014)
|
10.1140/epjc/s10052-014-2956-6
| null |
physics.ins-det hep-ex nucl-ex
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
CUORE-0 is a cryogenic detector that uses an array of tellurium dioxide
bolometers to search for neutrinoless double-beta decay of ^{130}Te. We present
the first data analysis with 7.1 kg y of total TeO_2 exposure focusing on
background measurements and energy resolution. The background rates in the
neutrinoless double-beta decay region of interest (2.47 to 2.57 MeV) and in the
{\alpha} background-dominated region (2.70 to 3.90 MeV) have been measured to
be 0.071 \pm 0.011 and 0.019 \pm 0.002 counts/keV/kg/y, respectively. The
latter result represents a factor of 6 improvement from a predecessor
experiment, Cuoricino. The results verify our understanding of the background
sources in CUORE-0, which is the basis of extrapolations to the full CUORE
detector. The obtained energy resolution (full width at half maximum) in the
region of interest is 5.7 keV. Based on the measured background rate and energy
resolution in the region of interest, CUORE-0 half-life sensitivity is expected
to surpass the observed lower bound of Cuoricino with one year of live time.
|
[
{
"created": "Wed, 5 Feb 2014 02:22:46 GMT",
"version": "v1"
},
{
"created": "Fri, 1 Aug 2014 00:56:02 GMT",
"version": "v2"
}
] |
2014-08-04
|
[
[
"CUORE Collaboration",
"",
""
],
[
"Artusa",
"D. R.",
""
],
[
"Avignone",
"F. T.",
"III"
],
[
"Azzolini",
"O.",
""
],
[
"Balata",
"M.",
""
],
[
"Banks",
"T. I.",
""
],
[
"Bari",
"G.",
""
],
[
"Beeman",
"J.",
""
],
[
"Bellini",
"F.",
""
],
[
"Bersani",
"A.",
""
],
[
"Biassoni",
"M.",
""
],
[
"Brofferio",
"C.",
""
],
[
"Bucci",
"C.",
""
],
[
"Cai",
"X. Z.",
""
],
[
"Canonica",
"L.",
""
],
[
"Cao",
"X. G.",
""
],
[
"Capelli",
"S.",
""
],
[
"Carbone",
"L.",
""
],
[
"Cardani",
"L.",
""
],
[
"Carrettoni",
"M.",
""
],
[
"Casali",
"N.",
""
],
[
"Chiesa",
"D.",
""
],
[
"Chott",
"N.",
""
],
[
"Clemenza",
"M.",
""
],
[
"Cosmelli",
"C.",
""
],
[
"Cremonesi",
"O.",
""
],
[
"Creswick",
"R. J.",
""
],
[
"Dafinei",
"I.",
""
],
[
"Dally",
"A.",
""
],
[
"Datskov",
"V.",
""
],
[
"Deninno",
"M. M.",
""
],
[
"Di Domizio",
"S.",
""
],
[
"di Vacri",
"M. L.",
""
],
[
"Ejzak",
"L.",
""
],
[
"Fang",
"D. Q.",
""
],
[
"Farach",
"H. A.",
""
],
[
"Faverzani",
"M.",
""
],
[
"Fernandes",
"G.",
""
],
[
"Ferri",
"E.",
""
],
[
"Ferroni",
"F.",
""
],
[
"Fiorini",
"E.",
""
],
[
"Freedman",
"S. J.",
""
],
[
"Fujikawa",
"B. K.",
""
],
[
"Giachero",
"A.",
""
],
[
"Gironi",
"L.",
""
],
[
"Giuliani",
"A.",
""
],
[
"Goett",
"J.",
""
],
[
"Gorla",
"P.",
""
],
[
"Gotti",
"C.",
""
],
[
"Gutierrez",
"T. D.",
""
],
[
"Haller",
"E. E.",
""
],
[
"Han",
"K.",
""
],
[
"Heeger",
"K. M.",
""
],
[
"Hennings-Yeomans",
"R.",
""
],
[
"Huang",
"H. Z.",
""
],
[
"Kadel",
"R.",
""
],
[
"Kazkaz",
"K.",
""
],
[
"Keppel",
"G.",
""
],
[
"Kolomensky",
"Yu. G.",
""
],
[
"Li",
"Y. L.",
""
],
[
"Lim",
"K. E.",
""
],
[
"Liu",
"X.",
""
],
[
"Ma",
"Y. G.",
""
],
[
"Maiano",
"C.",
""
],
[
"Maino",
"M.",
""
],
[
"Martinez",
"M.",
""
],
[
"Maruyama",
"R. H.",
""
],
[
"Mei",
"Y.",
""
],
[
"Moggi",
"N.",
""
],
[
"Morganti",
"S.",
""
],
[
"Nisi",
"S.",
""
],
[
"Nones",
"C.",
""
],
[
"Norman",
"E. B.",
""
],
[
"Nucciotti",
"A.",
""
],
[
"O'Donnell",
"T.",
""
],
[
"Orio",
"F.",
""
],
[
"Orlandi",
"D.",
""
],
[
"Ouellet",
"J. L.",
""
],
[
"Pallavicini",
"M.",
""
],
[
"Palmieri",
"V.",
""
],
[
"Pattavina",
"L.",
""
],
[
"Pavan",
"M.",
""
],
[
"Pedretti",
"M.",
""
],
[
"Pessina",
"G.",
""
],
[
"Pettinacci",
"V.",
""
],
[
"Piperno",
"G.",
""
],
[
"Pirro",
"S.",
""
],
[
"Previtali",
"E.",
""
],
[
"Rosenfeld",
"C.",
""
],
[
"Rusconi",
"C.",
""
],
[
"Sala",
"E.",
""
],
[
"Sangiorgio",
"S.",
""
],
[
"Scielzo",
"N. D.",
""
],
[
"Sisti",
"M.",
""
],
[
"Smith",
"A. R.",
""
],
[
"Taffarello",
"L.",
""
],
[
"Tenconi",
"M.",
""
],
[
"Terranova",
"F.",
""
],
[
"Tian",
"W. D.",
""
],
[
"Tomei",
"C.",
""
],
[
"Trentalange",
"S.",
""
],
[
"Ventura",
"G.",
""
],
[
"Vignati",
"M.",
""
],
[
"Wang",
"B. S.",
""
],
[
"Wang",
"H. W.",
""
],
[
"Wielgus",
"L.",
""
],
[
"Wilson",
"J.",
""
],
[
"Winslow",
"L. A.",
""
],
[
"Wise",
"T.",
""
],
[
"Zanotti",
"L.",
""
],
[
"Zarra",
"C.",
""
],
[
"Zhu",
"B. X.",
""
],
[
"Zucchelli",
"S.",
""
]
] |
[
-0.03756023570895195,
0.02409391850233078,
0.029942242428660393,
0.05851197615265846,
0.04598719999194145,
-0.11781734973192215,
-0.045292291790246964,
0.05427645146846771,
-0.00295524881221354,
-0.017422400414943695,
-0.03640726953744888,
-0.12943878769874573,
-0.09254270046949387,
-0.004350224044173956,
-0.016627579927444458,
0.010876636020839214,
0.10005378723144531,
-0.018448717892169952,
0.015180690214037895,
0.004603693261742592,
-0.004512558691203594,
-0.03132686764001846,
-0.011132601648569107,
0.016283515840768814,
0.0056127212010324,
-0.02052728645503521,
-0.03387593850493431,
-0.056728895753622055,
-0.0005300446064211428,
-0.010570432990789413,
-0.039338432252407074,
0.010840460658073425,
-0.0010934349847957492,
0.04204181209206581,
0.012844984419643879,
-0.014028241857886314,
0.004149997606873512,
-0.024357058107852936,
-0.058348026126623154,
-0.05736292898654938,
0.015563406981527805,
0.015189600177109241,
0.014748840592801571,
0.059763580560684204,
0.027626775205135345,
-0.000700879842042923,
0.07291177660226822,
0.023889390751719475,
-0.03360805660486221,
-0.03985881805419922,
0.021434258669614792,
-0.057688456028699875,
0.041978318244218826,
0.0891156867146492,
0.023166008293628693,
0.06099527329206467,
-0.022739367559552193,
-0.04839596897363663,
-0.0035515122581273317,
0.04201976954936981,
0.02237595058977604,
-0.04120805114507675,
-0.06592342257499695,
0.0004816368455067277,
0.07653963565826416,
0.016008038073778152,
0.0027202991768717766,
-0.03807448968291283,
0.05835399404168129,
-0.030916307121515274,
0.05042077228426933,
0.1072157621383667,
0.01960606500506401,
-0.10328364372253418,
-0.04747908562421799,
0.023987526074051857,
0.022609027102589607,
0.02584019862115383,
0.0948319286108017,
-0.06453598290681839,
0.05137156322598457,
-0.07554777711629868,
0.018016552552580833,
-0.08944268524646759,
0.04275953769683838,
0.013508268631994724,
0.04628331586718559,
0.04497421905398369,
-0.0257051270455122,
0.0173791516572237,
0.024442359805107117,
0.04713601991534233,
-0.023221932351589203,
0.037197504192590714,
0.015545297414064407,
0.03850851207971573,
-0.007711577229201794,
0.015322643332183361,
-0.01050360407680273,
0.012482580728828907,
-0.005864779930561781,
0.017753204330801964,
0.0016911192797124386,
0.10102459043264389,
0.005537080112844706,
0.01367693766951561,
0.03164035826921463,
0.028534280136227608,
0.007266766391694546,
0.08765428513288498,
0.04121572896838188,
0.041476622223854065,
0.08038274198770523,
0.033102214336395264,
0.05274359509348869,
-0.03904423490166664,
-0.03460977226495743,
0.09169238805770874,
0.009038257412612438,
-0.04825660586357117,
0.02861800603568554,
-0.004891389515250921,
-0.09701509773731232,
-0.03509008139371872,
-0.027259573340415955,
0.01918572001159191,
0.001951026264578104,
3.960784868741511e-33,
0.050614554435014725,
0.054401934146881104,
-0.014515850692987442,
-0.010920019820332527,
-0.013894123025238514,
0.016199976205825806,
-0.11214330792427063,
-0.018279053270816803,
-0.019106445834040642,
0.010625338181853294,
-0.009022034704685211,
-0.03241525962948799,
-0.03257141634821892,
0.06557437777519226,
0.02792341448366642,
-0.046434979885816574,
0.0623786635696888,
0.1141149029135704,
0.08375412970781326,
0.012411639094352722,
-0.06452681869268417,
0.01971593126654625,
-0.08741239458322525,
0.006747444160282612,
0.013176101259887218,
0.05914388969540596,
-0.04825127124786377,
0.011008551344275475,
-0.0942438468337059,
-0.004439068492501974,
0.04418805614113808,
0.025434646755456924,
0.01570063829421997,
0.008466755971312523,
0.0014115000376477838,
-0.08142382651567459,
-0.04955253750085831,
0.04549971595406532,
-0.014743437059223652,
0.016239577904343605,
0.04517736658453941,
0.11245036870241165,
0.03619677573442459,
-0.05609148368239403,
-0.008887511678040028,
-0.15986622869968414,
0.035231657326221466,
0.01205737516283989,
0.03909482806921005,
0.014363975264132023,
-0.008993920870125294,
-0.016044648364186287,
-0.09676152467727661,
-0.023331984877586365,
0.048806436359882355,
0.003283521393314004,
0.10773105919361115,
-0.031801171600818634,
0.10218066722154617,
0.023567939177155495,
-0.011094569228589535,
0.05594867840409279,
0.07605260610580444,
-0.005473028402775526,
-0.0326620377600193,
0.07845457643270493,
-0.07371453940868378,
-0.0002732854918576777,
-0.03334074467420578,
0.028015315532684326,
-0.026839235797524452,
0.04668571054935455,
0.08014382421970367,
-0.11975810676813126,
0.06475512683391571,
-0.046353571116924286,
0.03215787559747696,
-0.04412698745727539,
-0.022185200825333595,
-0.008936398662626743,
-0.007537419907748699,
-0.048212312161922455,
0.03490525111556053,
-0.037861261516809464,
-0.05384039878845215,
0.016355160623788834,
-0.06220903620123863,
0.010653558187186718,
0.005030296742916107,
0.0021858057007193565,
0.01690724305808544,
-0.002085192361846566,
-0.06753221899271011,
-0.03558403626084328,
-0.05091463774442673,
-2.5964467994466462e-33,
0.023289212957024574,
0.02764889970421791,
0.011960993520915508,
0.008520063012838364,
-0.046324703842401505,
0.03149181976914406,
-0.054714806377887726,
-0.040645163506269455,
0.10376660525798798,
-0.042141467332839966,
0.06852120161056519,
0.042760953307151794,
-0.009849430061876774,
-0.08860304951667786,
0.054609984159469604,
0.008429156616330147,
0.01071232557296753,
0.013780592009425163,
-0.06596963107585907,
-0.024001387879252434,
-0.008178237825632095,
0.055860381573438644,
-0.07823065668344498,
-0.05570081248879433,
0.03785283863544464,
0.027898330241441727,
0.04347493126988411,
0.03892922401428223,
0.07352211326360703,
-0.07612361758947372,
-0.026454569771885872,
-0.008066791109740734,
-0.002369685797020793,
0.03238294646143913,
0.00924403965473175,
-0.027071375399827957,
0.03322895988821983,
-0.019174154847860336,
0.012577393092215061,
0.024687783792614937,
0.08778294920921326,
0.17442820966243744,
-0.058495234698057175,
0.010758008807897568,
-0.007551285903900862,
0.009152003563940525,
0.03584137186408043,
0.012053702026605606,
0.014048172160983086,
-0.07338039577007294,
0.05318760126829147,
-0.013151141814887524,
-0.0681106448173523,
0.06562068313360214,
0.052420735359191895,
-0.008700553327798843,
-0.09679834544658661,
0.028005599975585938,
-0.03118417225778103,
-0.076994888484478,
0.04826890304684639,
-0.07938000559806824,
-0.010677661746740341,
-0.04650105535984039,
-0.04714279621839523,
-0.0018802142003551126,
-0.0922047570347786,
0.19024443626403809,
0.011625759303569794,
0.012369386851787567,
0.011010450311005116,
0.0323859304189682,
-0.01677163876593113,
-0.04092972353100777,
-0.06968678534030914,
0.01112649217247963,
-0.04844987392425537,
-0.08714960515499115,
0.07891130447387695,
0.021399009972810745,
-0.1466713547706604,
0.02150074951350689,
0.008746075443923473,
-0.043601155281066895,
0.12553952634334564,
-0.03405233845114708,
-0.04830345883965492,
0.033554740250110626,
0.038631048053503036,
-0.008749912492930889,
-0.06751551479101181,
-0.013672161847352982,
-0.020099500194191933,
0.036559782922267914,
0.09735110402107239,
-5.180524098591377e-8,
0.07037920504808426,
-0.05760396644473076,
-0.0006428133347071707,
0.05258077755570412,
0.023931516334414482,
-0.04521603137254715,
-0.03551425784826279,
0.02742203325033188,
-0.03429559990763664,
-0.00427889684215188,
0.043488599359989166,
-0.004992524161934853,
0.012514716945588589,
-0.07176358997821808,
0.0077286940068006516,
0.1044500321149826,
0.05792424827814102,
-0.11009635031223297,
-0.013275749050080776,
0.01968414895236492,
0.03338560089468956,
-0.030306288972496986,
0.017147107049822807,
-0.04885299876332283,
-0.04075497388839722,
0.038044191896915436,
0.010933519341051579,
-0.0041444082744419575,
-0.027889886870980263,
-0.041808463633060455,
-0.030787691473960876,
-0.04455960914492607,
0.047370389103889465,
-0.07373561710119247,
0.0582347996532917,
0.013192128390073776,
0.0033703185617923737,
0.032312989234924316,
0.0617026761174202,
0.06896015256643295,
-0.004005555994808674,
-0.06976818293333054,
0.00591434258967638,
0.06455472856760025,
-0.07444553077220917,
-0.031499095261096954,
0.022698108106851578,
-0.023033510893583298,
-0.04043460637331009,
0.029192283749580383,
-0.0008341262582689524,
0.04653148725628853,
-0.07158620655536652,
-0.030532581731677055,
0.021736131981015205,
0.022735262289643288,
-0.05602807551622391,
0.05965811386704445,
-0.07511062920093536,
0.04457175359129906,
0.12756864726543427,
-0.028006961569190025,
-0.13143186271190643,
-0.07574428617954254
] | null | null | null | null | null | null | null |
[
-0.03756023570895195,
0.02409391850233078,
0.029942242428660393,
0.05851197615265846,
0.04598719999194145,
-0.11781734973192215,
-0.045292291790246964,
0.05427645146846771,
-0.00295524881221354,
-0.017422400414943695,
-0.03640726953744888,
-0.12943878769874573,
-0.09254270046949387,
-0.004350224044173956,
-0.016627579927444458,
0.010876636020839214,
0.10005378723144531,
-0.018448717892169952,
0.015180690214037895,
0.004603693261742592,
-0.004512558691203594,
-0.03132686764001846,
-0.011132601648569107,
0.016283515840768814,
0.0056127212010324,
-0.02052728645503521,
-0.03387593850493431,
-0.056728895753622055,
-0.0005300446064211428,
-0.010570432990789413,
-0.039338432252407074,
0.010840460658073425,
-0.0010934349847957492,
0.04204181209206581,
0.012844984419643879,
-0.014028241857886314,
0.004149997606873512,
-0.024357058107852936,
-0.058348026126623154,
-0.05736292898654938,
0.015563406981527805,
0.015189600177109241,
0.014748840592801571,
0.059763580560684204,
0.027626775205135345,
-0.000700879842042923,
0.07291177660226822,
0.023889390751719475,
-0.03360805660486221,
-0.03985881805419922,
0.021434258669614792,
-0.057688456028699875,
0.041978318244218826,
0.0891156867146492,
0.023166008293628693,
0.06099527329206467,
-0.022739367559552193,
-0.04839596897363663,
-0.0035515122581273317,
0.04201976954936981,
0.02237595058977604,
-0.04120805114507675,
-0.06592342257499695,
0.0004816368455067277,
0.07653963565826416,
0.016008038073778152,
0.0027202991768717766,
-0.03807448968291283,
0.05835399404168129,
-0.030916307121515274,
0.05042077228426933,
0.1072157621383667,
0.01960606500506401,
-0.10328364372253418,
-0.04747908562421799,
0.023987526074051857,
0.022609027102589607,
0.02584019862115383,
0.0948319286108017,
-0.06453598290681839,
0.05137156322598457,
-0.07554777711629868,
0.018016552552580833,
-0.08944268524646759,
0.04275953769683838,
0.013508268631994724,
0.04628331586718559,
0.04497421905398369,
-0.0257051270455122,
0.0173791516572237,
0.024442359805107117,
0.04713601991534233,
-0.023221932351589203,
0.037197504192590714,
0.015545297414064407,
0.03850851207971573,
-0.007711577229201794,
0.015322643332183361,
-0.01050360407680273,
0.012482580728828907,
-0.005864779930561781,
0.017753204330801964,
0.0016911192797124386,
0.10102459043264389,
0.005537080112844706,
0.01367693766951561,
0.03164035826921463,
0.028534280136227608,
0.007266766391694546,
0.08765428513288498,
0.04121572896838188,
0.041476622223854065,
0.08038274198770523,
0.033102214336395264,
0.05274359509348869,
-0.03904423490166664,
-0.03460977226495743,
0.09169238805770874,
0.009038257412612438,
-0.04825660586357117,
0.02861800603568554,
-0.004891389515250921,
-0.09701509773731232,
-0.03509008139371872,
-0.027259573340415955,
0.01918572001159191,
0.001951026264578104,
3.960784868741511e-33,
0.050614554435014725,
0.054401934146881104,
-0.014515850692987442,
-0.010920019820332527,
-0.013894123025238514,
0.016199976205825806,
-0.11214330792427063,
-0.018279053270816803,
-0.019106445834040642,
0.010625338181853294,
-0.009022034704685211,
-0.03241525962948799,
-0.03257141634821892,
0.06557437777519226,
0.02792341448366642,
-0.046434979885816574,
0.0623786635696888,
0.1141149029135704,
0.08375412970781326,
0.012411639094352722,
-0.06452681869268417,
0.01971593126654625,
-0.08741239458322525,
0.006747444160282612,
0.013176101259887218,
0.05914388969540596,
-0.04825127124786377,
0.011008551344275475,
-0.0942438468337059,
-0.004439068492501974,
0.04418805614113808,
0.025434646755456924,
0.01570063829421997,
0.008466755971312523,
0.0014115000376477838,
-0.08142382651567459,
-0.04955253750085831,
0.04549971595406532,
-0.014743437059223652,
0.016239577904343605,
0.04517736658453941,
0.11245036870241165,
0.03619677573442459,
-0.05609148368239403,
-0.008887511678040028,
-0.15986622869968414,
0.035231657326221466,
0.01205737516283989,
0.03909482806921005,
0.014363975264132023,
-0.008993920870125294,
-0.016044648364186287,
-0.09676152467727661,
-0.023331984877586365,
0.048806436359882355,
0.003283521393314004,
0.10773105919361115,
-0.031801171600818634,
0.10218066722154617,
0.023567939177155495,
-0.011094569228589535,
0.05594867840409279,
0.07605260610580444,
-0.005473028402775526,
-0.0326620377600193,
0.07845457643270493,
-0.07371453940868378,
-0.0002732854918576777,
-0.03334074467420578,
0.028015315532684326,
-0.026839235797524452,
0.04668571054935455,
0.08014382421970367,
-0.11975810676813126,
0.06475512683391571,
-0.046353571116924286,
0.03215787559747696,
-0.04412698745727539,
-0.022185200825333595,
-0.008936398662626743,
-0.007537419907748699,
-0.048212312161922455,
0.03490525111556053,
-0.037861261516809464,
-0.05384039878845215,
0.016355160623788834,
-0.06220903620123863,
0.010653558187186718,
0.005030296742916107,
0.0021858057007193565,
0.01690724305808544,
-0.002085192361846566,
-0.06753221899271011,
-0.03558403626084328,
-0.05091463774442673,
-2.5964467994466462e-33,
0.023289212957024574,
0.02764889970421791,
0.011960993520915508,
0.008520063012838364,
-0.046324703842401505,
0.03149181976914406,
-0.054714806377887726,
-0.040645163506269455,
0.10376660525798798,
-0.042141467332839966,
0.06852120161056519,
0.042760953307151794,
-0.009849430061876774,
-0.08860304951667786,
0.054609984159469604,
0.008429156616330147,
0.01071232557296753,
0.013780592009425163,
-0.06596963107585907,
-0.024001387879252434,
-0.008178237825632095,
0.055860381573438644,
-0.07823065668344498,
-0.05570081248879433,
0.03785283863544464,
0.027898330241441727,
0.04347493126988411,
0.03892922401428223,
0.07352211326360703,
-0.07612361758947372,
-0.026454569771885872,
-0.008066791109740734,
-0.002369685797020793,
0.03238294646143913,
0.00924403965473175,
-0.027071375399827957,
0.03322895988821983,
-0.019174154847860336,
0.012577393092215061,
0.024687783792614937,
0.08778294920921326,
0.17442820966243744,
-0.058495234698057175,
0.010758008807897568,
-0.007551285903900862,
0.009152003563940525,
0.03584137186408043,
0.012053702026605606,
0.014048172160983086,
-0.07338039577007294,
0.05318760126829147,
-0.013151141814887524,
-0.0681106448173523,
0.06562068313360214,
0.052420735359191895,
-0.008700553327798843,
-0.09679834544658661,
0.028005599975585938,
-0.03118417225778103,
-0.076994888484478,
0.04826890304684639,
-0.07938000559806824,
-0.010677661746740341,
-0.04650105535984039,
-0.04714279621839523,
-0.0018802142003551126,
-0.0922047570347786,
0.19024443626403809,
0.011625759303569794,
0.012369386851787567,
0.011010450311005116,
0.0323859304189682,
-0.01677163876593113,
-0.04092972353100777,
-0.06968678534030914,
0.01112649217247963,
-0.04844987392425537,
-0.08714960515499115,
0.07891130447387695,
0.021399009972810745,
-0.1466713547706604,
0.02150074951350689,
0.008746075443923473,
-0.043601155281066895,
0.12553952634334564,
-0.03405233845114708,
-0.04830345883965492,
0.033554740250110626,
0.038631048053503036,
-0.008749912492930889,
-0.06751551479101181,
-0.013672161847352982,
-0.020099500194191933,
0.036559782922267914,
0.09735110402107239,
-5.180524098591377e-8,
0.07037920504808426,
-0.05760396644473076,
-0.0006428133347071707,
0.05258077755570412,
0.023931516334414482,
-0.04521603137254715,
-0.03551425784826279,
0.02742203325033188,
-0.03429559990763664,
-0.00427889684215188,
0.043488599359989166,
-0.004992524161934853,
0.012514716945588589,
-0.07176358997821808,
0.0077286940068006516,
0.1044500321149826,
0.05792424827814102,
-0.11009635031223297,
-0.013275749050080776,
0.01968414895236492,
0.03338560089468956,
-0.030306288972496986,
0.017147107049822807,
-0.04885299876332283,
-0.04075497388839722,
0.038044191896915436,
0.010933519341051579,
-0.0041444082744419575,
-0.027889886870980263,
-0.041808463633060455,
-0.030787691473960876,
-0.04455960914492607,
0.047370389103889465,
-0.07373561710119247,
0.0582347996532917,
0.013192128390073776,
0.0033703185617923737,
0.032312989234924316,
0.0617026761174202,
0.06896015256643295,
-0.004005555994808674,
-0.06976818293333054,
0.00591434258967638,
0.06455472856760025,
-0.07444553077220917,
-0.031499095261096954,
0.022698108106851578,
-0.023033510893583298,
-0.04043460637331009,
0.029192283749580383,
-0.0008341262582689524,
0.04653148725628853,
-0.07158620655536652,
-0.030532581731677055,
0.021736131981015205,
0.022735262289643288,
-0.05602807551622391,
0.05965811386704445,
-0.07511062920093536,
0.04457175359129906,
0.12756864726543427,
-0.028006961569190025,
-0.13143186271190643,
-0.07574428617954254
] |
1402.0925
|
Nicolas Limal
|
Nicolas Limal
|
An Information Identity for State-dependent Channels with Feedback
|
7 pages
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this technical note, we investigate information quantities of
state-dependent communication channels with corrupted information fed back from
the receiver. We derive an information identity which can be interpreted as a
law of conservation of information flows.
|
[
{
"created": "Wed, 5 Feb 2014 03:21:22 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Limal",
"Nicolas",
""
]
] |
[
-0.008211900480091572,
0.013429651036858559,
0.03553730249404907,
-0.007774861063808203,
0.03213003650307655,
-0.041570089757442474,
0.14652135968208313,
-0.08536782115697861,
0.09441528469324112,
0.03811560571193695,
-0.04126906767487526,
0.08088941127061844,
0.07192251086235046,
0.0011119312839582562,
-0.024885673075914383,
-0.05435705557465553,
0.03521805629134178,
0.029505480080842972,
-0.10124386847019196,
0.006606200709939003,
0.057111188769340515,
0.04682943597435951,
-0.07211852073669434,
0.030192777514457703,
0.04677422717213631,
-0.040113214403390884,
0.007862724363803864,
-0.036359988152980804,
-0.014352330937981606,
-0.09699272364377975,
-0.017862403765320778,
-0.00008643860201118514,
0.00010758612188510597,
-0.04114870727062225,
-0.034756943583488464,
0.004746020771563053,
0.015363971702754498,
0.0359625369310379,
-0.0470159649848938,
0.0894269272685051,
0.0241486094892025,
0.0035055887419730425,
-0.07238925248384476,
0.06858636438846588,
-0.015081296674907207,
0.034954458475112915,
0.07037665694952011,
0.031822800636291504,
-0.08809559047222137,
0.0001851074630394578,
-0.0491068959236145,
0.06908459961414337,
0.0038889155257493258,
0.06557624787092209,
0.04312809184193611,
-0.04605504870414734,
-0.03481096401810646,
0.061122749000787735,
-0.10384722799062729,
0.06014440953731537,
0.05787812918424606,
0.02513124793767929,
-0.019878976047039032,
-0.0006112203118391335,
0.01181566622108221,
0.10984723269939423,
0.04189673811197281,
0.0276554636657238,
0.008348739705979824,
-0.0008739387267269194,
0.022720467299222946,
-0.036526285111904144,
-0.070886991918087,
-0.03131948783993721,
0.08795898407697678,
-0.06427834928035736,
0.013811210170388222,
0.020349396392703056,
0.004801004193723202,
0.053292036056518555,
-0.016114491969347,
-0.025951506569981575,
-0.0618358738720417,
-0.01943003572523594,
0.015429931692779064,
-0.04289865121245384,
-0.022695373743772507,
0.02088637836277485,
0.06512023508548737,
-0.02168159745633602,
-0.14992265403270721,
-0.07104063779115677,
0.06986536085605621,
0.04513175040483475,
0.07774682343006134,
-0.05710960552096367,
0.006954079028218985,
-0.0507846362888813,
0.06604031473398209,
0.05489305779337883,
-0.011890321969985962,
0.012370600365102291,
0.012923253700137138,
0.023763403296470642,
-0.014949096366763115,
-0.02319481410086155,
0.03149061277508736,
0.036880988627672195,
-0.006136823911219835,
0.048369381576776505,
0.0012671988224610686,
-0.012796435505151749,
-0.007245002780109644,
0.03566158562898636,
0.044987753033638,
0.004990958143025637,
0.04383772611618042,
0.09657671302556992,
-0.049850817769765854,
-0.04245400056242943,
0.01774611324071884,
-0.06387020647525787,
0.004111233167350292,
-0.015038511715829372,
-0.08565851300954819,
-0.002405592007562518,
0.0560886524617672,
-2.9568777956507376e-33,
-0.07233510911464691,
-0.0023066243156790733,
-0.06397604197263718,
0.07767588645219803,
-0.005489591974765062,
0.032507799565792084,
-0.025251217186450958,
-0.08357040584087372,
0.07292545586824417,
0.03258993476629257,
-0.0566704235970974,
0.06665217131376266,
-0.006087571382522583,
-0.0075136106461286545,
0.05706869810819626,
0.030938537791371346,
-0.06122630462050438,
0.06481578946113586,
0.10239224135875702,
-0.0656253919005394,
0.06535730510950089,
0.01064845360815525,
-0.07835756242275238,
-0.08536218106746674,
0.07093197852373123,
-0.04453346133232117,
-0.004454355221241713,
-0.02101920172572136,
-0.011471008881926537,
-0.0205861646682024,
-0.018393248319625854,
0.002104133600369096,
0.09519311785697937,
-0.07218047976493835,
0.018029825761914253,
0.005750739481300116,
-0.0285714790225029,
-0.030312037095427513,
0.0004068786511197686,
0.005939214024692774,
0.048742350190877914,
0.01320166327059269,
-0.053593192249536514,
0.008976386860013008,
-0.049533743411302567,
-0.0903286412358284,
0.007725934498012066,
-0.07898515462875366,
-0.004353586118668318,
-0.049742523580789566,
0.0033683523070067167,
0.01559812854975462,
-0.00969077181071043,
0.010482221841812134,
0.022210313007235527,
-0.010998128913342953,
-0.039597176015377045,
0.06340858340263367,
-0.035169098526239395,
0.08668623864650726,
-0.020510226488113403,
0.05001652613282204,
0.06036306545138359,
-0.041246067732572556,
0.0605204775929451,
0.07004038244485855,
-0.05186048150062561,
-0.002888206159695983,
0.058141741901636124,
-0.08581572026014328,
-0.05360313877463341,
0.014639236964285374,
-0.05370030179619789,
-0.015408881939947605,
-0.010197593830525875,
-0.05096976086497307,
0.005727708339691162,
-0.038105558604002,
0.018295004963874817,
0.06356492638587952,
-0.06039832532405853,
-0.13759379088878632,
-0.029148254543542862,
0.06987214833498001,
-0.0070525058545172215,
0.07196854054927826,
0.026306796818971634,
-0.02921147085726261,
-0.09655893594026566,
0.05353942885994911,
0.0421438105404377,
0.03809331730008125,
0.0627731904387474,
0.028361504897475243,
0.07142703235149384,
7.121937317613261e-34,
-0.12451694160699844,
0.009569774381816387,
-0.02968878485262394,
0.014506332576274872,
-0.07838315516710281,
-0.043611425906419754,
-0.024586845189332962,
0.011413238011300564,
-0.03811858966946602,
-0.04601455479860306,
-0.09502091258764267,
-0.04360155016183853,
-0.03289777413010597,
0.010553437285125256,
0.0453060045838356,
-0.015096898190677166,
0.07555688172578812,
-0.03504335135221481,
0.02574979141354561,
-0.01641089841723442,
0.05181783065199852,
-0.005326747428625822,
-0.08380861580371857,
-0.07436682283878326,
0.0039176964201033115,
0.05722471699118614,
-0.0339842364192009,
0.11509693413972855,
0.06575566530227661,
-0.00457515474408865,
0.023212067782878876,
-0.08311977237462997,
-0.03965620696544647,
0.04749511182308197,
-0.018138907849788666,
-0.06291446834802628,
0.03724578395485878,
0.058692339807748795,
-0.08655927330255508,
-0.011270743794739246,
0.08239620178937912,
0.030162688344717026,
-0.012019864283502102,
0.05289999395608902,
0.02236725576221943,
-0.0486372634768486,
-0.005306973122060299,
0.037013839930295944,
0.008424682542681694,
-0.04223281145095825,
0.0842258483171463,
0.004767916165292263,
-0.007934453897178173,
0.0039024432189762592,
-0.06470150500535965,
0.08707216382026672,
0.05708928033709526,
0.1377810686826706,
0.04060724377632141,
0.03283590450882912,
-0.05823281779885292,
-0.04992750659584999,
-0.05175955221056938,
0.030079424381256104,
0.04330127686262131,
-0.0025626083370298147,
0.036525383591651917,
-0.021136406809091568,
0.07285502552986145,
-0.07883764803409576,
0.13118882477283478,
0.026719022542238235,
-0.06244167685508728,
-0.05367886275053024,
0.1389286369085312,
0.08931621164083481,
-0.059465035796165466,
0.011335957795381546,
-0.03813980892300606,
0.04292730987071991,
-0.04430105909705162,
0.10169772058725357,
0.04356875270605087,
-0.006331474520266056,
0.03864826261997223,
0.04344481974840164,
0.009911139495670795,
-0.0375123992562294,
0.02964823879301548,
-0.07811132818460464,
0.019406944513320923,
0.02549486607313156,
-0.06725440174341202,
-0.042359549552202225,
-0.03543494641780853,
-2.7635225663402707e-8,
-0.03541684150695801,
-0.031083445996046066,
-0.011836408637464046,
0.0068786246702075005,
0.022561607882380486,
-0.01029745303094387,
-0.028578726574778557,
-0.051017630845308304,
0.008644911460578442,
-0.0832870677113533,
0.026529505848884583,
0.05997287854552269,
-0.0217144675552845,
-0.034213900566101074,
0.0407511442899704,
-0.023975515738129616,
-0.06076547130942345,
-0.0624321810901165,
0.005692021921277046,
-0.008531015366315842,
-0.007677910849452019,
-0.05708300322294235,
-0.04891664534807205,
0.07085562497377396,
-0.03494365140795708,
0.00656267162412405,
0.06184496358036995,
0.021749841049313545,
0.011625399813055992,
0.04443574696779251,
0.017003359273076057,
0.0010799065930768847,
0.07110676914453506,
0.07898928225040436,
-0.01585507206618786,
-0.03623128682374954,
0.021128514781594276,
-0.07761422544717789,
-0.031114798039197922,
-0.004185833036899567,
0.022415680810809135,
-0.051180947571992874,
0.016324128955602646,
0.04216616600751877,
0.03850408270955086,
0.07341788709163666,
-0.015028358437120914,
-0.002093292074277997,
-0.030717160552740097,
-0.090061716735363,
0.026084914803504944,
-0.0008330849814228714,
-0.023926669731736183,
0.010467038489878178,
0.023303572088479996,
-0.12684869766235352,
0.007542598061263561,
-0.027584483847022057,
-0.015019278973340988,
0.028938936069607735,
-0.014560882933437824,
0.10093289613723755,
-0.015104926191270351,
-0.07931171357631683
] | null | null | null | null | null | null | null |
[
-0.008211900480091572,
0.013429651036858559,
0.03553730249404907,
-0.007774861063808203,
0.03213003650307655,
-0.041570089757442474,
0.14652135968208313,
-0.08536782115697861,
0.09441528469324112,
0.03811560571193695,
-0.04126906767487526,
0.08088941127061844,
0.07192251086235046,
0.0011119312839582562,
-0.024885673075914383,
-0.05435705557465553,
0.03521805629134178,
0.029505480080842972,
-0.10124386847019196,
0.006606200709939003,
0.057111188769340515,
0.04682943597435951,
-0.07211852073669434,
0.030192777514457703,
0.04677422717213631,
-0.040113214403390884,
0.007862724363803864,
-0.036359988152980804,
-0.014352330937981606,
-0.09699272364377975,
-0.017862403765320778,
-0.00008643860201118514,
0.00010758612188510597,
-0.04114870727062225,
-0.034756943583488464,
0.004746020771563053,
0.015363971702754498,
0.0359625369310379,
-0.0470159649848938,
0.0894269272685051,
0.0241486094892025,
0.0035055887419730425,
-0.07238925248384476,
0.06858636438846588,
-0.015081296674907207,
0.034954458475112915,
0.07037665694952011,
0.031822800636291504,
-0.08809559047222137,
0.0001851074630394578,
-0.0491068959236145,
0.06908459961414337,
0.0038889155257493258,
0.06557624787092209,
0.04312809184193611,
-0.04605504870414734,
-0.03481096401810646,
0.061122749000787735,
-0.10384722799062729,
0.06014440953731537,
0.05787812918424606,
0.02513124793767929,
-0.019878976047039032,
-0.0006112203118391335,
0.01181566622108221,
0.10984723269939423,
0.04189673811197281,
0.0276554636657238,
0.008348739705979824,
-0.0008739387267269194,
0.022720467299222946,
-0.036526285111904144,
-0.070886991918087,
-0.03131948783993721,
0.08795898407697678,
-0.06427834928035736,
0.013811210170388222,
0.020349396392703056,
0.004801004193723202,
0.053292036056518555,
-0.016114491969347,
-0.025951506569981575,
-0.0618358738720417,
-0.01943003572523594,
0.015429931692779064,
-0.04289865121245384,
-0.022695373743772507,
0.02088637836277485,
0.06512023508548737,
-0.02168159745633602,
-0.14992265403270721,
-0.07104063779115677,
0.06986536085605621,
0.04513175040483475,
0.07774682343006134,
-0.05710960552096367,
0.006954079028218985,
-0.0507846362888813,
0.06604031473398209,
0.05489305779337883,
-0.011890321969985962,
0.012370600365102291,
0.012923253700137138,
0.023763403296470642,
-0.014949096366763115,
-0.02319481410086155,
0.03149061277508736,
0.036880988627672195,
-0.006136823911219835,
0.048369381576776505,
0.0012671988224610686,
-0.012796435505151749,
-0.007245002780109644,
0.03566158562898636,
0.044987753033638,
0.004990958143025637,
0.04383772611618042,
0.09657671302556992,
-0.049850817769765854,
-0.04245400056242943,
0.01774611324071884,
-0.06387020647525787,
0.004111233167350292,
-0.015038511715829372,
-0.08565851300954819,
-0.002405592007562518,
0.0560886524617672,
-2.9568777956507376e-33,
-0.07233510911464691,
-0.0023066243156790733,
-0.06397604197263718,
0.07767588645219803,
-0.005489591974765062,
0.032507799565792084,
-0.025251217186450958,
-0.08357040584087372,
0.07292545586824417,
0.03258993476629257,
-0.0566704235970974,
0.06665217131376266,
-0.006087571382522583,
-0.0075136106461286545,
0.05706869810819626,
0.030938537791371346,
-0.06122630462050438,
0.06481578946113586,
0.10239224135875702,
-0.0656253919005394,
0.06535730510950089,
0.01064845360815525,
-0.07835756242275238,
-0.08536218106746674,
0.07093197852373123,
-0.04453346133232117,
-0.004454355221241713,
-0.02101920172572136,
-0.011471008881926537,
-0.0205861646682024,
-0.018393248319625854,
0.002104133600369096,
0.09519311785697937,
-0.07218047976493835,
0.018029825761914253,
0.005750739481300116,
-0.0285714790225029,
-0.030312037095427513,
0.0004068786511197686,
0.005939214024692774,
0.048742350190877914,
0.01320166327059269,
-0.053593192249536514,
0.008976386860013008,
-0.049533743411302567,
-0.0903286412358284,
0.007725934498012066,
-0.07898515462875366,
-0.004353586118668318,
-0.049742523580789566,
0.0033683523070067167,
0.01559812854975462,
-0.00969077181071043,
0.010482221841812134,
0.022210313007235527,
-0.010998128913342953,
-0.039597176015377045,
0.06340858340263367,
-0.035169098526239395,
0.08668623864650726,
-0.020510226488113403,
0.05001652613282204,
0.06036306545138359,
-0.041246067732572556,
0.0605204775929451,
0.07004038244485855,
-0.05186048150062561,
-0.002888206159695983,
0.058141741901636124,
-0.08581572026014328,
-0.05360313877463341,
0.014639236964285374,
-0.05370030179619789,
-0.015408881939947605,
-0.010197593830525875,
-0.05096976086497307,
0.005727708339691162,
-0.038105558604002,
0.018295004963874817,
0.06356492638587952,
-0.06039832532405853,
-0.13759379088878632,
-0.029148254543542862,
0.06987214833498001,
-0.0070525058545172215,
0.07196854054927826,
0.026306796818971634,
-0.02921147085726261,
-0.09655893594026566,
0.05353942885994911,
0.0421438105404377,
0.03809331730008125,
0.0627731904387474,
0.028361504897475243,
0.07142703235149384,
7.121937317613261e-34,
-0.12451694160699844,
0.009569774381816387,
-0.02968878485262394,
0.014506332576274872,
-0.07838315516710281,
-0.043611425906419754,
-0.024586845189332962,
0.011413238011300564,
-0.03811858966946602,
-0.04601455479860306,
-0.09502091258764267,
-0.04360155016183853,
-0.03289777413010597,
0.010553437285125256,
0.0453060045838356,
-0.015096898190677166,
0.07555688172578812,
-0.03504335135221481,
0.02574979141354561,
-0.01641089841723442,
0.05181783065199852,
-0.005326747428625822,
-0.08380861580371857,
-0.07436682283878326,
0.0039176964201033115,
0.05722471699118614,
-0.0339842364192009,
0.11509693413972855,
0.06575566530227661,
-0.00457515474408865,
0.023212067782878876,
-0.08311977237462997,
-0.03965620696544647,
0.04749511182308197,
-0.018138907849788666,
-0.06291446834802628,
0.03724578395485878,
0.058692339807748795,
-0.08655927330255508,
-0.011270743794739246,
0.08239620178937912,
0.030162688344717026,
-0.012019864283502102,
0.05289999395608902,
0.02236725576221943,
-0.0486372634768486,
-0.005306973122060299,
0.037013839930295944,
0.008424682542681694,
-0.04223281145095825,
0.0842258483171463,
0.004767916165292263,
-0.007934453897178173,
0.0039024432189762592,
-0.06470150500535965,
0.08707216382026672,
0.05708928033709526,
0.1377810686826706,
0.04060724377632141,
0.03283590450882912,
-0.05823281779885292,
-0.04992750659584999,
-0.05175955221056938,
0.030079424381256104,
0.04330127686262131,
-0.0025626083370298147,
0.036525383591651917,
-0.021136406809091568,
0.07285502552986145,
-0.07883764803409576,
0.13118882477283478,
0.026719022542238235,
-0.06244167685508728,
-0.05367886275053024,
0.1389286369085312,
0.08931621164083481,
-0.059465035796165466,
0.011335957795381546,
-0.03813980892300606,
0.04292730987071991,
-0.04430105909705162,
0.10169772058725357,
0.04356875270605087,
-0.006331474520266056,
0.03864826261997223,
0.04344481974840164,
0.009911139495670795,
-0.0375123992562294,
0.02964823879301548,
-0.07811132818460464,
0.019406944513320923,
0.02549486607313156,
-0.06725440174341202,
-0.042359549552202225,
-0.03543494641780853,
-2.7635225663402707e-8,
-0.03541684150695801,
-0.031083445996046066,
-0.011836408637464046,
0.0068786246702075005,
0.022561607882380486,
-0.01029745303094387,
-0.028578726574778557,
-0.051017630845308304,
0.008644911460578442,
-0.0832870677113533,
0.026529505848884583,
0.05997287854552269,
-0.0217144675552845,
-0.034213900566101074,
0.0407511442899704,
-0.023975515738129616,
-0.06076547130942345,
-0.0624321810901165,
0.005692021921277046,
-0.008531015366315842,
-0.007677910849452019,
-0.05708300322294235,
-0.04891664534807205,
0.07085562497377396,
-0.03494365140795708,
0.00656267162412405,
0.06184496358036995,
0.021749841049313545,
0.011625399813055992,
0.04443574696779251,
0.017003359273076057,
0.0010799065930768847,
0.07110676914453506,
0.07898928225040436,
-0.01585507206618786,
-0.03623128682374954,
0.021128514781594276,
-0.07761422544717789,
-0.031114798039197922,
-0.004185833036899567,
0.022415680810809135,
-0.051180947571992874,
0.016324128955602646,
0.04216616600751877,
0.03850408270955086,
0.07341788709163666,
-0.015028358437120914,
-0.002093292074277997,
-0.030717160552740097,
-0.090061716735363,
0.026084914803504944,
-0.0008330849814228714,
-0.023926669731736183,
0.010467038489878178,
0.023303572088479996,
-0.12684869766235352,
0.007542598061263561,
-0.027584483847022057,
-0.015019278973340988,
0.028938936069607735,
-0.014560882933437824,
0.10093289613723755,
-0.015104926191270351,
-0.07931171357631683
] |
1402.0927
|
Alexei Dmitriev V.
|
A.V. Dmitriev, A. V. Suvorova, J.-K. Chao, C. B. Wang, L. Rastaetter,
M. I. Panasyuk, L. L. Lazutin, A. S. Kovtyukh, I. S. Veselovsky, I. N.
Myagkova
|
Anomalous dynamics of the extremely compressed magnetosphere during 21
January 2005 magnetic storm
|
Keywords: erupting filament, geomagnetic storm, magnetosphere
boundary layers, ring current decay. J. Geophys. Res
| null |
10.1002/2013JA019534
| null |
physics.space-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Dynamics of the dayside magnetosphere and proton radiation belt was analyzed
during unusual magnetic storm on 21 January 2005. We have found that during the
storm from 1712 to 2400 UT, the subsolar magnetopause was continuously located
inside geosynchronous orbit due to strong compression. The compression was
found to be extremely strong from 1846 to 2035 UT when the dense plasma of fast
erupting filament produced the solar wind dynamic pressure Pd peaked up to >100
nPa and, in the first time, the upstream solar wind was observed at
geosynchronous orbit during almost 2 hours. Under the extreme compression, the
outer magnetosphere at L > 5 was pushed inward and the outer radiation belt
particles with energies of several tens of keV moved earthward, became
adiabatically accelerated and accumulated in the inner magnetosphere at L < 4
that produced the intensified ring current with an exceptionally long lifetime.
The observations were compared with predictions of various empirical and first
principles models. All the models failed to predict the magnetospheric dynamics
under the extreme compression when the minimal magnetopause distance was
estimated to be ~3 Re. The inconsistencies between the model predictions and
observations might result from distortions of plasma measurements by extreme
heliospheric conditions consisting in very fast solar wind streams (~1000 km/s)
and intense fluxes of solar energetic particles. We speculated that anomalous
dynamics of the magnetosphere could be well described by the models if the He
abundance in the solar wind was assumed to be >20%, which is well appropriate
for erupting filaments and which is in agreement with the upper 27% threshold
for the He/H ratio obtained from Cluster measurements.
|
[
{
"created": "Wed, 5 Feb 2014 03:33:26 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Dmitriev",
"A. V.",
""
],
[
"Suvorova",
"A. V.",
""
],
[
"Chao",
"J. -K.",
""
],
[
"Wang",
"C. B.",
""
],
[
"Rastaetter",
"L.",
""
],
[
"Panasyuk",
"M. I.",
""
],
[
"Lazutin",
"L. L.",
""
],
[
"Kovtyukh",
"A. S.",
""
],
[
"Veselovsky",
"I. S.",
""
],
[
"Myagkova",
"I. N.",
""
]
] |
[
-0.013830509036779404,
0.025603055953979492,
0.024170005694031715,
0.01951550506055355,
-0.007968956604599953,
-0.055315811187028885,
-0.08600843697786331,
0.01664358749985695,
-0.038504116237163544,
-0.05167876183986664,
-0.06009005010128021,
-0.0014943114947527647,
0.10824838280677795,
-0.075480155646801,
0.0630175992846489,
-0.013270794413983822,
-0.010602470487356186,
-0.07949071377515793,
-0.012024383060634136,
-0.01891367882490158,
0.0020166272297501564,
0.023561082780361176,
-0.06767209619283676,
0.003965879324823618,
0.07518941909074783,
0.04755738377571106,
-0.09056954085826874,
-0.0488198921084404,
-0.09132947027683258,
0.019112085923552513,
0.04518554359674454,
-0.03615078702569008,
0.0019883550703525543,
0.044500842690467834,
-0.003093065693974495,
0.05691501870751381,
-0.02129051275551319,
0.0468689389526844,
-0.0018726903945207596,
0.069023497402668,
-0.055421892553567886,
-0.08467070758342743,
0.0000872792734298855,
-0.052428238093853,
-0.026850970461964607,
-0.013392501510679722,
0.03460464999079704,
0.007948340848088264,
0.021775437518954277,
0.070807084441185,
-0.02133829891681671,
0.06029945984482765,
-0.02867020107805729,
0.03533554822206497,
-0.030256465077400208,
0.057322822511196136,
0.003822338068857789,
-0.042915087193250656,
-0.012565315701067448,
0.039805375039577484,
-0.06919737905263901,
-0.0016535008326172829,
-0.09794881194829941,
0.04246777668595314,
0.030005963519215584,
-0.03619914874434471,
0.04774308577179909,
0.08755949884653091,
0.08358971029520035,
0.025267429649829865,
0.0046920375898480415,
0.005226616747677326,
-0.09849884361028671,
0.004228909965604544,
-0.012076294980943203,
0.05609143152832985,
0.054059870541095734,
-0.00744799105450511,
0.06867554783821106,
-0.08871204406023026,
-0.015325837768614292,
0.05746259540319443,
-0.01177549734711647,
-0.017975667491555214,
-0.12131577730178833,
0.10348431766033173,
-0.03407537192106247,
0.07048837840557098,
0.030396882444620132,
0.02417510747909546,
0.06788846105337143,
-0.04987190663814545,
-0.08896824717521667,
0.0610353946685791,
0.12595029175281525,
0.07585029304027557,
-0.011110561899840832,
-0.03387238457798958,
-0.005739763844758272,
0.024457063525915146,
0.05053054541349411,
-0.02991410531103611,
-0.021097667515277863,
0.03977851942181587,
-0.021947598084807396,
-0.005583628546446562,
0.0286929402500391,
0.00741167925298214,
-0.061744850128889084,
0.0452052503824234,
-0.03325912356376648,
0.012912450358271599,
0.0038118907250463963,
-0.15273517370224,
0.10829910635948181,
0.01566675305366516,
0.017080357298254967,
0.05829999968409538,
-0.12801958620548248,
-0.011557170189917088,
0.006270942743867636,
-0.026232879608869553,
0.03391794115304947,
0.025161659345030785,
-0.00047007141984067857,
0.04603949561715126,
0.0018410091288387775,
4.19302802231744e-33,
0.07798733562231064,
0.039256080985069275,
0.07096754759550095,
0.053202368319034576,
-0.0656147301197052,
0.07919606566429138,
0.017015250399708748,
0.03525884449481964,
-0.013044791296124458,
0.044131409376859665,
-0.05258876457810402,
-0.026102637872099876,
-0.002502750139683485,
-0.06336481869220734,
-0.049066223204135895,
-0.07025063782930374,
0.05200688913464546,
-0.014793269336223602,
-0.0846802145242691,
0.025630882009863853,
-0.049384988844394684,
0.017973793670535088,
-0.0009037527488544583,
-0.06976480036973953,
-0.007127956487238407,
0.05092574656009674,
0.04849923402070999,
0.001755948644131422,
-0.01897513121366501,
0.03970466926693916,
0.020579375326633453,
-0.039344433695077896,
-0.030529595911502838,
0.07540495693683624,
0.0003282225225120783,
-0.031914740800857544,
-0.021111810579895973,
-0.01242085825651884,
0.02842019870877266,
-0.03112735226750374,
-0.011260099709033966,
0.020030111074447632,
-0.04806770756840706,
0.020751141011714935,
0.0192185677587986,
-0.010157369077205658,
0.0778806060552597,
-0.06081972271203995,
0.005117219872772694,
-0.0006101285107433796,
0.04562072828412056,
0.08294111490249634,
-0.005397923290729523,
-0.04227001965045929,
0.010512493550777435,
0.012358701787889004,
0.06797986477613449,
-0.03264203667640686,
-0.011908515356481075,
0.04424726217985153,
0.008331065066158772,
0.01142114121466875,
0.09223146736621857,
-0.03144487366080284,
0.03975050896406174,
0.003436337923631072,
-0.008250129409134388,
0.08044301718473434,
-0.039545003324747086,
0.008087856695055962,
0.0379893034696579,
0.001815758878365159,
0.07711980491876602,
0.03453543037176132,
0.05554042011499405,
-0.065513975918293,
0.04329730570316315,
0.011021804995834827,
-0.035282399505376816,
0.03209521621465683,
-0.06020176410675049,
-0.0566825270652771,
0.05549308657646179,
0.05028000846505165,
-0.008567333221435547,
0.02461383491754532,
0.005354347173124552,
-0.01131904125213623,
0.0022163488902151585,
0.022327357903122902,
-0.02486545778810978,
0.021662723273038864,
0.05423566699028015,
-0.03570796549320221,
-0.036727629601955414,
-5.824904748768619e-33,
0.004932169336825609,
0.03846254199743271,
-0.06479686498641968,
-0.044051721692085266,
-0.007291702087968588,
0.061478141695261,
-0.0731063187122345,
0.15084023773670197,
-0.12694163620471954,
-0.037118539214134216,
0.006157837808132172,
0.014276422560214996,
-0.0581030435860157,
-0.07266955822706223,
0.06258868426084518,
-0.05540710315108299,
-0.01786116138100624,
0.028456049039959908,
-0.07213756442070007,
0.037390779703855515,
0.014702407643198967,
-0.03364366665482521,
-0.07454095780849457,
0.015404676087200642,
0.04266329109668732,
-0.007620713673532009,
-0.0034678010269999504,
0.02072526514530182,
0.06482016295194626,
0.058674219995737076,
-0.020882202312350273,
0.03948010131716728,
-0.05000734701752663,
0.06586674600839615,
0.01984308287501335,
0.014101813547313213,
0.014943769201636314,
-0.02977660670876503,
0.015221317298710346,
-0.09372421354055405,
-0.09314471483230591,
0.09376302361488342,
0.0950700044631958,
-0.06589138507843018,
0.08638022840023041,
-0.042315416038036346,
-0.010127214714884758,
0.0482034832239151,
0.03353310748934746,
-0.014306323602795601,
-0.056206244975328445,
-0.011624891310930252,
-0.08191750198602676,
0.08486421406269073,
-0.001976262778043747,
-0.008153581991791725,
-0.020114991813898087,
0.02670721709728241,
-0.0018119266023859382,
-0.05942972004413605,
-0.05122145637869835,
-0.08251888304948807,
0.05826496705412865,
-0.0547785647213459,
-0.03126528114080429,
-0.11875245720148087,
-0.003292263485491276,
0.05788576230406761,
-0.07068231701850891,
0.06050724536180496,
-0.01469764206558466,
-0.03133567050099373,
-0.032001934945583344,
0.017563411965966225,
0.04093630611896515,
0.05219990760087967,
0.040997572243213654,
0.003823209786787629,
-0.03422699496150017,
-0.009044241160154343,
-0.012147622182965279,
0.04650586470961571,
-0.006203634664416313,
-0.09142310917377472,
0.05012736842036247,
-0.004310281481593847,
0.03615070879459381,
-0.07588852196931839,
-0.06655823439359665,
0.03403552621603012,
-0.019017476588487625,
-0.024838410317897797,
0.0006165666854940355,
0.051966115832328796,
-0.03572759032249451,
-5.108883271986997e-8,
0.054061003029346466,
0.05025610327720642,
0.027461275458335876,
0.025834761559963226,
0.025657420977950096,
0.037087030708789825,
-0.04082373529672623,
-0.01101851835846901,
0.04743532836437225,
-0.048079825937747955,
0.1075548380613327,
0.01818918064236641,
0.07522251456975937,
-0.04006145894527435,
-0.10226383805274963,
-0.07808858901262283,
-0.02829456888139248,
-0.029097583144903183,
-0.01643948256969452,
0.07426831871271133,
0.11381925642490387,
0.029835563153028488,
-0.06413596868515015,
0.003378350054845214,
0.07157907634973526,
0.014398535713553429,
0.01943223550915718,
0.0396864227950573,
0.001393936458043754,
-0.04291284456849098,
-0.05787734314799309,
-0.07036306709051132,
0.016363417729735374,
-0.14730732142925262,
-0.13343150913715363,
0.05702562630176544,
-0.046567291021347046,
0.014614618383347988,
0.024820083752274513,
0.03805544227361679,
-0.020378565415740013,
-0.04866228625178337,
0.05989491567015648,
-0.013506179675459862,
0.0069166384637355804,
0.028285561129450798,
-0.04827369377017021,
-0.087569460272789,
-0.06220106780529022,
0.0245213583111763,
-0.08208420127630234,
0.03426448628306389,
0.047357313334941864,
-0.08916786313056946,
0.029460037127137184,
0.0002044930588454008,
-0.09969058632850647,
-0.0005117179243825376,
0.04018804430961609,
-0.015337949618697166,
-0.0321287177503109,
-0.011953411623835564,
-0.1084701269865036,
0.046372752636671066
] | null | null | null | null | null | null | null |
[
-0.013830509036779404,
0.025603055953979492,
0.024170005694031715,
0.01951550506055355,
-0.007968956604599953,
-0.055315811187028885,
-0.08600843697786331,
0.01664358749985695,
-0.038504116237163544,
-0.05167876183986664,
-0.06009005010128021,
-0.0014943114947527647,
0.10824838280677795,
-0.075480155646801,
0.0630175992846489,
-0.013270794413983822,
-0.010602470487356186,
-0.07949071377515793,
-0.012024383060634136,
-0.01891367882490158,
0.0020166272297501564,
0.023561082780361176,
-0.06767209619283676,
0.003965879324823618,
0.07518941909074783,
0.04755738377571106,
-0.09056954085826874,
-0.0488198921084404,
-0.09132947027683258,
0.019112085923552513,
0.04518554359674454,
-0.03615078702569008,
0.0019883550703525543,
0.044500842690467834,
-0.003093065693974495,
0.05691501870751381,
-0.02129051275551319,
0.0468689389526844,
-0.0018726903945207596,
0.069023497402668,
-0.055421892553567886,
-0.08467070758342743,
0.0000872792734298855,
-0.052428238093853,
-0.026850970461964607,
-0.013392501510679722,
0.03460464999079704,
0.007948340848088264,
0.021775437518954277,
0.070807084441185,
-0.02133829891681671,
0.06029945984482765,
-0.02867020107805729,
0.03533554822206497,
-0.030256465077400208,
0.057322822511196136,
0.003822338068857789,
-0.042915087193250656,
-0.012565315701067448,
0.039805375039577484,
-0.06919737905263901,
-0.0016535008326172829,
-0.09794881194829941,
0.04246777668595314,
0.030005963519215584,
-0.03619914874434471,
0.04774308577179909,
0.08755949884653091,
0.08358971029520035,
0.025267429649829865,
0.0046920375898480415,
0.005226616747677326,
-0.09849884361028671,
0.004228909965604544,
-0.012076294980943203,
0.05609143152832985,
0.054059870541095734,
-0.00744799105450511,
0.06867554783821106,
-0.08871204406023026,
-0.015325837768614292,
0.05746259540319443,
-0.01177549734711647,
-0.017975667491555214,
-0.12131577730178833,
0.10348431766033173,
-0.03407537192106247,
0.07048837840557098,
0.030396882444620132,
0.02417510747909546,
0.06788846105337143,
-0.04987190663814545,
-0.08896824717521667,
0.0610353946685791,
0.12595029175281525,
0.07585029304027557,
-0.011110561899840832,
-0.03387238457798958,
-0.005739763844758272,
0.024457063525915146,
0.05053054541349411,
-0.02991410531103611,
-0.021097667515277863,
0.03977851942181587,
-0.021947598084807396,
-0.005583628546446562,
0.0286929402500391,
0.00741167925298214,
-0.061744850128889084,
0.0452052503824234,
-0.03325912356376648,
0.012912450358271599,
0.0038118907250463963,
-0.15273517370224,
0.10829910635948181,
0.01566675305366516,
0.017080357298254967,
0.05829999968409538,
-0.12801958620548248,
-0.011557170189917088,
0.006270942743867636,
-0.026232879608869553,
0.03391794115304947,
0.025161659345030785,
-0.00047007141984067857,
0.04603949561715126,
0.0018410091288387775,
4.19302802231744e-33,
0.07798733562231064,
0.039256080985069275,
0.07096754759550095,
0.053202368319034576,
-0.0656147301197052,
0.07919606566429138,
0.017015250399708748,
0.03525884449481964,
-0.013044791296124458,
0.044131409376859665,
-0.05258876457810402,
-0.026102637872099876,
-0.002502750139683485,
-0.06336481869220734,
-0.049066223204135895,
-0.07025063782930374,
0.05200688913464546,
-0.014793269336223602,
-0.0846802145242691,
0.025630882009863853,
-0.049384988844394684,
0.017973793670535088,
-0.0009037527488544583,
-0.06976480036973953,
-0.007127956487238407,
0.05092574656009674,
0.04849923402070999,
0.001755948644131422,
-0.01897513121366501,
0.03970466926693916,
0.020579375326633453,
-0.039344433695077896,
-0.030529595911502838,
0.07540495693683624,
0.0003282225225120783,
-0.031914740800857544,
-0.021111810579895973,
-0.01242085825651884,
0.02842019870877266,
-0.03112735226750374,
-0.011260099709033966,
0.020030111074447632,
-0.04806770756840706,
0.020751141011714935,
0.0192185677587986,
-0.010157369077205658,
0.0778806060552597,
-0.06081972271203995,
0.005117219872772694,
-0.0006101285107433796,
0.04562072828412056,
0.08294111490249634,
-0.005397923290729523,
-0.04227001965045929,
0.010512493550777435,
0.012358701787889004,
0.06797986477613449,
-0.03264203667640686,
-0.011908515356481075,
0.04424726217985153,
0.008331065066158772,
0.01142114121466875,
0.09223146736621857,
-0.03144487366080284,
0.03975050896406174,
0.003436337923631072,
-0.008250129409134388,
0.08044301718473434,
-0.039545003324747086,
0.008087856695055962,
0.0379893034696579,
0.001815758878365159,
0.07711980491876602,
0.03453543037176132,
0.05554042011499405,
-0.065513975918293,
0.04329730570316315,
0.011021804995834827,
-0.035282399505376816,
0.03209521621465683,
-0.06020176410675049,
-0.0566825270652771,
0.05549308657646179,
0.05028000846505165,
-0.008567333221435547,
0.02461383491754532,
0.005354347173124552,
-0.01131904125213623,
0.0022163488902151585,
0.022327357903122902,
-0.02486545778810978,
0.021662723273038864,
0.05423566699028015,
-0.03570796549320221,
-0.036727629601955414,
-5.824904748768619e-33,
0.004932169336825609,
0.03846254199743271,
-0.06479686498641968,
-0.044051721692085266,
-0.007291702087968588,
0.061478141695261,
-0.0731063187122345,
0.15084023773670197,
-0.12694163620471954,
-0.037118539214134216,
0.006157837808132172,
0.014276422560214996,
-0.0581030435860157,
-0.07266955822706223,
0.06258868426084518,
-0.05540710315108299,
-0.01786116138100624,
0.028456049039959908,
-0.07213756442070007,
0.037390779703855515,
0.014702407643198967,
-0.03364366665482521,
-0.07454095780849457,
0.015404676087200642,
0.04266329109668732,
-0.007620713673532009,
-0.0034678010269999504,
0.02072526514530182,
0.06482016295194626,
0.058674219995737076,
-0.020882202312350273,
0.03948010131716728,
-0.05000734701752663,
0.06586674600839615,
0.01984308287501335,
0.014101813547313213,
0.014943769201636314,
-0.02977660670876503,
0.015221317298710346,
-0.09372421354055405,
-0.09314471483230591,
0.09376302361488342,
0.0950700044631958,
-0.06589138507843018,
0.08638022840023041,
-0.042315416038036346,
-0.010127214714884758,
0.0482034832239151,
0.03353310748934746,
-0.014306323602795601,
-0.056206244975328445,
-0.011624891310930252,
-0.08191750198602676,
0.08486421406269073,
-0.001976262778043747,
-0.008153581991791725,
-0.020114991813898087,
0.02670721709728241,
-0.0018119266023859382,
-0.05942972004413605,
-0.05122145637869835,
-0.08251888304948807,
0.05826496705412865,
-0.0547785647213459,
-0.03126528114080429,
-0.11875245720148087,
-0.003292263485491276,
0.05788576230406761,
-0.07068231701850891,
0.06050724536180496,
-0.01469764206558466,
-0.03133567050099373,
-0.032001934945583344,
0.017563411965966225,
0.04093630611896515,
0.05219990760087967,
0.040997572243213654,
0.003823209786787629,
-0.03422699496150017,
-0.009044241160154343,
-0.012147622182965279,
0.04650586470961571,
-0.006203634664416313,
-0.09142310917377472,
0.05012736842036247,
-0.004310281481593847,
0.03615070879459381,
-0.07588852196931839,
-0.06655823439359665,
0.03403552621603012,
-0.019017476588487625,
-0.024838410317897797,
0.0006165666854940355,
0.051966115832328796,
-0.03572759032249451,
-5.108883271986997e-8,
0.054061003029346466,
0.05025610327720642,
0.027461275458335876,
0.025834761559963226,
0.025657420977950096,
0.037087030708789825,
-0.04082373529672623,
-0.01101851835846901,
0.04743532836437225,
-0.048079825937747955,
0.1075548380613327,
0.01818918064236641,
0.07522251456975937,
-0.04006145894527435,
-0.10226383805274963,
-0.07808858901262283,
-0.02829456888139248,
-0.029097583144903183,
-0.01643948256969452,
0.07426831871271133,
0.11381925642490387,
0.029835563153028488,
-0.06413596868515015,
0.003378350054845214,
0.07157907634973526,
0.014398535713553429,
0.01943223550915718,
0.0396864227950573,
0.001393936458043754,
-0.04291284456849098,
-0.05787734314799309,
-0.07036306709051132,
0.016363417729735374,
-0.14730732142925262,
-0.13343150913715363,
0.05702562630176544,
-0.046567291021347046,
0.014614618383347988,
0.024820083752274513,
0.03805544227361679,
-0.020378565415740013,
-0.04866228625178337,
0.05989491567015648,
-0.013506179675459862,
0.0069166384637355804,
0.028285561129450798,
-0.04827369377017021,
-0.087569460272789,
-0.06220106780529022,
0.0245213583111763,
-0.08208420127630234,
0.03426448628306389,
0.047357313334941864,
-0.08916786313056946,
0.029460037127137184,
0.0002044930588454008,
-0.09969058632850647,
-0.0005117179243825376,
0.04018804430961609,
-0.015337949618697166,
-0.0321287177503109,
-0.011953411623835564,
-0.1084701269865036,
0.046372752636671066
] |
1402.0928
|
Scott Ainsworth
|
Scott G. Ainsworth and Michael L. Nelson and Herbert Van de Sompel
|
A Framework for Evaluation of Composite Memento Temporal Coherence
|
10 pages, 12 figures, 6 tables. Version 3 corrects predicates 13, 14,
16, 17, 19, and 20
| null | null | null |
cs.DL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Most archived HTML pages embed other web resources, such as images and
stylesheets. Playback of the archived web pages typically provides only the
capture date (or Memento-Datetime) of the root resource and not the
Memento-Datetime of the embedded resources. In the course of our research, we
have discovered that the Memento-Datetime of embedded resources can be up to
several years in the future or past, relative to the Memento-Datetime of the
embedding root resource. We introduce a framework for assessing temporal
coherence between a root resource and its embedded resource depending on
Memento-Datetime, Last-Modified datetime, and entity body.
|
[
{
"created": "Wed, 5 Feb 2014 03:50:33 GMT",
"version": "v1"
},
{
"created": "Fri, 7 Feb 2014 00:01:00 GMT",
"version": "v2"
},
{
"created": "Sun, 5 Oct 2014 23:08:30 GMT",
"version": "v3"
}
] |
2014-10-07
|
[
[
"Ainsworth",
"Scott G.",
""
],
[
"Nelson",
"Michael L.",
""
],
[
"Van de Sompel",
"Herbert",
""
]
] |
[
-0.03650375455617905,
0.03599106892943382,
0.007176534738391638,
-0.02099478244781494,
0.14841780066490173,
-0.008879300206899643,
-0.0925874412059784,
-0.06101963296532631,
0.09991398453712463,
-0.007206982001662254,
-0.014466875232756138,
0.09397190064191818,
0.030392693355679512,
0.033217258751392365,
-0.07946260273456573,
-0.008458035998046398,
0.015463662333786488,
0.036246415227651596,
-0.033268123865127563,
-0.009814126417040825,
0.0022770946379750967,
-0.03892940282821655,
0.041119519621133804,
-0.08564957976341248,
0.06969436258077621,
0.03343234211206436,
-0.054578747600317,
0.008353592827916145,
0.06718014925718307,
-0.03960699215531349,
0.06473599374294281,
-0.01849951595067978,
0.04011659324169159,
0.025882836431264877,
-0.0020029633305966854,
0.06410855054855347,
-0.004295694641768932,
-0.03210928663611412,
-0.043063126504421234,
0.0060136932879686356,
-0.017342370003461838,
-0.000793011742644012,
0.03800409659743309,
0.06140490248799324,
-0.06423208862543106,
-0.021052146330475807,
-0.054914455860853195,
-0.022931968793272972,
-0.1361662596464157,
0.0697779655456543,
-0.05752236768603325,
-0.0368366464972496,
-0.0051059057004749775,
-0.03063378483057022,
0.0012508734362199903,
0.06379196792840958,
-0.006978906691074371,
-0.007599836215376854,
-0.05249926447868347,
0.0615018792450428,
0.013085001148283482,
0.011249206028878689,
0.0156394075602293,
-0.015541180968284607,
0.013941078446805477,
0.04361231252551079,
0.05395324528217316,
0.03700266405940056,
0.012301858514547348,
-0.04313687980175018,
-0.049459293484687805,
0.00550826545804739,
-0.06493842601776123,
0.039997320622205734,
0.012457952834665775,
0.014189166948199272,
0.01365343015640974,
-0.007995608262717724,
-0.04095006361603737,
-0.16177250444889069,
0.0012825983576476574,
-0.037931978702545166,
0.05666330084204674,
-0.03499886021018028,
0.07248851656913757,
-0.006134653929620981,
0.04704190045595169,
0.0404014065861702,
-0.048845794051885605,
0.03268059715628624,
-0.0374269038438797,
-0.03589443117380142,
0.13069041073322296,
-0.006092525087296963,
-0.028416050598025322,
0.034983716905117035,
0.01608360931277275,
0.028097093105316162,
0.034898869693279266,
0.04997104033827782,
-0.01735822856426239,
0.06272850185632706,
-0.04182937368750572,
0.013015628792345524,
0.055602047592401505,
-0.029627669602632523,
-0.010799434036016464,
0.08011569827795029,
-0.007877185940742493,
0.027647484093904495,
-0.05638393387198448,
0.00835740938782692,
-0.08519130945205688,
-0.030056489631533623,
0.004651137161999941,
-0.08250018954277039,
0.022124193608760834,
0.003776887198910117,
0.09440140426158905,
0.0030948228668421507,
0.09864050149917603,
0.03745517134666443,
0.010465498082339764,
-0.03787419572472572,
-0.003995759412646294,
-0.0673857182264328,
0.07296844571828842,
1.8686223907327415e-33,
0.06887121498584747,
-0.006122922524809837,
-0.0336948037147522,
-0.008316515013575554,
0.0018164390930905938,
-0.008528410457074642,
-0.06060323119163513,
0.023595863953232765,
-0.024701053276658058,
-0.07040804624557495,
0.060585059225559235,
0.06376128643751144,
-0.0647723451256752,
-0.02863929606974125,
0.025525804609060287,
0.042047418653964996,
-0.09410794824361801,
0.0649709403514862,
0.13351912796497345,
-0.03897778317332268,
-0.013041988015174866,
-0.03294946998357773,
0.014931274577975273,
-0.04914124310016632,
0.04996829107403755,
-0.039489615708589554,
0.01617920957505703,
0.010318809188902378,
-0.09174459427595139,
-0.013820120133459568,
0.013728968799114227,
-0.06495793908834457,
-0.03796391561627388,
-0.014951218850910664,
0.06224591284990311,
-0.010219217278063297,
-0.0008716343436390162,
-0.06196583807468414,
-0.00798365194350481,
-0.03817768767476082,
-0.0278523750603199,
-0.04666106402873993,
-0.01132243499159813,
-0.07744055241346359,
-0.0708284005522728,
-0.026534896343946457,
0.015896350145339966,
-0.046552687883377075,
-0.013193835504353046,
-0.014230609871447086,
0.03409639373421669,
0.05829978361725807,
0.05966785550117493,
-0.07154669612646103,
-0.05303337052464485,
0.004490650724619627,
0.007056532893329859,
-0.005426999647170305,
0.07485514879226685,
0.00913358386605978,
0.09727048128843307,
-0.013853454031050205,
0.03169221058487892,
-0.08032023161649704,
-0.05837681144475937,
0.023834332823753357,
0.030508169904351234,
0.04187712073326111,
0.06054616719484329,
0.010363670997321606,
0.032251834869384766,
-0.04050377011299133,
0.03915281593799591,
-0.031580232083797455,
-0.09745198488235474,
-0.01701590046286583,
0.04008070006966591,
0.0029306469950824976,
-0.015702685341238976,
0.013034866191446781,
0.04734132066369057,
-0.0872996598482132,
0.05474510416388512,
-0.03716534376144409,
0.021139925345778465,
-0.0692572072148323,
0.03912123292684555,
-0.0876564085483551,
-0.018773702904582024,
0.013539791107177734,
-0.014861631207168102,
0.0021097417920827866,
-0.01789797469973564,
-0.01454250980168581,
0.027110759168863297,
-3.0782440976242848e-33,
-0.01203641016036272,
-0.0246831513941288,
-0.005931606981903315,
0.07641005516052246,
-0.016610700637102127,
-0.04491538554430008,
-0.06589815765619278,
0.11678265780210495,
-0.00943971797823906,
-0.04371212050318718,
0.025537433102726936,
-0.025095703080296516,
-0.026884686201810837,
-0.06134268268942833,
-0.04854297637939453,
0.06098991632461548,
0.0030906209722161293,
-0.13334625959396362,
-0.04147757217288017,
0.026251649484038353,
-0.026453152298927307,
-0.014189232140779495,
-0.014326481148600578,
0.00034970621345564723,
0.06168279051780701,
0.05574977025389671,
0.05623133108019829,
-0.050920430570840836,
-0.04835361987352371,
-0.046359363943338394,
0.027492841705679893,
-0.09112269431352615,
-0.05393316224217415,
-0.07265233248472214,
-0.0033636754378676414,
-0.043509289622306824,
-0.0298362597823143,
-0.01533710677176714,
-0.03084338828921318,
0.029444146901369095,
0.05616883561015129,
0.09022539854049683,
-0.02980305254459381,
-0.02122066356241703,
-0.02876828983426094,
0.0034672911278903484,
-0.10997258871793747,
0.05796753987669945,
0.06674133986234665,
-0.019689181819558144,
0.054569046944379807,
-0.011383311823010445,
-0.00166084966622293,
-0.09866559505462646,
-0.0008535642991773784,
0.010138208977878094,
0.017650602385401726,
0.001659042201936245,
0.010753701440989971,
0.036813464015722275,
-0.038392048329114914,
-0.0011093366192653775,
-0.09966600686311722,
-0.010812881402671337,
0.001823501312173903,
-0.008351953700184822,
-0.0019839005544781685,
-0.004178707953542471,
-0.15109355747699738,
0.0038221864961087704,
0.1186370924115181,
0.01843416690826416,
-0.04754069447517395,
0.023523183539509773,
0.008365847170352936,
0.016863664612174034,
0.11725074797868729,
0.027707988396286964,
0.00918173510581255,
-0.06191825866699219,
-0.06893935799598694,
0.092995285987854,
-0.05239412561058998,
-0.03899596631526947,
0.006546856835484505,
0.05381036922335625,
-0.08743488788604736,
-0.02219473198056221,
0.0061754812486469746,
-0.10115086287260056,
-0.04840641841292381,
0.04346790164709091,
-0.12391496449708939,
0.09634799510240555,
0.014381838031113148,
-3.402968928867267e-8,
-0.03737587109208107,
0.04295729100704193,
0.05225621163845062,
0.009874236769974232,
0.020497912541031837,
-0.021892203018069267,
0.10399548709392548,
0.005350293591618538,
0.04707949981093407,
-0.031868208199739456,
0.126827672123909,
-0.03495685011148453,
-0.016615215688943863,
-0.02628093585371971,
-0.006294326391071081,
0.033488787710666656,
-0.025192586705088615,
-0.029460666701197624,
-0.02618149109184742,
-0.005838804412633181,
0.013855576515197754,
0.035470739006996155,
0.09465862065553665,
-0.006073648110032082,
0.01041418593376875,
0.030027808621525764,
-0.0343073308467865,
0.1035960465669632,
0.021764682605862617,
0.0347088985145092,
0.018981555476784706,
0.07559897005558014,
0.006634331773966551,
-0.07413236051797867,
-0.036763995885849,
0.040249284356832504,
-0.07010412961244583,
-0.04547372832894325,
-0.11502249538898468,
0.045665279030799866,
0.08015171438455582,
-0.05252016708254814,
-0.05748928710818291,
0.05708647519350052,
0.08881033211946487,
0.0025520301423966885,
0.021874994039535522,
0.0035561523400247097,
-0.03892194479703903,
-0.016050908714532852,
0.0005013096961192787,
-0.08049145340919495,
0.032513104379177094,
0.06579487025737762,
0.04058080166578293,
-0.026708897203207016,
0.10374327003955841,
0.06784570962190628,
0.10888391733169556,
0.041415564715862274,
0.0656476616859436,
-0.019266590476036072,
0.044051818549633026,
0.03761765733361244
] |
A Framework for Evaluation of Composite Memento Temporal Coherence
|
http://arxiv.org/abs/1402.0928v3
|
http://arxiv.org/pdf/1402.0928v3.pdf
|
https://github.com/mementoweb/mediawiki
| false | false |
https://paperswithcode.com/paper/a-framework-for-evaluation-of-composite
|
[
-0.03650375455617905,
0.03599106892943382,
0.007176534738391638,
-0.02099478244781494,
0.14841780066490173,
-0.008879300206899643,
-0.0925874412059784,
-0.06101963296532631,
0.09991398453712463,
-0.007206982001662254,
-0.014466875232756138,
0.09397190064191818,
0.030392693355679512,
0.033217258751392365,
-0.07946260273456573,
-0.008458035998046398,
0.015463662333786488,
0.036246415227651596,
-0.033268123865127563,
-0.009814126417040825,
0.0022770946379750967,
-0.03892940282821655,
0.041119519621133804,
-0.08564957976341248,
0.06969436258077621,
0.03343234211206436,
-0.054578747600317,
0.008353592827916145,
0.06718014925718307,
-0.03960699215531349,
0.06473599374294281,
-0.01849951595067978,
0.04011659324169159,
0.025882836431264877,
-0.0020029633305966854,
0.06410855054855347,
-0.004295694641768932,
-0.03210928663611412,
-0.043063126504421234,
0.0060136932879686356,
-0.017342370003461838,
-0.000793011742644012,
0.03800409659743309,
0.06140490248799324,
-0.06423208862543106,
-0.021052146330475807,
-0.054914455860853195,
-0.022931968793272972,
-0.1361662596464157,
0.0697779655456543,
-0.05752236768603325,
-0.0368366464972496,
-0.0051059057004749775,
-0.03063378483057022,
0.0012508734362199903,
0.06379196792840958,
-0.006978906691074371,
-0.007599836215376854,
-0.05249926447868347,
0.0615018792450428,
0.013085001148283482,
0.011249206028878689,
0.0156394075602293,
-0.015541180968284607,
0.013941078446805477,
0.04361231252551079,
0.05395324528217316,
0.03700266405940056,
0.012301858514547348,
-0.04313687980175018,
-0.049459293484687805,
0.00550826545804739,
-0.06493842601776123,
0.039997320622205734,
0.012457952834665775,
0.014189166948199272,
0.01365343015640974,
-0.007995608262717724,
-0.04095006361603737,
-0.16177250444889069,
0.0012825983576476574,
-0.037931978702545166,
0.05666330084204674,
-0.03499886021018028,
0.07248851656913757,
-0.006134653929620981,
0.04704190045595169,
0.0404014065861702,
-0.048845794051885605,
0.03268059715628624,
-0.0374269038438797,
-0.03589443117380142,
0.13069041073322296,
-0.006092525087296963,
-0.028416050598025322,
0.034983716905117035,
0.01608360931277275,
0.028097093105316162,
0.034898869693279266,
0.04997104033827782,
-0.01735822856426239,
0.06272850185632706,
-0.04182937368750572,
0.013015628792345524,
0.055602047592401505,
-0.029627669602632523,
-0.010799434036016464,
0.08011569827795029,
-0.007877185940742493,
0.027647484093904495,
-0.05638393387198448,
0.00835740938782692,
-0.08519130945205688,
-0.030056489631533623,
0.004651137161999941,
-0.08250018954277039,
0.022124193608760834,
0.003776887198910117,
0.09440140426158905,
0.0030948228668421507,
0.09864050149917603,
0.03745517134666443,
0.010465498082339764,
-0.03787419572472572,
-0.003995759412646294,
-0.0673857182264328,
0.07296844571828842,
1.8686223907327415e-33,
0.06887121498584747,
-0.006122922524809837,
-0.0336948037147522,
-0.008316515013575554,
0.0018164390930905938,
-0.008528410457074642,
-0.06060323119163513,
0.023595863953232765,
-0.024701053276658058,
-0.07040804624557495,
0.060585059225559235,
0.06376128643751144,
-0.0647723451256752,
-0.02863929606974125,
0.025525804609060287,
0.042047418653964996,
-0.09410794824361801,
0.0649709403514862,
0.13351912796497345,
-0.03897778317332268,
-0.013041988015174866,
-0.03294946998357773,
0.014931274577975273,
-0.04914124310016632,
0.04996829107403755,
-0.039489615708589554,
0.01617920957505703,
0.010318809188902378,
-0.09174459427595139,
-0.013820120133459568,
0.013728968799114227,
-0.06495793908834457,
-0.03796391561627388,
-0.014951218850910664,
0.06224591284990311,
-0.010219217278063297,
-0.0008716343436390162,
-0.06196583807468414,
-0.00798365194350481,
-0.03817768767476082,
-0.0278523750603199,
-0.04666106402873993,
-0.01132243499159813,
-0.07744055241346359,
-0.0708284005522728,
-0.026534896343946457,
0.015896350145339966,
-0.046552687883377075,
-0.013193835504353046,
-0.014230609871447086,
0.03409639373421669,
0.05829978361725807,
0.05966785550117493,
-0.07154669612646103,
-0.05303337052464485,
0.004490650724619627,
0.007056532893329859,
-0.005426999647170305,
0.07485514879226685,
0.00913358386605978,
0.09727048128843307,
-0.013853454031050205,
0.03169221058487892,
-0.08032023161649704,
-0.05837681144475937,
0.023834332823753357,
0.030508169904351234,
0.04187712073326111,
0.06054616719484329,
0.010363670997321606,
0.032251834869384766,
-0.04050377011299133,
0.03915281593799591,
-0.031580232083797455,
-0.09745198488235474,
-0.01701590046286583,
0.04008070006966591,
0.0029306469950824976,
-0.015702685341238976,
0.013034866191446781,
0.04734132066369057,
-0.0872996598482132,
0.05474510416388512,
-0.03716534376144409,
0.021139925345778465,
-0.0692572072148323,
0.03912123292684555,
-0.0876564085483551,
-0.018773702904582024,
0.013539791107177734,
-0.014861631207168102,
0.0021097417920827866,
-0.01789797469973564,
-0.01454250980168581,
0.027110759168863297,
-3.0782440976242848e-33,
-0.01203641016036272,
-0.0246831513941288,
-0.005931606981903315,
0.07641005516052246,
-0.016610700637102127,
-0.04491538554430008,
-0.06589815765619278,
0.11678265780210495,
-0.00943971797823906,
-0.04371212050318718,
0.025537433102726936,
-0.025095703080296516,
-0.026884686201810837,
-0.06134268268942833,
-0.04854297637939453,
0.06098991632461548,
0.0030906209722161293,
-0.13334625959396362,
-0.04147757217288017,
0.026251649484038353,
-0.026453152298927307,
-0.014189232140779495,
-0.014326481148600578,
0.00034970621345564723,
0.06168279051780701,
0.05574977025389671,
0.05623133108019829,
-0.050920430570840836,
-0.04835361987352371,
-0.046359363943338394,
0.027492841705679893,
-0.09112269431352615,
-0.05393316224217415,
-0.07265233248472214,
-0.0033636754378676414,
-0.043509289622306824,
-0.0298362597823143,
-0.01533710677176714,
-0.03084338828921318,
0.029444146901369095,
0.05616883561015129,
0.09022539854049683,
-0.02980305254459381,
-0.02122066356241703,
-0.02876828983426094,
0.0034672911278903484,
-0.10997258871793747,
0.05796753987669945,
0.06674133986234665,
-0.019689181819558144,
0.054569046944379807,
-0.011383311823010445,
-0.00166084966622293,
-0.09866559505462646,
-0.0008535642991773784,
0.010138208977878094,
0.017650602385401726,
0.001659042201936245,
0.010753701440989971,
0.036813464015722275,
-0.038392048329114914,
-0.0011093366192653775,
-0.09966600686311722,
-0.010812881402671337,
0.001823501312173903,
-0.008351953700184822,
-0.0019839005544781685,
-0.004178707953542471,
-0.15109355747699738,
0.0038221864961087704,
0.1186370924115181,
0.01843416690826416,
-0.04754069447517395,
0.023523183539509773,
0.008365847170352936,
0.016863664612174034,
0.11725074797868729,
0.027707988396286964,
0.00918173510581255,
-0.06191825866699219,
-0.06893935799598694,
0.092995285987854,
-0.05239412561058998,
-0.03899596631526947,
0.006546856835484505,
0.05381036922335625,
-0.08743488788604736,
-0.02219473198056221,
0.0061754812486469746,
-0.10115086287260056,
-0.04840641841292381,
0.04346790164709091,
-0.12391496449708939,
0.09634799510240555,
0.014381838031113148,
-3.402968928867267e-8,
-0.03737587109208107,
0.04295729100704193,
0.05225621163845062,
0.009874236769974232,
0.020497912541031837,
-0.021892203018069267,
0.10399548709392548,
0.005350293591618538,
0.04707949981093407,
-0.031868208199739456,
0.126827672123909,
-0.03495685011148453,
-0.016615215688943863,
-0.02628093585371971,
-0.006294326391071081,
0.033488787710666656,
-0.025192586705088615,
-0.029460666701197624,
-0.02618149109184742,
-0.005838804412633181,
0.013855576515197754,
0.035470739006996155,
0.09465862065553665,
-0.006073648110032082,
0.01041418593376875,
0.030027808621525764,
-0.0343073308467865,
0.1035960465669632,
0.021764682605862617,
0.0347088985145092,
0.018981555476784706,
0.07559897005558014,
0.006634331773966551,
-0.07413236051797867,
-0.036763995885849,
0.040249284356832504,
-0.07010412961244583,
-0.04547372832894325,
-0.11502249538898468,
0.045665279030799866,
0.08015171438455582,
-0.05252016708254814,
-0.05748928710818291,
0.05708647519350052,
0.08881033211946487,
0.0025520301423966885,
0.021874994039535522,
0.0035561523400247097,
-0.03892194479703903,
-0.016050908714532852,
0.0005013096961192787,
-0.08049145340919495,
0.032513104379177094,
0.06579487025737762,
0.04058080166578293,
-0.026708897203207016,
0.10374327003955841,
0.06784570962190628,
0.10888391733169556,
0.041415564715862274,
0.0656476616859436,
-0.019266590476036072,
0.044051818549633026,
0.03761765733361244
] |
1402.0929
|
Jasper Snoek
|
Jasper Snoek, Kevin Swersky, Richard S. Zemel and Ryan P. Adams
|
Input Warping for Bayesian Optimization of Non-stationary Functions
| null | null | null | null |
stat.ML cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Bayesian optimization has proven to be a highly effective methodology for the
global optimization of unknown, expensive and multimodal functions. The ability
to accurately model distributions over functions is critical to the
effectiveness of Bayesian optimization. Although Gaussian processes provide a
flexible prior over functions which can be queried efficiently, there are
various classes of functions that remain difficult to model. One of the most
frequently occurring of these is the class of non-stationary functions. The
optimization of the hyperparameters of machine learning algorithms is a problem
domain in which parameters are often manually transformed a priori, for example
by optimizing in "log-space," to mitigate the effects of spatially-varying
length scale. We develop a methodology for automatically learning a wide family
of bijective transformations or warpings of the input space using the Beta
cumulative distribution function. We further extend the warping framework to
multi-task Bayesian optimization so that multiple tasks can be warped into a
jointly stationary space. On a set of challenging benchmark optimization tasks,
we observe that the inclusion of warping greatly improves on the
state-of-the-art, producing better results faster and more reliably.
|
[
{
"created": "Wed, 5 Feb 2014 03:55:39 GMT",
"version": "v1"
},
{
"created": "Thu, 20 Feb 2014 22:00:38 GMT",
"version": "v2"
},
{
"created": "Wed, 11 Jun 2014 20:32:11 GMT",
"version": "v3"
}
] |
2014-06-13
|
[
[
"Snoek",
"Jasper",
""
],
[
"Swersky",
"Kevin",
""
],
[
"Zemel",
"Richard S.",
""
],
[
"Adams",
"Ryan P.",
""
]
] |
[
-0.07192540168762207,
-0.10943468660116196,
0.05803096666932106,
-0.001393586047925055,
-0.011408308520913124,
-0.0534188412129879,
-0.032908033579587936,
-0.04089866951107979,
-0.00764824403449893,
-0.034670423716306686,
-0.04935826361179352,
-0.025689559057354927,
-0.025128157809376717,
0.08558104187250137,
-0.047008536756038666,
-0.027121439576148987,
0.02946523390710354,
0.10086578130722046,
-0.11138960719108582,
0.007410978898406029,
0.04808978736400604,
0.03944731131196022,
-0.029819220304489136,
-0.021333348006010056,
0.06349387019872665,
-0.047340285032987595,
0.03243700787425041,
-0.034368518739938736,
-0.03110877238214016,
-0.01716584712266922,
0.045088209211826324,
-0.002749202074483037,
-0.0803503766655922,
-0.03807131201028824,
-0.016156861558556557,
0.024197453632950783,
-0.10366063565015793,
0.006043886765837669,
0.06239479407668114,
-0.039272285997867584,
-0.004344338551163673,
-0.02897416427731514,
0.014020472764968872,
0.03011138178408146,
0.0373741053044796,
0.021090177819132805,
0.006046696566045284,
-0.08831875026226044,
0.08374263346195221,
0.042633362114429474,
-0.03391501307487488,
-0.024717379361391068,
-0.04908853396773338,
0.08478836715221405,
-0.0030893527437001467,
0.04661554470658302,
0.0652889758348465,
-0.06058341637253761,
0.08110596239566803,
-0.018743865191936493,
-0.06326447427272797,
-0.1175491139292717,
0.056739095598459244,
-0.003728893119841814,
-0.01284625381231308,
-0.0006395954987965524,
-0.00874435342848301,
0.03434813767671585,
-0.01783604361116886,
0.0687078982591629,
-0.07140495628118515,
0.11369027942419052,
-0.049836792051792145,
0.03991713374853134,
0.025400403887033463,
0.010819727554917336,
0.01860993728041649,
-0.045341216027736664,
-0.00715403538197279,
-0.10070609301328659,
0.05475858226418495,
0.034300655126571655,
0.015971671789884567,
0.04280582442879677,
0.1474301815032959,
0.015361658297479153,
-0.05065905675292015,
0.04533528909087181,
0.11524476855993271,
0.05386490374803543,
-0.040402211248874664,
-0.002827730728313327,
-0.01250985637307167,
-0.0749172642827034,
-0.04555237665772438,
-0.04262876510620117,
0.0032621428836137056,
-0.09552228450775146,
0.06184818968176842,
0.09383480995893478,
-0.05228094011545181,
0.07823587954044342,
0.12373281270265579,
-0.051873523741960526,
0.012772753834724426,
-0.058158937841653824,
-0.04293985664844513,
0.08925577253103256,
0.04238772764801979,
-0.12920671701431274,
0.03676966205239296,
0.01611333154141903,
0.05068002641201019,
0.006753646768629551,
-0.012368060648441315,
0.015565231442451477,
0.06792274117469788,
-0.03516943380236626,
-0.05036798492074013,
0.07604694366455078,
-0.027249561622738838,
0.007717513479292393,
-0.06949508935213089,
0.08800788223743439,
-0.012189787812530994,
0.024682657793164253,
-0.03889790549874306,
1.955769501140875e-33,
0.0072645340114831924,
0.01311945915222168,
0.1084941178560257,
-0.008110307157039642,
0.039213426411151886,
0.002093035262078047,
-0.001733524026349187,
-0.015005872584879398,
-0.04796602204442024,
-0.009784416295588017,
-0.053835391998291016,
0.033766455948352814,
-0.0618760883808136,
0.017390193417668343,
0.05210813507437706,
0.027514899149537086,
-0.0015700450167059898,
0.10912403464317322,
0.024534989148378372,
0.017594346776604652,
-0.013334617018699646,
-0.044498592615127563,
-0.028692571446299553,
-0.04959404096007347,
-0.02674783021211624,
-0.021297050639986992,
0.02497493475675583,
-0.041154894977808,
-0.058982957154512405,
0.0030492658261209726,
-0.14807270467281342,
0.013107296079397202,
-0.048399023711681366,
0.035800039768218994,
0.07145024091005325,
-0.04643586277961731,
-0.030305679887533188,
-0.007392620202153921,
-0.0127807492390275,
0.010445174761116505,
0.004682514350861311,
-0.012368518859148026,
0.052354056388139725,
0.019338268786668777,
-0.03749678656458855,
-0.07022962719202042,
0.06101115420460701,
0.012641556560993195,
0.015800489112734795,
-0.07156957685947418,
0.0629807859659195,
0.00848089437931776,
0.026259487494826317,
-0.0889618918299675,
-0.013432682491838932,
0.01602560095489025,
0.06034322828054428,
-0.03625406324863434,
0.003122559282928705,
0.03478166088461876,
0.013214199803769588,
0.012548279017210007,
-0.051577161997556686,
0.0377148799598217,
0.03282584995031357,
-0.010827356018126011,
0.026473917067050934,
0.04010258615016937,
0.0644235834479332,
0.03526902571320534,
0.004608131013810635,
-0.00904537457972765,
0.04098737612366676,
-0.03231950104236603,
0.060078736394643784,
0.06982268393039703,
0.051531609147787094,
-0.053046368062496185,
-0.055098436772823334,
-0.01967109926044941,
-0.02810097113251686,
0.03946097940206528,
0.03909271955490112,
-0.029173364862799644,
0.04445183649659157,
-0.056851040571928024,
0.047527674585580826,
-0.054861802607774734,
-0.06098385527729988,
-0.04680221527814865,
-0.09547234326601028,
0.016201114282011986,
-0.1159256100654602,
-0.008817764930427074,
-0.03245988115668297,
-1.8488748203228964e-33,
-0.0656542107462883,
-0.018107734620571136,
0.009147905744612217,
0.05900304391980171,
0.0006084786728024483,
-0.049246687442064285,
-0.07544127106666565,
-0.022692983970046043,
-0.021579571068286896,
-0.06015991419553757,
-0.06837226450443268,
-0.042282480746507645,
-0.004266252741217613,
-0.04561544582247734,
-0.00015969545347616076,
0.07908661663532257,
0.003749884432181716,
0.0739501416683197,
-0.061316296458244324,
-0.052503395825624466,
0.038087569177150726,
0.08089238405227661,
-0.021433670073747635,
0.05659184604883194,
-0.0870620459318161,
0.031580179929733276,
0.015683915466070175,
0.05829649791121483,
-0.010654513724148273,
0.049649737775325775,
-0.10768289864063263,
0.02849104069173336,
-0.04047924280166626,
-0.036070968955755234,
-0.060587186366319656,
0.05322300270199776,
0.01772841066122055,
0.04784466698765755,
0.033786509186029434,
0.049638532102108,
-0.014129958115518093,
0.03059259057044983,
-0.03306877613067627,
-0.03591381758451462,
-0.004412123467773199,
-0.005591520108282566,
0.040021538734436035,
-0.013066766783595085,
0.03007100522518158,
0.03261994943022728,
-0.04878339543938637,
0.06741125136613846,
-0.07333745807409286,
0.04939426854252815,
-0.08396954089403152,
-0.051683131605386734,
-0.07793498784303665,
-0.07788252830505371,
0.12798796594142914,
0.014559449627995491,
-0.00948921125382185,
-0.039027389138936996,
0.0336182676255703,
-0.0356980562210083,
-0.03621278330683708,
-0.017157912254333496,
0.03130236640572548,
-0.013850994408130646,
-0.017675155773758888,
0.030986148864030838,
0.0009770473698154092,
-0.05710933357477188,
0.028050970286130905,
0.020459992811083794,
-0.05877850949764252,
-0.007895149290561676,
0.0764245018362999,
-0.0555129200220108,
-0.027447734028100967,
0.018651939928531647,
0.06817864626646042,
-0.03812439367175102,
0.0203079953789711,
0.08830225467681885,
-0.016501322388648987,
0.10312376171350479,
0.08134656399488449,
0.07785741239786148,
0.06455985456705093,
-0.034382570534944534,
-0.05069982260465622,
0.03894782066345215,
-0.007244511507451534,
0.02746688574552536,
-0.029085176065564156,
-4.432056854852817e-8,
-0.05134850740432739,
0.1162097230553627,
0.034140367060899734,
-0.030924193561077118,
0.052906353026628494,
0.02189616486430168,
0.032644614577293396,
0.12290523201227188,
-0.020257387310266495,
-0.0957515612244606,
0.043482888489961624,
-0.04196900874376297,
0.08943305909633636,
-0.01368523109704256,
-0.023107001557946205,
0.05232565104961395,
-0.0018527655629441142,
0.009218546561896801,
-0.06417301297187805,
0.01491622719913721,
0.003742747940123081,
0.06577371805906296,
-0.03459107503294945,
-0.01594996452331543,
0.0273849219083786,
-0.12274553626775742,
-0.02364974655210972,
0.03354844078421593,
0.09826644510030746,
0.013105347752571106,
-0.0356241799890995,
0.027705125510692596,
-0.005269129294902086,
0.010918596759438515,
-0.034296341240406036,
0.07554195076227188,
0.018110398203134537,
-0.032827820628881454,
-0.034227535128593445,
-0.02214917168021202,
-0.017312858253717422,
0.03683071210980415,
-0.041032642126083374,
0.057603247463703156,
0.04579739272594452,
-0.009286428801715374,
0.06915868073701859,
-0.0031490265391767025,
0.04635336995124817,
0.01240563951432705,
0.13184505701065063,
0.0048223454505205154,
-0.012844671495258808,
0.03340764716267586,
0.04525013640522957,
0.046315692365169525,
0.01894482411444187,
-0.042100563645362854,
0.028000034391880035,
0.041131965816020966,
-0.0010467569809406996,
0.008719093166291714,
-0.09124256670475006,
0.010413268581032753
] |
Input Warping for Bayesian Optimization of Non-stationary Functions
|
http://arxiv.org/abs/1402.0929v3
|
http://arxiv.org/pdf/1402.0929v3.pdf
|
https://github.com/HIPS/Spearmint
| false | false |
https://paperswithcode.com/paper/input-warping-for-bayesian-optimization-of
|
[
-0.07192540168762207,
-0.10943468660116196,
0.05803096666932106,
-0.001393586047925055,
-0.011408308520913124,
-0.0534188412129879,
-0.032908033579587936,
-0.04089866951107979,
-0.00764824403449893,
-0.034670423716306686,
-0.04935826361179352,
-0.025689559057354927,
-0.025128157809376717,
0.08558104187250137,
-0.047008536756038666,
-0.027121439576148987,
0.02946523390710354,
0.10086578130722046,
-0.11138960719108582,
0.007410978898406029,
0.04808978736400604,
0.03944731131196022,
-0.029819220304489136,
-0.021333348006010056,
0.06349387019872665,
-0.047340285032987595,
0.03243700787425041,
-0.034368518739938736,
-0.03110877238214016,
-0.01716584712266922,
0.045088209211826324,
-0.002749202074483037,
-0.0803503766655922,
-0.03807131201028824,
-0.016156861558556557,
0.024197453632950783,
-0.10366063565015793,
0.006043886765837669,
0.06239479407668114,
-0.039272285997867584,
-0.004344338551163673,
-0.02897416427731514,
0.014020472764968872,
0.03011138178408146,
0.0373741053044796,
0.021090177819132805,
0.006046696566045284,
-0.08831875026226044,
0.08374263346195221,
0.042633362114429474,
-0.03391501307487488,
-0.024717379361391068,
-0.04908853396773338,
0.08478836715221405,
-0.0030893527437001467,
0.04661554470658302,
0.0652889758348465,
-0.06058341637253761,
0.08110596239566803,
-0.018743865191936493,
-0.06326447427272797,
-0.1175491139292717,
0.056739095598459244,
-0.003728893119841814,
-0.01284625381231308,
-0.0006395954987965524,
-0.00874435342848301,
0.03434813767671585,
-0.01783604361116886,
0.0687078982591629,
-0.07140495628118515,
0.11369027942419052,
-0.049836792051792145,
0.03991713374853134,
0.025400403887033463,
0.010819727554917336,
0.01860993728041649,
-0.045341216027736664,
-0.00715403538197279,
-0.10070609301328659,
0.05475858226418495,
0.034300655126571655,
0.015971671789884567,
0.04280582442879677,
0.1474301815032959,
0.015361658297479153,
-0.05065905675292015,
0.04533528909087181,
0.11524476855993271,
0.05386490374803543,
-0.040402211248874664,
-0.002827730728313327,
-0.01250985637307167,
-0.0749172642827034,
-0.04555237665772438,
-0.04262876510620117,
0.0032621428836137056,
-0.09552228450775146,
0.06184818968176842,
0.09383480995893478,
-0.05228094011545181,
0.07823587954044342,
0.12373281270265579,
-0.051873523741960526,
0.012772753834724426,
-0.058158937841653824,
-0.04293985664844513,
0.08925577253103256,
0.04238772764801979,
-0.12920671701431274,
0.03676966205239296,
0.01611333154141903,
0.05068002641201019,
0.006753646768629551,
-0.012368060648441315,
0.015565231442451477,
0.06792274117469788,
-0.03516943380236626,
-0.05036798492074013,
0.07604694366455078,
-0.027249561622738838,
0.007717513479292393,
-0.06949508935213089,
0.08800788223743439,
-0.012189787812530994,
0.024682657793164253,
-0.03889790549874306,
1.955769501140875e-33,
0.0072645340114831924,
0.01311945915222168,
0.1084941178560257,
-0.008110307157039642,
0.039213426411151886,
0.002093035262078047,
-0.001733524026349187,
-0.015005872584879398,
-0.04796602204442024,
-0.009784416295588017,
-0.053835391998291016,
0.033766455948352814,
-0.0618760883808136,
0.017390193417668343,
0.05210813507437706,
0.027514899149537086,
-0.0015700450167059898,
0.10912403464317322,
0.024534989148378372,
0.017594346776604652,
-0.013334617018699646,
-0.044498592615127563,
-0.028692571446299553,
-0.04959404096007347,
-0.02674783021211624,
-0.021297050639986992,
0.02497493475675583,
-0.041154894977808,
-0.058982957154512405,
0.0030492658261209726,
-0.14807270467281342,
0.013107296079397202,
-0.048399023711681366,
0.035800039768218994,
0.07145024091005325,
-0.04643586277961731,
-0.030305679887533188,
-0.007392620202153921,
-0.0127807492390275,
0.010445174761116505,
0.004682514350861311,
-0.012368518859148026,
0.052354056388139725,
0.019338268786668777,
-0.03749678656458855,
-0.07022962719202042,
0.06101115420460701,
0.012641556560993195,
0.015800489112734795,
-0.07156957685947418,
0.0629807859659195,
0.00848089437931776,
0.026259487494826317,
-0.0889618918299675,
-0.013432682491838932,
0.01602560095489025,
0.06034322828054428,
-0.03625406324863434,
0.003122559282928705,
0.03478166088461876,
0.013214199803769588,
0.012548279017210007,
-0.051577161997556686,
0.0377148799598217,
0.03282584995031357,
-0.010827356018126011,
0.026473917067050934,
0.04010258615016937,
0.0644235834479332,
0.03526902571320534,
0.004608131013810635,
-0.00904537457972765,
0.04098737612366676,
-0.03231950104236603,
0.060078736394643784,
0.06982268393039703,
0.051531609147787094,
-0.053046368062496185,
-0.055098436772823334,
-0.01967109926044941,
-0.02810097113251686,
0.03946097940206528,
0.03909271955490112,
-0.029173364862799644,
0.04445183649659157,
-0.056851040571928024,
0.047527674585580826,
-0.054861802607774734,
-0.06098385527729988,
-0.04680221527814865,
-0.09547234326601028,
0.016201114282011986,
-0.1159256100654602,
-0.008817764930427074,
-0.03245988115668297,
-1.8488748203228964e-33,
-0.0656542107462883,
-0.018107734620571136,
0.009147905744612217,
0.05900304391980171,
0.0006084786728024483,
-0.049246687442064285,
-0.07544127106666565,
-0.022692983970046043,
-0.021579571068286896,
-0.06015991419553757,
-0.06837226450443268,
-0.042282480746507645,
-0.004266252741217613,
-0.04561544582247734,
-0.00015969545347616076,
0.07908661663532257,
0.003749884432181716,
0.0739501416683197,
-0.061316296458244324,
-0.052503395825624466,
0.038087569177150726,
0.08089238405227661,
-0.021433670073747635,
0.05659184604883194,
-0.0870620459318161,
0.031580179929733276,
0.015683915466070175,
0.05829649791121483,
-0.010654513724148273,
0.049649737775325775,
-0.10768289864063263,
0.02849104069173336,
-0.04047924280166626,
-0.036070968955755234,
-0.060587186366319656,
0.05322300270199776,
0.01772841066122055,
0.04784466698765755,
0.033786509186029434,
0.049638532102108,
-0.014129958115518093,
0.03059259057044983,
-0.03306877613067627,
-0.03591381758451462,
-0.004412123467773199,
-0.005591520108282566,
0.040021538734436035,
-0.013066766783595085,
0.03007100522518158,
0.03261994943022728,
-0.04878339543938637,
0.06741125136613846,
-0.07333745807409286,
0.04939426854252815,
-0.08396954089403152,
-0.051683131605386734,
-0.07793498784303665,
-0.07788252830505371,
0.12798796594142914,
0.014559449627995491,
-0.00948921125382185,
-0.039027389138936996,
0.0336182676255703,
-0.0356980562210083,
-0.03621278330683708,
-0.017157912254333496,
0.03130236640572548,
-0.013850994408130646,
-0.017675155773758888,
0.030986148864030838,
0.0009770473698154092,
-0.05710933357477188,
0.028050970286130905,
0.020459992811083794,
-0.05877850949764252,
-0.007895149290561676,
0.0764245018362999,
-0.0555129200220108,
-0.027447734028100967,
0.018651939928531647,
0.06817864626646042,
-0.03812439367175102,
0.0203079953789711,
0.08830225467681885,
-0.016501322388648987,
0.10312376171350479,
0.08134656399488449,
0.07785741239786148,
0.06455985456705093,
-0.034382570534944534,
-0.05069982260465622,
0.03894782066345215,
-0.007244511507451534,
0.02746688574552536,
-0.029085176065564156,
-4.432056854852817e-8,
-0.05134850740432739,
0.1162097230553627,
0.034140367060899734,
-0.030924193561077118,
0.052906353026628494,
0.02189616486430168,
0.032644614577293396,
0.12290523201227188,
-0.020257387310266495,
-0.0957515612244606,
0.043482888489961624,
-0.04196900874376297,
0.08943305909633636,
-0.01368523109704256,
-0.023107001557946205,
0.05232565104961395,
-0.0018527655629441142,
0.009218546561896801,
-0.06417301297187805,
0.01491622719913721,
0.003742747940123081,
0.06577371805906296,
-0.03459107503294945,
-0.01594996452331543,
0.0273849219083786,
-0.12274553626775742,
-0.02364974655210972,
0.03354844078421593,
0.09826644510030746,
0.013105347752571106,
-0.0356241799890995,
0.027705125510692596,
-0.005269129294902086,
0.010918596759438515,
-0.034296341240406036,
0.07554195076227188,
0.018110398203134537,
-0.032827820628881454,
-0.034227535128593445,
-0.02214917168021202,
-0.017312858253717422,
0.03683071210980415,
-0.041032642126083374,
0.057603247463703156,
0.04579739272594452,
-0.009286428801715374,
0.06915868073701859,
-0.0031490265391767025,
0.04635336995124817,
0.01240563951432705,
0.13184505701065063,
0.0048223454505205154,
-0.012844671495258808,
0.03340764716267586,
0.04525013640522957,
0.046315692365169525,
0.01894482411444187,
-0.042100563645362854,
0.028000034391880035,
0.041131965816020966,
-0.0010467569809406996,
0.008719093166291714,
-0.09124256670475006,
0.010413268581032753
] |
1402.0932
|
Ali Rakhshan
|
Ali Rakhshan, Hossein Pishro-Nik, Donald L. Fisher, Mohammad Nekoui
|
Tuning Collision Warning Algorithms to Individual Drivers for Design of
Active Safety Systems
|
A major reason: Since now CV2X has considerable advantages over
802.11p and it can be the next specification used for V2X communication, I'd
like to withdraw this paper in order to make it easier for the readers to
find the best papers in the area. See:
https://www.qualcomm.com/news/onq/2018/04/25/lets-set-record-straight-c-v2x
| null | null | null |
cs.NI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Every year, many people are killed and injured in highway traffic accidents.
In order to reduce such casualties, collisions warning systems has been studied
extensively. These systems are built by taking the driver reaction times into
account. However, most of the existing literature focuses on characterizing how
driver reaction times vary across an entire population. Therefore, many of the
warnings that are given turn out to be false alarms. A false alarm occurs
whenever a warning is sent, but it is not needed. This would nagate any safety
benefit of the system, and could even reduce the overall safety if warnings
become a distraction. In this paper, we propose our solution to address the
described problem; First, we briefly describe our method for estimating the
distribution of brake response times for a particular driver using data from a
Vehicular Ad-Hoc Network (VANET) system. Then, we investigate how brake
response times of individual drivers can be used in collision warning
algorithms to reduce false alarm rates while still maintaining a high level of
safety. This will yield a system that is overall more reliable and trustworthy
for drivers, which could lead to wider adoption and applicability for V2V/V2I
communication systems. Moreover, we show how false alarm rate varies with
respect to probability of accident. Our simulation results show that by
individualizing collision warnings the number of false alarms can be reduced
more than $50\%$. Then, we conclude safety applications could potentially take
full advantage of being customized to an individual's characteristics.
|
[
{
"created": "Wed, 5 Feb 2014 04:19:03 GMT",
"version": "v1"
},
{
"created": "Sat, 2 Mar 2019 00:32:05 GMT",
"version": "v2"
}
] |
2019-03-05
|
[
[
"Rakhshan",
"Ali",
""
],
[
"Pishro-Nik",
"Hossein",
""
],
[
"Fisher",
"Donald L.",
""
],
[
"Nekoui",
"Mohammad",
""
]
] |
[
0.030183719471096992,
-0.0025315377861261368,
0.033195145428180695,
0.007436742074787617,
0.1201195940375328,
-0.0022369895596057177,
0.05600103363394737,
0.07202574610710144,
0.06528028845787048,
-0.009182479232549667,
-0.008140279911458492,
-0.056676097214221954,
0.00914837047457695,
-0.0026235957629978657,
-0.060622166842222214,
-0.074582539498806,
0.10511959344148636,
-0.014456648379564285,
-0.0636051744222641,
-0.0065562729723751545,
0.037067729979753494,
0.06371363997459412,
0.037501923739910126,
0.04490233585238457,
-0.03405911102890968,
-0.032600779086351395,
0.028082257136702538,
-0.01458977721631527,
-0.07907351106405258,
0.01964687556028366,
-0.012720338068902493,
-0.019176514819264412,
0.040385548025369644,
-0.00042748841224238276,
-0.13891951739788055,
-0.11215326189994812,
0.03654283657670021,
0.01455309335142374,
-0.014012372121214867,
-0.05317915603518486,
-0.04633606970310211,
-0.03266710415482521,
-0.03329990804195404,
0.022362789139151573,
0.034598495811223984,
-0.012135395780205727,
0.060100309550762177,
0.030272485688328743,
-0.01333547942340374,
-0.04731941968202591,
-0.012428591027855873,
0.052544496953487396,
0.0864587277173996,
-0.026713259518146515,
0.03678716719150543,
-0.020551500841975212,
-0.06773420423269272,
0.05911668390035629,
-0.06107315421104431,
0.056034620851278305,
0.04000570625066757,
-0.013402637094259262,
0.00529803242534399,
0.00746738538146019,
-0.06307858973741531,
0.062264226377010345,
0.07612226158380508,
0.019922200590372086,
0.028074905276298523,
0.0885889008641243,
-0.048767197877168655,
0.08661840111017227,
-0.025311382487416267,
0.03880181908607483,
0.04287559539079666,
-0.01245937217026949,
-0.040791261941194534,
-0.0006636094767600298,
-0.0587623156607151,
-0.03174577280879021,
-0.03744088485836983,
-0.04927968233823776,
0.010569827631115913,
-0.013198950327932835,
0.09141163527965546,
-0.05516627058386803,
-0.03491736203432083,
0.11824122816324234,
0.02464964985847473,
-0.00771366897970438,
-0.06493768095970154,
-0.03400052338838577,
0.10645198822021484,
0.015316758304834366,
0.005945981480181217,
0.09332897514104843,
-0.05469324812293053,
-0.02710738405585289,
0.06548357009887695,
0.03647919371724129,
-0.06251619011163712,
-0.033471859991550446,
-0.027402669191360474,
-0.0012757072690874338,
0.07411246001720428,
0.07352978736162186,
-0.032273851335048676,
-0.0007358445436693728,
-0.01955742947757244,
0.06096385046839714,
0.09167090803384781,
0.0005833586328662932,
0.011455697007477283,
-0.055620867758989334,
0.00576880294829607,
0.012172912247478962,
-0.05752243474125862,
0.0882146805524826,
0.047226596623659134,
0.06516754627227783,
-0.00223154085688293,
-0.04221346974372864,
0.0652051791548729,
0.040706586092710495,
0.09672883152961731,
0.0296478234231472,
0.06405732035636902,
2.6646513694042555e-33,
-0.0011113466462120414,
0.07288622111082077,
-0.033807408064603806,
0.04718239977955818,
0.02820354700088501,
-0.05415813997387886,
-0.08697906136512756,
-0.04332520067691803,
0.06945205479860306,
-0.02043992653489113,
-0.03882486745715141,
-0.01984182745218277,
0.05836847424507141,
-0.10474983602762222,
0.047594308853149414,
0.0806121975183487,
0.037885624915361404,
0.019535504281520844,
-0.036217402666807175,
-0.05949560925364494,
0.0037637068890035152,
-0.1150209978222847,
-0.007599321659654379,
0.007020764518529177,
0.08908341825008392,
0.0007502395310439169,
0.007599485572427511,
-0.028851883485913277,
0.09125110507011414,
-0.01322031207382679,
-0.08159028738737106,
0.05491819977760315,
0.04803208261728287,
0.029553739354014397,
0.014009108766913414,
0.008714764378964901,
-0.1451171487569809,
-0.006985868327319622,
-0.021636705845594406,
0.0021910283248871565,
0.01032973825931549,
-0.04349857196211815,
-0.06150727719068527,
-0.03130346164107323,
-0.011703437194228172,
-0.06743174046278,
-0.026882868260145187,
0.05681660771369934,
-0.03891076520085335,
0.04173200950026512,
-0.010699889622628689,
-0.04409773275256157,
0.03186678886413574,
0.04536334425210953,
-0.11825133115053177,
0.04324629530310631,
0.046746738255023956,
0.04716508835554123,
-0.034764111042022705,
0.11417274922132492,
-0.1269168257713318,
-0.030634205788373947,
0.03815559297800064,
-0.052743520587682724,
0.0056686848402023315,
0.05755162239074707,
-0.05744708701968193,
-0.009821807034313679,
-0.02333003468811512,
0.027464667335152626,
0.004821293987333775,
0.07090823352336884,
-0.011604011058807373,
-0.03851887583732605,
-0.04113371670246124,
0.0023454835172742605,
0.027046693488955498,
-0.0033247098326683044,
0.004986775107681751,
-0.0019208160229027271,
-0.01476746890693903,
-0.0052615501917898655,
0.003993359860032797,
-0.001989315263926983,
0.0758013129234314,
-0.02761109173297882,
-0.06125864014029503,
0.004771186038851738,
-0.09068959951400757,
0.056527409702539444,
-0.10556544363498688,
0.005683354567736387,
0.013818571344017982,
0.0317542590200901,
-0.015762614086270332,
-3.116019159600936e-33,
-0.02897215075790882,
0.004333353601396084,
0.03569376841187477,
0.022604182362556458,
-0.01275655161589384,
-0.06230775639414787,
-0.03066679649055004,
0.04433468356728554,
-0.0003237339260522276,
-0.014192133210599422,
-0.09431366622447968,
-0.07510511577129364,
0.07857488840818405,
0.08414285629987717,
-0.029527515172958374,
-0.07955559343099594,
0.12726908922195435,
-0.012232606299221516,
-0.02468120865523815,
-0.058261688798666,
0.009508482180535793,
0.031431619077920914,
-0.04500257968902588,
-0.07542674243450165,
-0.023667942732572556,
-0.017268763855099678,
0.008588230237364769,
0.005913784261792898,
-0.05101829767227173,
-0.034962527453899384,
-0.03941533342003822,
-0.015748661011457443,
0.029134154319763184,
-0.04206708073616028,
0.046031173318624496,
0.05076141282916069,
0.058152150362730026,
0.0023761121556162834,
-0.0532575398683548,
0.044115010648965836,
0.07227044552564621,
0.00775116728618741,
-0.05899311602115631,
-0.04775776341557503,
-0.022449830546975136,
0.0025621841195970774,
0.04448904097080231,
0.05253622308373451,
-0.06538459658622742,
-0.049642786383628845,
0.05592285469174385,
-0.040042612701654434,
-0.028266292065382004,
0.11118907481431961,
0.0015627385582774878,
0.01635930687189102,
0.029575999826192856,
-0.027803119271993637,
0.0028042260091751814,
0.0027526766061782837,
-0.02207956276834011,
-0.003146922681480646,
-0.03605588153004646,
0.0776497945189476,
0.019970016553997993,
-0.06927300244569778,
-0.030547555536031723,
-0.04016907885670662,
0.016082899644970894,
0.010411049239337444,
0.10272804647684097,
0.08034390956163406,
-0.045892246067523956,
-0.008826794102787971,
-0.029696064069867134,
-0.061341676861047745,
-0.021949781104922295,
-0.012466353364288807,
-0.05656092241406441,
-0.003442151704803109,
-0.029515406116843224,
-0.02485634572803974,
0.03922479599714279,
0.06881827861070633,
-0.025474010035395622,
0.012566187418997288,
0.05109899118542671,
-0.005458484403789043,
0.005844992119818926,
0.0038616107776761055,
-0.0923595279455185,
0.11286155134439468,
-0.03905017301440239,
0.07347290962934494,
-0.08177872747182846,
-4.6975220158174125e-8,
0.016383934766054153,
0.05785098671913147,
-0.08299560844898224,
-0.03537701070308685,
0.0758114829659462,
0.053923599421978,
-0.002596733858808875,
-0.04570616036653519,
-0.14370334148406982,
-0.0015375390648841858,
0.06035149469971657,
-0.010201421566307545,
-0.007067875936627388,
-0.018554415553808212,
-0.004709508270025253,
-0.015349161811172962,
-0.011731015518307686,
-0.021091612055897713,
-0.0689312294125557,
0.012228148058056831,
0.1106024906039238,
0.027338765561580658,
-0.04522060602903366,
0.053294431418180466,
0.13428179919719696,
-0.027230219915509224,
-0.005043839570134878,
-0.008862067013978958,
-0.044804446399211884,
-0.05899149179458618,
-0.11016755551099777,
-0.02788328379392624,
0.04153051599860191,
0.043897539377212524,
0.07982628792524338,
0.00006959355232538655,
0.02404254674911499,
0.028405169025063515,
0.10359052568674088,
0.032258737832307816,
-0.046217676252126694,
0.01023102831095457,
-0.02140115574002266,
0.05626466125249863,
0.07074382901191711,
-0.01881316490471363,
-0.03697071596980095,
-0.026434028521180153,
-0.0059436303563416,
-0.07866938412189484,
-0.020431077107787132,
-0.07655337452888489,
-0.02710692770779133,
0.07532619684934616,
-0.007899311371147633,
-0.01857554353773594,
0.009241743944585323,
-0.03884606808423996,
0.06852217763662338,
0.018663939088582993,
0.018274541944265366,
0.0601344034075737,
-0.02772190049290657,
-0.02745440974831581
] | null | null | null | null | null | null | null |
[
0.030183719471096992,
-0.0025315377861261368,
0.033195145428180695,
0.007436742074787617,
0.1201195940375328,
-0.0022369895596057177,
0.05600103363394737,
0.07202574610710144,
0.06528028845787048,
-0.009182479232549667,
-0.008140279911458492,
-0.056676097214221954,
0.00914837047457695,
-0.0026235957629978657,
-0.060622166842222214,
-0.074582539498806,
0.10511959344148636,
-0.014456648379564285,
-0.0636051744222641,
-0.0065562729723751545,
0.037067729979753494,
0.06371363997459412,
0.037501923739910126,
0.04490233585238457,
-0.03405911102890968,
-0.032600779086351395,
0.028082257136702538,
-0.01458977721631527,
-0.07907351106405258,
0.01964687556028366,
-0.012720338068902493,
-0.019176514819264412,
0.040385548025369644,
-0.00042748841224238276,
-0.13891951739788055,
-0.11215326189994812,
0.03654283657670021,
0.01455309335142374,
-0.014012372121214867,
-0.05317915603518486,
-0.04633606970310211,
-0.03266710415482521,
-0.03329990804195404,
0.022362789139151573,
0.034598495811223984,
-0.012135395780205727,
0.060100309550762177,
0.030272485688328743,
-0.01333547942340374,
-0.04731941968202591,
-0.012428591027855873,
0.052544496953487396,
0.0864587277173996,
-0.026713259518146515,
0.03678716719150543,
-0.020551500841975212,
-0.06773420423269272,
0.05911668390035629,
-0.06107315421104431,
0.056034620851278305,
0.04000570625066757,
-0.013402637094259262,
0.00529803242534399,
0.00746738538146019,
-0.06307858973741531,
0.062264226377010345,
0.07612226158380508,
0.019922200590372086,
0.028074905276298523,
0.0885889008641243,
-0.048767197877168655,
0.08661840111017227,
-0.025311382487416267,
0.03880181908607483,
0.04287559539079666,
-0.01245937217026949,
-0.040791261941194534,
-0.0006636094767600298,
-0.0587623156607151,
-0.03174577280879021,
-0.03744088485836983,
-0.04927968233823776,
0.010569827631115913,
-0.013198950327932835,
0.09141163527965546,
-0.05516627058386803,
-0.03491736203432083,
0.11824122816324234,
0.02464964985847473,
-0.00771366897970438,
-0.06493768095970154,
-0.03400052338838577,
0.10645198822021484,
0.015316758304834366,
0.005945981480181217,
0.09332897514104843,
-0.05469324812293053,
-0.02710738405585289,
0.06548357009887695,
0.03647919371724129,
-0.06251619011163712,
-0.033471859991550446,
-0.027402669191360474,
-0.0012757072690874338,
0.07411246001720428,
0.07352978736162186,
-0.032273851335048676,
-0.0007358445436693728,
-0.01955742947757244,
0.06096385046839714,
0.09167090803384781,
0.0005833586328662932,
0.011455697007477283,
-0.055620867758989334,
0.00576880294829607,
0.012172912247478962,
-0.05752243474125862,
0.0882146805524826,
0.047226596623659134,
0.06516754627227783,
-0.00223154085688293,
-0.04221346974372864,
0.0652051791548729,
0.040706586092710495,
0.09672883152961731,
0.0296478234231472,
0.06405732035636902,
2.6646513694042555e-33,
-0.0011113466462120414,
0.07288622111082077,
-0.033807408064603806,
0.04718239977955818,
0.02820354700088501,
-0.05415813997387886,
-0.08697906136512756,
-0.04332520067691803,
0.06945205479860306,
-0.02043992653489113,
-0.03882486745715141,
-0.01984182745218277,
0.05836847424507141,
-0.10474983602762222,
0.047594308853149414,
0.0806121975183487,
0.037885624915361404,
0.019535504281520844,
-0.036217402666807175,
-0.05949560925364494,
0.0037637068890035152,
-0.1150209978222847,
-0.007599321659654379,
0.007020764518529177,
0.08908341825008392,
0.0007502395310439169,
0.007599485572427511,
-0.028851883485913277,
0.09125110507011414,
-0.01322031207382679,
-0.08159028738737106,
0.05491819977760315,
0.04803208261728287,
0.029553739354014397,
0.014009108766913414,
0.008714764378964901,
-0.1451171487569809,
-0.006985868327319622,
-0.021636705845594406,
0.0021910283248871565,
0.01032973825931549,
-0.04349857196211815,
-0.06150727719068527,
-0.03130346164107323,
-0.011703437194228172,
-0.06743174046278,
-0.026882868260145187,
0.05681660771369934,
-0.03891076520085335,
0.04173200950026512,
-0.010699889622628689,
-0.04409773275256157,
0.03186678886413574,
0.04536334425210953,
-0.11825133115053177,
0.04324629530310631,
0.046746738255023956,
0.04716508835554123,
-0.034764111042022705,
0.11417274922132492,
-0.1269168257713318,
-0.030634205788373947,
0.03815559297800064,
-0.052743520587682724,
0.0056686848402023315,
0.05755162239074707,
-0.05744708701968193,
-0.009821807034313679,
-0.02333003468811512,
0.027464667335152626,
0.004821293987333775,
0.07090823352336884,
-0.011604011058807373,
-0.03851887583732605,
-0.04113371670246124,
0.0023454835172742605,
0.027046693488955498,
-0.0033247098326683044,
0.004986775107681751,
-0.0019208160229027271,
-0.01476746890693903,
-0.0052615501917898655,
0.003993359860032797,
-0.001989315263926983,
0.0758013129234314,
-0.02761109173297882,
-0.06125864014029503,
0.004771186038851738,
-0.09068959951400757,
0.056527409702539444,
-0.10556544363498688,
0.005683354567736387,
0.013818571344017982,
0.0317542590200901,
-0.015762614086270332,
-3.116019159600936e-33,
-0.02897215075790882,
0.004333353601396084,
0.03569376841187477,
0.022604182362556458,
-0.01275655161589384,
-0.06230775639414787,
-0.03066679649055004,
0.04433468356728554,
-0.0003237339260522276,
-0.014192133210599422,
-0.09431366622447968,
-0.07510511577129364,
0.07857488840818405,
0.08414285629987717,
-0.029527515172958374,
-0.07955559343099594,
0.12726908922195435,
-0.012232606299221516,
-0.02468120865523815,
-0.058261688798666,
0.009508482180535793,
0.031431619077920914,
-0.04500257968902588,
-0.07542674243450165,
-0.023667942732572556,
-0.017268763855099678,
0.008588230237364769,
0.005913784261792898,
-0.05101829767227173,
-0.034962527453899384,
-0.03941533342003822,
-0.015748661011457443,
0.029134154319763184,
-0.04206708073616028,
0.046031173318624496,
0.05076141282916069,
0.058152150362730026,
0.0023761121556162834,
-0.0532575398683548,
0.044115010648965836,
0.07227044552564621,
0.00775116728618741,
-0.05899311602115631,
-0.04775776341557503,
-0.022449830546975136,
0.0025621841195970774,
0.04448904097080231,
0.05253622308373451,
-0.06538459658622742,
-0.049642786383628845,
0.05592285469174385,
-0.040042612701654434,
-0.028266292065382004,
0.11118907481431961,
0.0015627385582774878,
0.01635930687189102,
0.029575999826192856,
-0.027803119271993637,
0.0028042260091751814,
0.0027526766061782837,
-0.02207956276834011,
-0.003146922681480646,
-0.03605588153004646,
0.0776497945189476,
0.019970016553997993,
-0.06927300244569778,
-0.030547555536031723,
-0.04016907885670662,
0.016082899644970894,
0.010411049239337444,
0.10272804647684097,
0.08034390956163406,
-0.045892246067523956,
-0.008826794102787971,
-0.029696064069867134,
-0.061341676861047745,
-0.021949781104922295,
-0.012466353364288807,
-0.05656092241406441,
-0.003442151704803109,
-0.029515406116843224,
-0.02485634572803974,
0.03922479599714279,
0.06881827861070633,
-0.025474010035395622,
0.012566187418997288,
0.05109899118542671,
-0.005458484403789043,
0.005844992119818926,
0.0038616107776761055,
-0.0923595279455185,
0.11286155134439468,
-0.03905017301440239,
0.07347290962934494,
-0.08177872747182846,
-4.6975220158174125e-8,
0.016383934766054153,
0.05785098671913147,
-0.08299560844898224,
-0.03537701070308685,
0.0758114829659462,
0.053923599421978,
-0.002596733858808875,
-0.04570616036653519,
-0.14370334148406982,
-0.0015375390648841858,
0.06035149469971657,
-0.010201421566307545,
-0.007067875936627388,
-0.018554415553808212,
-0.004709508270025253,
-0.015349161811172962,
-0.011731015518307686,
-0.021091612055897713,
-0.0689312294125557,
0.012228148058056831,
0.1106024906039238,
0.027338765561580658,
-0.04522060602903366,
0.053294431418180466,
0.13428179919719696,
-0.027230219915509224,
-0.005043839570134878,
-0.008862067013978958,
-0.044804446399211884,
-0.05899149179458618,
-0.11016755551099777,
-0.02788328379392624,
0.04153051599860191,
0.043897539377212524,
0.07982628792524338,
0.00006959355232538655,
0.02404254674911499,
0.028405169025063515,
0.10359052568674088,
0.032258737832307816,
-0.046217676252126694,
0.01023102831095457,
-0.02140115574002266,
0.05626466125249863,
0.07074382901191711,
-0.01881316490471363,
-0.03697071596980095,
-0.026434028521180153,
-0.0059436303563416,
-0.07866938412189484,
-0.020431077107787132,
-0.07655337452888489,
-0.02710692770779133,
0.07532619684934616,
-0.007899311371147633,
-0.01857554353773594,
0.009241743944585323,
-0.03884606808423996,
0.06852217763662338,
0.018663939088582993,
0.018274541944265366,
0.0601344034075737,
-0.02772190049290657,
-0.02745440974831581
] |
1402.0933
|
Eric Blackman
|
Eric G. Blackman (U. Rochester)
|
Magnetic Helicity and Large Scale Magnetic Fields: A Primer
|
32 pages, 18 figures (many with multiple panels); this version
updated with a number of small corrections made in the proofs preparation
stage; in press by Space Science Reviews and to eventually appear in
associated ISSI book volume on "Multiscale Structure Formation and Dynamics
in Cosmic Plasmas"; A. Balogh, Editor
| null |
10.1007/s11214-014-0038-6
| null |
astro-ph.SR astro-ph.GA astro-ph.HE physics.plasm-ph physics.space-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Magnetic fields of laboratory, planetary, stellar, and galactic plasmas
commonly exhibit significant order on large temporal or spatial scales compared
to the otherwise random motions within the hosting system. Such ordered fields
can be measured in the case of planets, stars, and galaxies, or inferred
indirectly by the action of their dynamical influence, such as jets. Whether
large scale fields are amplified in situ or a remnant from previous stages of
an object's history is often debated for objects without a definitive magnetic
activity cycle. Magnetic helicity, a measure of twist and linkage of magnetic
field lines, is a unifying tool for understanding large scale field evolution
for both mechanisms of origin. Its importance stems from its two basic
properties: (1) magnetic helicity is typically better conserved than magnetic
energy; and (2) the magnetic energy associated with a fixed amount of magnetic
helicity is minimized when the system relaxes this helical structure to the
largest scale available. Here I discuss how magnetic helicity has come to help
us understand the saturation of and sustenance of large scale dynamos, the need
for either local or global helicity fluxes to avoid dynamo quenching, and the
associated observational consequences. I also discuss how magnetic helicity
acts as a hindrance to turbulent diffusion of large scale fields, and thus a
helper for fossil remnant large scale field origin models in some contexts. I
briefly discuss the connection between large scale fields and accretion disk
theory as well. The goal here is to provide a conceptual primer to help the
reader efficiently penetrate the literature.
|
[
{
"created": "Wed, 5 Feb 2014 04:38:16 GMT",
"version": "v1"
},
{
"created": "Mon, 17 Mar 2014 06:22:37 GMT",
"version": "v2"
}
] |
2015-06-18
|
[
[
"Blackman",
"Eric G.",
"",
"U. Rochester"
]
] |
[
-0.050537727773189545,
-0.0143740801140666,
0.005607874132692814,
0.015588751062750816,
0.04062436893582344,
0.05429892614483833,
-0.08662847429513931,
-0.025422776117920876,
0.014439472928643227,
-0.0533885695040226,
-0.09293786436319351,
0.030455520376563072,
0.017758289352059364,
-0.08780427277088165,
0.05346506088972092,
-0.027267593890428543,
-0.0901523306965828,
-0.030298221856355667,
-0.07807283103466034,
0.014423293992877007,
-0.011333834379911423,
-0.02793249301612377,
-0.053354114294052124,
-0.010101019404828548,
0.023396894335746765,
-0.003193819662556052,
-0.02479942888021469,
-0.03505546599626541,
-0.06401116400957108,
-0.05722620710730553,
0.06818151473999023,
0.10263361036777496,
-0.06248195096850395,
0.060630667954683304,
-0.006553906947374344,
0.01603975147008896,
0.011279801838099957,
-0.015732726082205772,
0.003726016730070114,
0.019094111397862434,
-0.021143702790141106,
-0.06737436354160309,
0.04605957120656967,
-0.04040231555700302,
-0.015488900244235992,
-0.016995869576931,
0.021002471446990967,
-0.04153088852763176,
-0.014710856601595879,
0.02828245237469673,
-0.06267852336168289,
0.048229821026325226,
0.009288693778216839,
-0.011447719298303127,
0.04143793135881424,
0.055678289383649826,
0.05253996700048447,
-0.08296644687652588,
0.03322736173868179,
-0.03178488463163376,
0.014860440976917744,
-0.011168010532855988,
-0.0305714700371027,
-0.013567052781581879,
-0.004491759929805994,
-0.00800271425396204,
0.05206883326172829,
-0.001271797576919198,
0.05162568390369415,
-0.05022039636969566,
0.022154703736305237,
0.00805951189249754,
-0.05369722470641136,
0.07180200517177582,
0.05376875773072243,
0.06702364236116409,
0.0036733769811689854,
-0.03853057324886322,
-0.004936566576361656,
-0.07294902950525284,
-0.11160077899694443,
0.08879879862070084,
-0.04153663292527199,
0.03446806222200394,
0.0018557347357273102,
-0.008516663685441017,
-0.05069989711046219,
-0.025787370279431343,
-0.053538598120212555,
0.08959522843360901,
0.04827103018760681,
-0.04786784201860428,
-0.11328008770942688,
-0.03289463371038437,
0.10379790514707565,
0.04201095178723335,
0.056778743863105774,
-0.07399576902389526,
0.058709900826215744,
-0.038569431751966476,
0.0994538962841034,
-0.023590754717588425,
0.018702048808336258,
0.11186537146568298,
0.0892372876405716,
0.036537203937768936,
0.05397434160113335,
0.028543692082166672,
-0.030537571758031845,
0.018419861793518066,
0.06649833172559738,
-0.02247273549437523,
-0.044383615255355835,
-0.11098498851060867,
0.03071633167564869,
0.025016363710165024,
0.03260961174964905,
0.07256903499364853,
-0.0945386067032814,
0.034369420260190964,
0.035162556916475296,
0.021783770993351936,
-0.027743922546505928,
0.026625650003552437,
-0.018691878765821457,
0.014776110649108887,
0.004258573055267334,
4.2700379633176695e-33,
0.031761813908815384,
-0.008584135212004185,
0.05681757256388664,
0.0952930599451065,
-0.04617803543806076,
-0.030823910608887672,
-0.08352173864841461,
0.026955101639032364,
0.060572121292352676,
0.025127263739705086,
-0.05356195569038391,
0.14714491367340088,
0.015752388164401054,
-0.05570301413536072,
-0.12165740877389908,
-0.11773000657558441,
0.023457543924450874,
-0.06490164995193481,
-0.06395895034074783,
-0.0155038395896554,
-0.03741441294550896,
0.0015838614199310541,
0.010458216071128845,
-0.05467583239078522,
0.0410376712679863,
-0.041075270622968674,
0.0302334763109684,
0.00015347548469435424,
-0.08106161653995514,
0.03532523661851883,
-0.004489019047468901,
-0.05970346927642822,
-0.0734512135386467,
-0.010434352792799473,
-0.044807467609643936,
-0.028513556346297264,
-0.053697776049375534,
-0.043168991804122925,
-0.044751185923814774,
-0.04851286858320236,
0.08428763598203659,
0.01168892066925764,
-0.06848244369029999,
0.021363116800785065,
0.02152424491941929,
0.03565892204642296,
0.11597137898206711,
0.000023106038497644477,
-0.036067165434360504,
-0.07356107234954834,
0.09726229310035706,
0.016955958679318428,
0.028035245835781097,
-0.014046522788703442,
0.11931353807449341,
0.002317336853593588,
0.0198231004178524,
-0.03634516894817352,
-0.017636535689234734,
0.06346067786216736,
0.06499488651752472,
0.002690340159460902,
-0.02269386686384678,
0.040602803230285645,
0.021763527765870094,
0.02255878411233425,
0.05987168103456497,
0.056260846555233,
0.0068029784597456455,
-0.03585546463727951,
0.00287447776645422,
0.08239120244979858,
0.05126693472266197,
-0.029796471819281578,
0.01097867265343666,
0.004840088542550802,
-0.010031887330114841,
0.048223432153463364,
0.026218917220830917,
-0.017620861530303955,
-0.024193283170461655,
-0.03349381685256958,
0.020525798201560974,
0.0004194845096208155,
-0.0692858025431633,
0.014408356510102749,
0.013432971201837063,
-0.05230472981929779,
-0.07828051596879959,
-0.060887325555086136,
0.002949391258880496,
0.055218398571014404,
0.09027966111898422,
-0.04650513455271721,
-0.08016221225261688,
-7.81394514814158e-33,
-0.043802060186862946,
-0.07163454592227936,
0.024935219436883926,
-0.002629270311444998,
0.006305096670985222,
0.07429835200309753,
-0.03555827587842941,
0.08073841035366058,
-0.08223621547222137,
-0.06448590010404587,
-0.036867666989564896,
-0.014959319494664669,
-0.01678841933608055,
-0.17736868560314178,
0.06292004883289337,
-0.04596039280295372,
-0.04822103679180145,
0.05902639031410217,
-0.010900899767875671,
0.031423043459653854,
0.03175165876746178,
0.010420450940728188,
0.033551447093486786,
-0.042525433003902435,
-0.014550434425473213,
-0.02389373816549778,
-0.09049218893051147,
-0.06987598538398743,
0.0049139028415083885,
0.09017202258110046,
0.06601458787918091,
-0.007985767908394337,
-0.03042033687233925,
-0.01590106077492237,
0.01941397227346897,
0.027987712994217873,
-0.04009454697370529,
-0.03135925531387329,
-0.008331377990543842,
-0.01580747775733471,
-0.05711055546998978,
0.03440152853727341,
0.055934786796569824,
-0.07475440949201584,
0.02144518680870533,
-0.011169172823429108,
-0.03535763919353485,
0.09646668285131454,
0.026815064251422882,
0.035729099065065384,
-0.02610793523490429,
0.051864899694919586,
-0.08062835037708282,
0.02611500583589077,
-0.030408712103962898,
0.11304184794425964,
0.05218913033604622,
-0.03760795667767525,
0.02977769821882248,
-0.00497052725404501,
-0.03783600777387619,
-0.11127758771181107,
0.006069622002542019,
-0.04127511382102966,
-0.028066998347640038,
-0.050402794033288956,
0.09250915795564651,
-0.013085206039249897,
0.0108537208288908,
0.05189201980829239,
0.0944674089550972,
-0.03150389343500137,
0.006111920811235905,
-0.02357555739581585,
0.005188651382923126,
0.052140992134809494,
0.07227881252765656,
-0.08614227920770645,
-0.01540438923984766,
-0.018647173419594765,
0.0043300422839820385,
-0.02802838757634163,
-0.00823549460619688,
-0.04153022915124893,
-0.010218905285000801,
-0.008813677355647087,
-0.02206624113023281,
-0.1068546324968338,
0.017850009724497795,
0.053981248289346695,
0.015948809683322906,
-0.05279935523867607,
-0.050422072410583496,
-0.02167653664946556,
-0.035976607352495193,
-5.386777957028244e-8,
0.060470446944236755,
0.056950103491544724,
0.053466178476810455,
0.08714839816093445,
0.025246473029255867,
0.03488290682435036,
-0.014422649517655373,
0.030856501311063766,
0.033711258322000504,
0.04872545227408409,
0.11224057525396347,
0.011748475022614002,
0.01695701852440834,
-0.04504484310746193,
0.005926316604018211,
-0.0260962825268507,
-0.0004930931027047336,
-0.04414336383342743,
0.009870892390608788,
0.08181138336658478,
0.05474773421883583,
0.0497087799012661,
0.0018839535769075155,
-0.06952086836099625,
0.06281639635562897,
0.030960259959101677,
0.0159305389970541,
0.08151863515377045,
0.038542989641427994,
-0.0738542303442955,
-0.01310961227864027,
-0.030116837471723557,
0.033153142780065536,
-0.05467016249895096,
-0.08833539485931396,
0.042277414351701736,
-0.06285197287797928,
0.0043546040542423725,
0.060873743146657944,
0.05368591099977493,
0.035278983414173126,
0.0006762852426618338,
-0.00807754322886467,
-0.003498026402667165,
-0.06173413246870041,
0.009602298028767109,
-0.06088946387171745,
0.028948979452252388,
-0.08103549480438232,
-0.013021896593272686,
-0.07910093665122986,
-0.004952623043209314,
0.03866979107260704,
-0.02188052237033844,
-0.03598218783736229,
0.028599826619029045,
-0.09259379655122757,
0.02466714009642601,
0.024418557062745094,
-0.014263758435845375,
-0.005283529870212078,
0.05771391838788986,
-0.13281071186065674,
-0.013916521333158016
] | null | null | null | null | null | null | null |
[
-0.050537727773189545,
-0.0143740801140666,
0.005607874132692814,
0.015588751062750816,
0.04062436893582344,
0.05429892614483833,
-0.08662847429513931,
-0.025422776117920876,
0.014439472928643227,
-0.0533885695040226,
-0.09293786436319351,
0.030455520376563072,
0.017758289352059364,
-0.08780427277088165,
0.05346506088972092,
-0.027267593890428543,
-0.0901523306965828,
-0.030298221856355667,
-0.07807283103466034,
0.014423293992877007,
-0.011333834379911423,
-0.02793249301612377,
-0.053354114294052124,
-0.010101019404828548,
0.023396894335746765,
-0.003193819662556052,
-0.02479942888021469,
-0.03505546599626541,
-0.06401116400957108,
-0.05722620710730553,
0.06818151473999023,
0.10263361036777496,
-0.06248195096850395,
0.060630667954683304,
-0.006553906947374344,
0.01603975147008896,
0.011279801838099957,
-0.015732726082205772,
0.003726016730070114,
0.019094111397862434,
-0.021143702790141106,
-0.06737436354160309,
0.04605957120656967,
-0.04040231555700302,
-0.015488900244235992,
-0.016995869576931,
0.021002471446990967,
-0.04153088852763176,
-0.014710856601595879,
0.02828245237469673,
-0.06267852336168289,
0.048229821026325226,
0.009288693778216839,
-0.011447719298303127,
0.04143793135881424,
0.055678289383649826,
0.05253996700048447,
-0.08296644687652588,
0.03322736173868179,
-0.03178488463163376,
0.014860440976917744,
-0.011168010532855988,
-0.0305714700371027,
-0.013567052781581879,
-0.004491759929805994,
-0.00800271425396204,
0.05206883326172829,
-0.001271797576919198,
0.05162568390369415,
-0.05022039636969566,
0.022154703736305237,
0.00805951189249754,
-0.05369722470641136,
0.07180200517177582,
0.05376875773072243,
0.06702364236116409,
0.0036733769811689854,
-0.03853057324886322,
-0.004936566576361656,
-0.07294902950525284,
-0.11160077899694443,
0.08879879862070084,
-0.04153663292527199,
0.03446806222200394,
0.0018557347357273102,
-0.008516663685441017,
-0.05069989711046219,
-0.025787370279431343,
-0.053538598120212555,
0.08959522843360901,
0.04827103018760681,
-0.04786784201860428,
-0.11328008770942688,
-0.03289463371038437,
0.10379790514707565,
0.04201095178723335,
0.056778743863105774,
-0.07399576902389526,
0.058709900826215744,
-0.038569431751966476,
0.0994538962841034,
-0.023590754717588425,
0.018702048808336258,
0.11186537146568298,
0.0892372876405716,
0.036537203937768936,
0.05397434160113335,
0.028543692082166672,
-0.030537571758031845,
0.018419861793518066,
0.06649833172559738,
-0.02247273549437523,
-0.044383615255355835,
-0.11098498851060867,
0.03071633167564869,
0.025016363710165024,
0.03260961174964905,
0.07256903499364853,
-0.0945386067032814,
0.034369420260190964,
0.035162556916475296,
0.021783770993351936,
-0.027743922546505928,
0.026625650003552437,
-0.018691878765821457,
0.014776110649108887,
0.004258573055267334,
4.2700379633176695e-33,
0.031761813908815384,
-0.008584135212004185,
0.05681757256388664,
0.0952930599451065,
-0.04617803543806076,
-0.030823910608887672,
-0.08352173864841461,
0.026955101639032364,
0.060572121292352676,
0.025127263739705086,
-0.05356195569038391,
0.14714491367340088,
0.015752388164401054,
-0.05570301413536072,
-0.12165740877389908,
-0.11773000657558441,
0.023457543924450874,
-0.06490164995193481,
-0.06395895034074783,
-0.0155038395896554,
-0.03741441294550896,
0.0015838614199310541,
0.010458216071128845,
-0.05467583239078522,
0.0410376712679863,
-0.041075270622968674,
0.0302334763109684,
0.00015347548469435424,
-0.08106161653995514,
0.03532523661851883,
-0.004489019047468901,
-0.05970346927642822,
-0.0734512135386467,
-0.010434352792799473,
-0.044807467609643936,
-0.028513556346297264,
-0.053697776049375534,
-0.043168991804122925,
-0.044751185923814774,
-0.04851286858320236,
0.08428763598203659,
0.01168892066925764,
-0.06848244369029999,
0.021363116800785065,
0.02152424491941929,
0.03565892204642296,
0.11597137898206711,
0.000023106038497644477,
-0.036067165434360504,
-0.07356107234954834,
0.09726229310035706,
0.016955958679318428,
0.028035245835781097,
-0.014046522788703442,
0.11931353807449341,
0.002317336853593588,
0.0198231004178524,
-0.03634516894817352,
-0.017636535689234734,
0.06346067786216736,
0.06499488651752472,
0.002690340159460902,
-0.02269386686384678,
0.040602803230285645,
0.021763527765870094,
0.02255878411233425,
0.05987168103456497,
0.056260846555233,
0.0068029784597456455,
-0.03585546463727951,
0.00287447776645422,
0.08239120244979858,
0.05126693472266197,
-0.029796471819281578,
0.01097867265343666,
0.004840088542550802,
-0.010031887330114841,
0.048223432153463364,
0.026218917220830917,
-0.017620861530303955,
-0.024193283170461655,
-0.03349381685256958,
0.020525798201560974,
0.0004194845096208155,
-0.0692858025431633,
0.014408356510102749,
0.013432971201837063,
-0.05230472981929779,
-0.07828051596879959,
-0.060887325555086136,
0.002949391258880496,
0.055218398571014404,
0.09027966111898422,
-0.04650513455271721,
-0.08016221225261688,
-7.81394514814158e-33,
-0.043802060186862946,
-0.07163454592227936,
0.024935219436883926,
-0.002629270311444998,
0.006305096670985222,
0.07429835200309753,
-0.03555827587842941,
0.08073841035366058,
-0.08223621547222137,
-0.06448590010404587,
-0.036867666989564896,
-0.014959319494664669,
-0.01678841933608055,
-0.17736868560314178,
0.06292004883289337,
-0.04596039280295372,
-0.04822103679180145,
0.05902639031410217,
-0.010900899767875671,
0.031423043459653854,
0.03175165876746178,
0.010420450940728188,
0.033551447093486786,
-0.042525433003902435,
-0.014550434425473213,
-0.02389373816549778,
-0.09049218893051147,
-0.06987598538398743,
0.0049139028415083885,
0.09017202258110046,
0.06601458787918091,
-0.007985767908394337,
-0.03042033687233925,
-0.01590106077492237,
0.01941397227346897,
0.027987712994217873,
-0.04009454697370529,
-0.03135925531387329,
-0.008331377990543842,
-0.01580747775733471,
-0.05711055546998978,
0.03440152853727341,
0.055934786796569824,
-0.07475440949201584,
0.02144518680870533,
-0.011169172823429108,
-0.03535763919353485,
0.09646668285131454,
0.026815064251422882,
0.035729099065065384,
-0.02610793523490429,
0.051864899694919586,
-0.08062835037708282,
0.02611500583589077,
-0.030408712103962898,
0.11304184794425964,
0.05218913033604622,
-0.03760795667767525,
0.02977769821882248,
-0.00497052725404501,
-0.03783600777387619,
-0.11127758771181107,
0.006069622002542019,
-0.04127511382102966,
-0.028066998347640038,
-0.050402794033288956,
0.09250915795564651,
-0.013085206039249897,
0.0108537208288908,
0.05189201980829239,
0.0944674089550972,
-0.03150389343500137,
0.006111920811235905,
-0.02357555739581585,
0.005188651382923126,
0.052140992134809494,
0.07227881252765656,
-0.08614227920770645,
-0.01540438923984766,
-0.018647173419594765,
0.0043300422839820385,
-0.02802838757634163,
-0.00823549460619688,
-0.04153022915124893,
-0.010218905285000801,
-0.008813677355647087,
-0.02206624113023281,
-0.1068546324968338,
0.017850009724497795,
0.053981248289346695,
0.015948809683322906,
-0.05279935523867607,
-0.050422072410583496,
-0.02167653664946556,
-0.035976607352495193,
-5.386777957028244e-8,
0.060470446944236755,
0.056950103491544724,
0.053466178476810455,
0.08714839816093445,
0.025246473029255867,
0.03488290682435036,
-0.014422649517655373,
0.030856501311063766,
0.033711258322000504,
0.04872545227408409,
0.11224057525396347,
0.011748475022614002,
0.01695701852440834,
-0.04504484310746193,
0.005926316604018211,
-0.0260962825268507,
-0.0004930931027047336,
-0.04414336383342743,
0.009870892390608788,
0.08181138336658478,
0.05474773421883583,
0.0497087799012661,
0.0018839535769075155,
-0.06952086836099625,
0.06281639635562897,
0.030960259959101677,
0.0159305389970541,
0.08151863515377045,
0.038542989641427994,
-0.0738542303442955,
-0.01310961227864027,
-0.030116837471723557,
0.033153142780065536,
-0.05467016249895096,
-0.08833539485931396,
0.042277414351701736,
-0.06285197287797928,
0.0043546040542423725,
0.060873743146657944,
0.05368591099977493,
0.035278983414173126,
0.0006762852426618338,
-0.00807754322886467,
-0.003498026402667165,
-0.06173413246870041,
0.009602298028767109,
-0.06088946387171745,
0.028948979452252388,
-0.08103549480438232,
-0.013021896593272686,
-0.07910093665122986,
-0.004952623043209314,
0.03866979107260704,
-0.02188052237033844,
-0.03598218783736229,
0.028599826619029045,
-0.09259379655122757,
0.02466714009642601,
0.024418557062745094,
-0.014263758435845375,
-0.005283529870212078,
0.05771391838788986,
-0.13281071186065674,
-0.013916521333158016
] |
1402.0936
|
Ahmadreza Baghaie
|
Ahmadreza Baghaie, Zeyun Yu
|
An Optimization Method For Slice Interpolation Of Medical Images
|
4 pages, 5 figures
| null | null | null |
cs.CV cs.CE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Slice interpolation is a fast growing field in medical image processing.
Intensity-based interpolation and object-based interpolation are two major
groups of methods in the literature. In this paper, we describe an
object-oriented, optimization method based on a modified version of
curvature-based image registration, in which a displacement field is computed
for the missing slice between two known slices and used to interpolate the
intensities of the missing slice. The proposed approach is evaluated
quantitatively by using the Mean Squared Difference (MSD) as a metric. The
produced results also show visual improvement in preserving sharp edges in
images.
|
[
{
"created": "Wed, 5 Feb 2014 05:31:59 GMT",
"version": "v1"
},
{
"created": "Thu, 27 Mar 2014 07:12:28 GMT",
"version": "v2"
}
] |
2014-03-28
|
[
[
"Baghaie",
"Ahmadreza",
""
],
[
"Yu",
"Zeyun",
""
]
] |
[
-0.04492853581905365,
-0.019083570688962936,
0.05606837570667267,
-0.07301358878612518,
-0.07295344769954681,
-0.09374383091926575,
-0.03462051972746849,
0.02926604449748993,
0.01154047530144453,
-0.03207303583621979,
-0.03368908911943436,
-0.017763789743185043,
-0.004902761895209551,
0.09581795334815979,
-0.05182025209069252,
-0.03694722428917885,
-0.04350442439317703,
0.044936466962099075,
-0.0683455690741539,
-0.017459707334637642,
0.007036684546619654,
0.0028577418997883797,
-0.07758058607578278,
-0.022089285776019096,
0.093501016497612,
0.043419163674116135,
0.06407159566879272,
-0.021881459280848503,
0.0336020365357399,
0.018483176827430725,
-0.006543074734508991,
-0.06724381446838379,
0.038107551634311676,
-0.056994833052158356,
-0.05507415905594826,
-0.06806686520576477,
0.04078776761889458,
0.03201586753129959,
-0.001998626161366701,
-0.03329617157578468,
-0.026431746780872345,
0.029576526954770088,
0.030344299972057343,
0.002370879054069519,
0.10452386736869812,
0.0929589569568634,
-0.00848223827779293,
-0.04886291176080704,
-0.03469109162688255,
0.0055939131416380405,
-0.050119757652282715,
-0.021600086241960526,
-0.08486784994602203,
0.04467511922121048,
0.0193831417709589,
0.06429609656333923,
0.04552638530731201,
-0.05474938079714775,
0.043900687247514725,
0.018588842824101448,
0.025932902470231056,
0.02899741195142269,
0.09413791447877884,
0.06275378912687302,
-0.025584274902939796,
-0.02248469926416874,
0.030806172639131546,
-0.11079220473766327,
-0.04160621017217636,
0.03987729176878929,
-0.07538744807243347,
0.05724307894706726,
0.04274224489927292,
-0.011346087791025639,
-0.08449430763721466,
-0.09252624213695526,
0.03595669940114021,
0.030100006610155106,
-0.008439946919679642,
-0.0036250692792236805,
0.014668069779872894,
-0.0016172575997188687,
-0.0013690737541764975,
-0.04485257342457771,
-0.04205833375453949,
-0.011485278606414795,
-0.01046272087842226,
0.037930697202682495,
-0.044534869492053986,
0.04614455625414848,
0.052355822175741196,
0.039059728384017944,
-0.08273592591285706,
-0.00943092629313469,
-0.05645715072751045,
-0.058940328657627106,
0.0046022511087358,
-0.020058872178196907,
0.03437254950404167,
0.04536249861121178,
-0.024051953107118607,
-0.06638198345899582,
-0.05610097572207451,
0.026013793423771858,
0.11696308851242065,
-0.007596239447593689,
0.03799675777554512,
-0.008533270098268986,
0.011502284556627274,
0.027270883321762085,
0.02050677128136158,
-0.008863179013133049,
-0.037747595459222794,
0.031419817358255386,
-0.006933064665645361,
-0.045017726719379425,
0.014747679233551025,
-0.00002501354356354568,
0.10702299326658249,
0.008338154293596745,
-0.05005079507827759,
-0.033789779990911484,
-0.040471550077199936,
0.0090837012976408,
0.019912995398044586,
0.03701534867286682,
0.020251482725143433,
1.1640595458536714e-33,
-0.047257181257009506,
0.0021767353173345327,
0.07556867599487305,
-0.06137339770793915,
0.03613718971610069,
0.0503491573035717,
0.004083148669451475,
-0.021330587565898895,
0.06308218091726303,
-0.021402502432465553,
-0.12891940772533417,
-0.031906623393297195,
0.017906351014971733,
0.03774916008114815,
0.038059648126363754,
0.005265485495328903,
0.06252291053533554,
0.08941608667373657,
-0.05009446293115616,
0.061602380126714706,
0.033241674304008484,
0.005419858731329441,
-0.007619501557201147,
0.028953926637768745,
-0.07451727986335754,
0.1189584881067276,
-0.04059215262532234,
-0.03922085836529732,
0.07333900779485703,
-0.0019343391759321094,
-0.016933908686041832,
-0.0025540804490447044,
-0.021110793575644493,
-0.03434208407998085,
0.03246692940592766,
0.04954596981406212,
0.06481286138296127,
-0.01776450127363205,
-0.0032849693670868874,
0.01641303300857544,
0.0894412249326706,
0.10689181834459305,
0.06539720296859741,
-0.06765154004096985,
-0.05074702203273773,
0.041612885892391205,
0.0386706106364727,
0.050162188708782196,
-0.00987560860812664,
-0.01611834205687046,
-0.026741180568933487,
0.016039574518799782,
0.06275605410337448,
-0.045995503664016724,
0.008494324050843716,
-0.0168291125446558,
0.008198358118534088,
0.006199600640684366,
0.015434909611940384,
-0.04774744436144829,
0.020792411640286446,
0.0005284937797114253,
-0.05326066166162491,
0.04045477882027626,
0.017038406804203987,
-0.06640853732824326,
0.001503486535511911,
-0.037230461835861206,
-0.035775426775217056,
0.03864156827330589,
-0.03305397927761078,
0.029995668679475784,
-0.09452782571315765,
-0.05239754170179367,
-0.058127690106630325,
0.02057693712413311,
-0.040397610515356064,
0.013258654624223709,
-0.02712925523519516,
-0.07311774790287018,
-0.10393091291189194,
0.14655140042304993,
0.053571540862321854,
-0.189728245139122,
0.018720541149377823,
-0.013203062117099762,
-0.0035336597356945276,
0.040601231157779694,
-0.012076068669557571,
-0.03012312576174736,
-0.09830939769744873,
0.07912805676460266,
-0.0823701024055481,
0.04729550704360008,
0.04126963019371033,
-1.2012101264564482e-33,
0.027486102655529976,
0.013391160406172276,
0.07247637957334518,
0.11688646674156189,
-0.03405595198273659,
-0.02252059429883957,
0.0013013069983571768,
0.004186074715107679,
-0.004820914939045906,
-0.043074119836091995,
-0.010697088204324245,
-0.010323786176741123,
-0.03206604719161987,
-0.014322372153401375,
-0.03019297868013382,
-0.04659042879939079,
-0.08113647252321243,
-0.08666011691093445,
-0.005442480091005564,
-0.016939273104071617,
0.007392318453639746,
0.050299130380153656,
-0.023723633959889412,
0.028643297031521797,
-0.09581728279590607,
0.049265056848526,
-0.006427501793950796,
-0.043321698904037476,
-0.022476688027381897,
-0.05213895067572594,
-0.014600256457924843,
-0.07059623301029205,
-0.017987148836255074,
-0.062814861536026,
-0.06235179677605629,
0.0920795202255249,
-0.042907506227493286,
-0.035997647792100906,
-0.016197219491004944,
0.026001913473010063,
-0.004314939957112074,
0.014812483452260494,
-0.02880510874092579,
0.03219851851463318,
0.0019502012291923165,
-0.025693928822875023,
0.0457167886197567,
0.042930737137794495,
-0.005810994654893875,
0.03378143906593323,
-0.07523708045482635,
0.033372242003679276,
-0.034660451114177704,
0.046333979815244675,
-0.005179818719625473,
-0.008817615918815136,
-0.16905011236667633,
-0.07356196641921997,
0.04113203287124634,
-0.035504549741744995,
0.011885417625308037,
-0.017582368105649948,
-0.06810184568166733,
0.024481087923049927,
0.07424894720315933,
0.09844762831926346,
0.07866040617227554,
-0.05203200504183769,
-0.019829489290714264,
0.06290362030267715,
0.028378834947943687,
-0.005228939466178417,
0.0010803285986185074,
-0.006005965173244476,
0.025136686861515045,
-0.041100580245256424,
0.07173433899879456,
-0.03651771321892738,
-0.01709889806807041,
0.013412863947451115,
0.04059210047125816,
-0.058712251484394073,
0.016837818548083305,
0.12320778518915176,
-0.03647346794605255,
0.022243013605475426,
0.04646202176809311,
-0.06115157902240753,
-0.017211442813277245,
-0.014905213378369808,
-0.006070991512387991,
0.06083138659596443,
-0.0006454553222283721,
-0.013189509510993958,
-0.056848883628845215,
-4.2344044715036944e-8,
-0.06609071046113968,
-0.047268446534872055,
-0.007365966681391001,
0.03669268265366554,
-0.03157210350036621,
-0.03999265283346176,
0.0040868232026696205,
0.037813086062669754,
0.012298115529119968,
-0.07308636605739594,
-0.014565598219633102,
-0.06871791183948517,
-0.036777328699827194,
0.02373410202562809,
0.043600309640169144,
0.07276942580938339,
0.026506047695875168,
0.11433842778205872,
0.025527391582727432,
0.10117887705564499,
-0.11470844596624374,
-0.033918797969818115,
0.009889267385005951,
-0.07180654257535934,
0.01840255968272686,
-0.006922477390617132,
-0.04237519949674606,
0.025260914117097855,
0.10491176694631577,
0.014524488709867,
0.003099375171586871,
0.0032533500343561172,
0.12942035496234894,
0.09962088614702225,
0.10037249326705933,
-0.008500054478645325,
-0.02044210396707058,
0.07414314895868301,
-0.08073131740093231,
-0.03142326697707176,
0.03620600700378418,
0.08112222701311111,
0.07590630650520325,
-0.03095964342355728,
0.050662968307733536,
0.049908481538295746,
0.08576658368110657,
0.020775089040398598,
-0.024765891954302788,
0.02110508643090725,
0.04301999881863594,
0.04916512221097946,
-0.021940629929304123,
0.034932225942611694,
0.002937546232715249,
0.0036159995943307877,
0.10529560595750809,
-0.02405463345348835,
0.05724821612238884,
0.07411256432533264,
-0.021199127659201622,
-0.06281870603561401,
-0.04148300737142563,
0.01972014643251896
] | null | null | null | null | null | null | null |
[
-0.04492853581905365,
-0.019083570688962936,
0.05606837570667267,
-0.07301358878612518,
-0.07295344769954681,
-0.09374383091926575,
-0.03462051972746849,
0.02926604449748993,
0.01154047530144453,
-0.03207303583621979,
-0.03368908911943436,
-0.017763789743185043,
-0.004902761895209551,
0.09581795334815979,
-0.05182025209069252,
-0.03694722428917885,
-0.04350442439317703,
0.044936466962099075,
-0.0683455690741539,
-0.017459707334637642,
0.007036684546619654,
0.0028577418997883797,
-0.07758058607578278,
-0.022089285776019096,
0.093501016497612,
0.043419163674116135,
0.06407159566879272,
-0.021881459280848503,
0.0336020365357399,
0.018483176827430725,
-0.006543074734508991,
-0.06724381446838379,
0.038107551634311676,
-0.056994833052158356,
-0.05507415905594826,
-0.06806686520576477,
0.04078776761889458,
0.03201586753129959,
-0.001998626161366701,
-0.03329617157578468,
-0.026431746780872345,
0.029576526954770088,
0.030344299972057343,
0.002370879054069519,
0.10452386736869812,
0.0929589569568634,
-0.00848223827779293,
-0.04886291176080704,
-0.03469109162688255,
0.0055939131416380405,
-0.050119757652282715,
-0.021600086241960526,
-0.08486784994602203,
0.04467511922121048,
0.0193831417709589,
0.06429609656333923,
0.04552638530731201,
-0.05474938079714775,
0.043900687247514725,
0.018588842824101448,
0.025932902470231056,
0.02899741195142269,
0.09413791447877884,
0.06275378912687302,
-0.025584274902939796,
-0.02248469926416874,
0.030806172639131546,
-0.11079220473766327,
-0.04160621017217636,
0.03987729176878929,
-0.07538744807243347,
0.05724307894706726,
0.04274224489927292,
-0.011346087791025639,
-0.08449430763721466,
-0.09252624213695526,
0.03595669940114021,
0.030100006610155106,
-0.008439946919679642,
-0.0036250692792236805,
0.014668069779872894,
-0.0016172575997188687,
-0.0013690737541764975,
-0.04485257342457771,
-0.04205833375453949,
-0.011485278606414795,
-0.01046272087842226,
0.037930697202682495,
-0.044534869492053986,
0.04614455625414848,
0.052355822175741196,
0.039059728384017944,
-0.08273592591285706,
-0.00943092629313469,
-0.05645715072751045,
-0.058940328657627106,
0.0046022511087358,
-0.020058872178196907,
0.03437254950404167,
0.04536249861121178,
-0.024051953107118607,
-0.06638198345899582,
-0.05610097572207451,
0.026013793423771858,
0.11696308851242065,
-0.007596239447593689,
0.03799675777554512,
-0.008533270098268986,
0.011502284556627274,
0.027270883321762085,
0.02050677128136158,
-0.008863179013133049,
-0.037747595459222794,
0.031419817358255386,
-0.006933064665645361,
-0.045017726719379425,
0.014747679233551025,
-0.00002501354356354568,
0.10702299326658249,
0.008338154293596745,
-0.05005079507827759,
-0.033789779990911484,
-0.040471550077199936,
0.0090837012976408,
0.019912995398044586,
0.03701534867286682,
0.020251482725143433,
1.1640595458536714e-33,
-0.047257181257009506,
0.0021767353173345327,
0.07556867599487305,
-0.06137339770793915,
0.03613718971610069,
0.0503491573035717,
0.004083148669451475,
-0.021330587565898895,
0.06308218091726303,
-0.021402502432465553,
-0.12891940772533417,
-0.031906623393297195,
0.017906351014971733,
0.03774916008114815,
0.038059648126363754,
0.005265485495328903,
0.06252291053533554,
0.08941608667373657,
-0.05009446293115616,
0.061602380126714706,
0.033241674304008484,
0.005419858731329441,
-0.007619501557201147,
0.028953926637768745,
-0.07451727986335754,
0.1189584881067276,
-0.04059215262532234,
-0.03922085836529732,
0.07333900779485703,
-0.0019343391759321094,
-0.016933908686041832,
-0.0025540804490447044,
-0.021110793575644493,
-0.03434208407998085,
0.03246692940592766,
0.04954596981406212,
0.06481286138296127,
-0.01776450127363205,
-0.0032849693670868874,
0.01641303300857544,
0.0894412249326706,
0.10689181834459305,
0.06539720296859741,
-0.06765154004096985,
-0.05074702203273773,
0.041612885892391205,
0.0386706106364727,
0.050162188708782196,
-0.00987560860812664,
-0.01611834205687046,
-0.026741180568933487,
0.016039574518799782,
0.06275605410337448,
-0.045995503664016724,
0.008494324050843716,
-0.0168291125446558,
0.008198358118534088,
0.006199600640684366,
0.015434909611940384,
-0.04774744436144829,
0.020792411640286446,
0.0005284937797114253,
-0.05326066166162491,
0.04045477882027626,
0.017038406804203987,
-0.06640853732824326,
0.001503486535511911,
-0.037230461835861206,
-0.035775426775217056,
0.03864156827330589,
-0.03305397927761078,
0.029995668679475784,
-0.09452782571315765,
-0.05239754170179367,
-0.058127690106630325,
0.02057693712413311,
-0.040397610515356064,
0.013258654624223709,
-0.02712925523519516,
-0.07311774790287018,
-0.10393091291189194,
0.14655140042304993,
0.053571540862321854,
-0.189728245139122,
0.018720541149377823,
-0.013203062117099762,
-0.0035336597356945276,
0.040601231157779694,
-0.012076068669557571,
-0.03012312576174736,
-0.09830939769744873,
0.07912805676460266,
-0.0823701024055481,
0.04729550704360008,
0.04126963019371033,
-1.2012101264564482e-33,
0.027486102655529976,
0.013391160406172276,
0.07247637957334518,
0.11688646674156189,
-0.03405595198273659,
-0.02252059429883957,
0.0013013069983571768,
0.004186074715107679,
-0.004820914939045906,
-0.043074119836091995,
-0.010697088204324245,
-0.010323786176741123,
-0.03206604719161987,
-0.014322372153401375,
-0.03019297868013382,
-0.04659042879939079,
-0.08113647252321243,
-0.08666011691093445,
-0.005442480091005564,
-0.016939273104071617,
0.007392318453639746,
0.050299130380153656,
-0.023723633959889412,
0.028643297031521797,
-0.09581728279590607,
0.049265056848526,
-0.006427501793950796,
-0.043321698904037476,
-0.022476688027381897,
-0.05213895067572594,
-0.014600256457924843,
-0.07059623301029205,
-0.017987148836255074,
-0.062814861536026,
-0.06235179677605629,
0.0920795202255249,
-0.042907506227493286,
-0.035997647792100906,
-0.016197219491004944,
0.026001913473010063,
-0.004314939957112074,
0.014812483452260494,
-0.02880510874092579,
0.03219851851463318,
0.0019502012291923165,
-0.025693928822875023,
0.0457167886197567,
0.042930737137794495,
-0.005810994654893875,
0.03378143906593323,
-0.07523708045482635,
0.033372242003679276,
-0.034660451114177704,
0.046333979815244675,
-0.005179818719625473,
-0.008817615918815136,
-0.16905011236667633,
-0.07356196641921997,
0.04113203287124634,
-0.035504549741744995,
0.011885417625308037,
-0.017582368105649948,
-0.06810184568166733,
0.024481087923049927,
0.07424894720315933,
0.09844762831926346,
0.07866040617227554,
-0.05203200504183769,
-0.019829489290714264,
0.06290362030267715,
0.028378834947943687,
-0.005228939466178417,
0.0010803285986185074,
-0.006005965173244476,
0.025136686861515045,
-0.041100580245256424,
0.07173433899879456,
-0.03651771321892738,
-0.01709889806807041,
0.013412863947451115,
0.04059210047125816,
-0.058712251484394073,
0.016837818548083305,
0.12320778518915176,
-0.03647346794605255,
0.022243013605475426,
0.04646202176809311,
-0.06115157902240753,
-0.017211442813277245,
-0.014905213378369808,
-0.006070991512387991,
0.06083138659596443,
-0.0006454553222283721,
-0.013189509510993958,
-0.056848883628845215,
-4.2344044715036944e-8,
-0.06609071046113968,
-0.047268446534872055,
-0.007365966681391001,
0.03669268265366554,
-0.03157210350036621,
-0.03999265283346176,
0.0040868232026696205,
0.037813086062669754,
0.012298115529119968,
-0.07308636605739594,
-0.014565598219633102,
-0.06871791183948517,
-0.036777328699827194,
0.02373410202562809,
0.043600309640169144,
0.07276942580938339,
0.026506047695875168,
0.11433842778205872,
0.025527391582727432,
0.10117887705564499,
-0.11470844596624374,
-0.033918797969818115,
0.009889267385005951,
-0.07180654257535934,
0.01840255968272686,
-0.006922477390617132,
-0.04237519949674606,
0.025260914117097855,
0.10491176694631577,
0.014524488709867,
0.003099375171586871,
0.0032533500343561172,
0.12942035496234894,
0.09962088614702225,
0.10037249326705933,
-0.008500054478645325,
-0.02044210396707058,
0.07414314895868301,
-0.08073131740093231,
-0.03142326697707176,
0.03620600700378418,
0.08112222701311111,
0.07590630650520325,
-0.03095964342355728,
0.050662968307733536,
0.049908481538295746,
0.08576658368110657,
0.020775089040398598,
-0.024765891954302788,
0.02110508643090725,
0.04301999881863594,
0.04916512221097946,
-0.021940629929304123,
0.034932225942611694,
0.002937546232715249,
0.0036159995943307877,
0.10529560595750809,
-0.02405463345348835,
0.05724821612238884,
0.07411256432533264,
-0.021199127659201622,
-0.06281870603561401,
-0.04148300737142563,
0.01972014643251896
] |
1402.0939
|
Robert Pfeifer
|
Robert N. C. Pfeifer and Glen Evenbly and Sukhwinder Singh and Guifre
Vidal
|
NCON: A tensor network contractor for MATLAB
|
7 pages, 3 figures, RevTeX 4.1. Contains downloadable software v1.01.
Amended download instructions to note that when clicking to download the
source in .tar.gz format, arXiv actually supplies it in uncompressed .tar
format. Substantial text overlap with arXiv:1310.8023: We use many of the
same examples to describe the operation of ncon() as we do for the
complementary package multienv()
| null | null | null |
physics.comp-ph cond-mat.str-el quant-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A fundamental process in the implementation of any numerical tensor network
algorithm is that of contracting a tensor network. In this process, a network
made up of multiple tensors connected by summed indices is reduced to a single
tensor or a number by evaluating the index sums. This article presents a MATLAB
function ncon(), or "Network CONtractor", which accepts as its input a tensor
network and a contraction sequence describing how this network may be reduced
to a single tensor or number. As its output it returns that single tensor or
number. The function ncon() may be obtained by downloading the source of this
preprint.
|
[
{
"created": "Wed, 5 Feb 2014 05:42:17 GMT",
"version": "v1"
},
{
"created": "Thu, 6 Mar 2014 21:56:27 GMT",
"version": "v2"
},
{
"created": "Tue, 25 Aug 2015 04:46:33 GMT",
"version": "v3"
}
] |
2015-08-26
|
[
[
"Pfeifer",
"Robert N. C.",
""
],
[
"Evenbly",
"Glen",
""
],
[
"Singh",
"Sukhwinder",
""
],
[
"Vidal",
"Guifre",
""
]
] |
[
-0.0283809807151556,
-0.03732150048017502,
-0.046458326280117035,
-0.051509082317352295,
-0.03428207337856293,
0.026515979319810867,
-0.021179860457777977,
-0.033851996064186096,
-0.04405643790960312,
-0.0825028195977211,
-0.040507882833480835,
0.02508111298084259,
-0.005219439510256052,
0.05375608801841736,
-0.09439484030008316,
0.02623031847178936,
-0.09772869199514389,
0.07042180001735687,
0.043356966227293015,
-0.04839939624071121,
-0.0460345558822155,
0.0791792944073677,
-0.09124374389648438,
-0.02120276540517807,
0.04009457305073738,
-0.06666532903909683,
0.03421444073319435,
-0.0648026391863823,
0.03956829756498337,
0.04845421016216278,
0.023797273635864258,
0.044943034648895264,
0.04419099539518356,
0.040695223957300186,
-0.07421965152025223,
-0.0512487068772316,
-0.07671340554952621,
-0.05873732268810272,
-0.024065667763352394,
0.05526711791753769,
0.06284887343645096,
0.04879934340715408,
0.018458765000104904,
-0.016401968896389008,
0.05217612162232399,
0.06894275546073914,
0.004329003859311342,
-0.016555411741137505,
0.051546860486269,
-0.005021622870117426,
-0.015969527885317802,
0.03610645607113838,
-0.10331721603870392,
0.024227743968367577,
0.056035660207271576,
-0.03657040372490883,
-0.054677609354257584,
-0.04958711192011833,
-0.09387978166341782,
-0.0022185216657817364,
0.11061586439609528,
-0.0024030632339417934,
-0.01686221733689308,
-0.025349751114845276,
0.11172255873680115,
0.04757602885365486,
0.006087347865104675,
-0.009135385043919086,
-0.014534132555127144,
-0.005939793307334185,
-0.004679991398006678,
-0.042301665991544724,
-0.07907863706350327,
0.016745654866099358,
-0.03889017552137375,
0.05409136787056923,
0.16502779722213745,
-0.0063087777234613895,
0.05248135328292847,
0.01233068760484457,
-0.031632646918296814,
0.04167017340660095,
0.06417394429445267,
-0.08030595630407333,
0.0004782981413882226,
-0.06936514377593994,
0.004090366885066032,
0.030375175178050995,
0.09372218698263168,
-0.00822211429476738,
0.015742959454655647,
0.04929404705762863,
-0.014676300808787346,
-0.047772813588380814,
-0.03143635392189026,
0.0174215380102396,
0.0030990452505648136,
0.0801410973072052,
-0.04610094055533409,
0.07440180331468582,
-0.04123978316783905,
-0.0659060925245285,
-0.018518146127462387,
-0.032121915370225906,
-0.006356600672006607,
0.10250678658485413,
0.030568724498152733,
-0.05271472409367561,
-0.012591756880283356,
-0.0349489264190197,
-0.029431095346808434,
0.021057195961475372,
-0.05967049300670624,
-0.04282872751355171,
-0.006164383143186569,
0.012721904553472996,
-0.004798085894435644,
0.08153086155653,
0.09268185496330261,
0.07559516280889511,
-0.04716065153479576,
0.00019006569345947355,
0.025881586596369743,
0.07122825086116791,
-0.042807407677173615,
0.026827804744243622,
-0.07954864203929901,
2.0590306187178665e-33,
-0.05655228719115257,
-0.0145728699862957,
0.04960288852453232,
-0.03469952940940857,
0.056890297681093216,
-0.006348457653075457,
0.0035861446522176266,
-0.014029446989297867,
0.013781936839222908,
-0.007743805646896362,
-0.12304762750864029,
0.06886507570743561,
0.06394948065280914,
0.07121668010950089,
-0.04160506650805473,
-0.1144036203622818,
0.09649013727903366,
-0.04409882053732872,
0.05685943365097046,
-0.010633193887770176,
0.05041561275720596,
0.041193727403879166,
0.035546232014894485,
0.08281717449426651,
-0.027135711163282394,
-0.05442768707871437,
0.009372060187160969,
-0.011655963957309723,
-0.013099735602736473,
-0.00943670142441988,
-0.05705512687563896,
0.014044078066945076,
-0.018561867997050285,
-0.017402097582817078,
0.0432128868997097,
-0.008347833529114723,
0.07744169235229492,
0.008245601318776608,
0.028259627521038055,
-0.06187882646918297,
-0.00008693193376529962,
0.009129771962761879,
-0.026439111679792404,
-0.07883740961551666,
-0.10580138862133026,
-0.04165174812078476,
0.00006400015990948305,
0.06918705999851227,
0.05649752542376518,
-0.059438906610012054,
-0.07679036259651184,
-0.01352982223033905,
0.002070752205327153,
0.025855056941509247,
0.03249514475464821,
-0.01823684759438038,
0.04060875624418259,
0.03427424281835556,
0.07471200823783875,
0.02228851057589054,
-0.0549103319644928,
-0.03269471228122711,
-0.008236013352870941,
0.04317200183868408,
0.012100706808269024,
-0.014771532267332077,
-0.026794256642460823,
0.006653257645666599,
0.10230955481529236,
-0.027943380177021027,
-0.08493101596832275,
0.09011338651180267,
-0.05326197296380997,
-0.08701486140489578,
-0.025715559720993042,
-0.03060951642692089,
-0.020851990208029747,
-0.08499476313591003,
-0.048853255808353424,
0.07245435565710068,
-0.10797835141420364,
0.11886920779943466,
0.048599835485219955,
-0.041099682450294495,
0.04298394173383713,
-0.01379944384098053,
-0.025614911690354347,
0.05681370571255684,
0.046552449464797974,
-0.07088924199342728,
-0.0472700372338295,
0.014679642394185066,
0.03833368420600891,
0.027059150859713554,
0.05821255221962929,
-2.1537332190659102e-33,
-0.06881219148635864,
0.02954026497900486,
-0.06314604729413986,
0.026454076170921326,
-0.017705654725432396,
-0.05305973067879677,
0.04433322697877884,
-0.04612220451235771,
0.009327846579253674,
0.07105429470539093,
0.06187550351023674,
-0.04934655874967575,
0.028805240988731384,
-0.08231160789728165,
0.06997393816709518,
-0.008791801519691944,
-0.10751368850469589,
-0.02765462175011635,
-0.012234429828822613,
0.008281731978058815,
-0.055470649152994156,
0.06824101507663727,
-0.024355309084057808,
-0.03005063347518444,
-0.0496247224509716,
-0.008626577444374561,
0.0021928392816334963,
0.03886650502681732,
-0.026655791327357292,
0.004275054205209017,
-0.05027874559164047,
-0.07479055225849152,
-0.04114462062716484,
0.06462805718183517,
0.07703829556703568,
0.05773105472326279,
0.06488378345966339,
0.05981333181262016,
-0.008051114156842232,
-0.018700972199440002,
0.03132615238428116,
0.04729396477341652,
-0.01992686279118061,
0.07140875607728958,
0.03605223447084427,
-0.010900452733039856,
-0.05595288425683975,
0.0031241578981280327,
-0.0670710951089859,
-0.02512740157544613,
-0.0007133071194402874,
-0.01317532453685999,
0.003969968296587467,
-0.01957789435982704,
-0.04579426720738411,
0.05641789361834526,
-0.005976747255772352,
0.0470159687101841,
0.10855439305305481,
0.032324958592653275,
0.002139588352292776,
-0.13579198718070984,
0.036627836525440216,
0.007656456902623177,
0.02797784097492695,
-0.0008967601461336017,
-0.053831905126571655,
0.01692895218729973,
-0.014212136156857014,
0.027445830404758453,
0.05259210243821144,
0.11588730663061142,
0.04232757166028023,
0.052039142698049545,
-0.07088998705148697,
-0.10942066460847855,
0.047084689140319824,
0.025509797036647797,
0.01660357043147087,
0.004173413850367069,
0.015181086026132107,
0.02331995964050293,
0.04183964803814888,
0.033173639327287674,
0.002752679632976651,
0.0014386918628588319,
0.10560817271471024,
0.07657280564308167,
0.046062618494033813,
0.013323272578418255,
-0.019450021907687187,
0.02430284395813942,
0.01584201492369175,
0.021284028887748718,
-0.04011555761098862,
-4.0876575013726324e-8,
-0.09149384498596191,
-0.07169327139854431,
-0.02480599470436573,
-0.036904092878103256,
0.09348920732736588,
-0.019987286999821663,
0.09402084350585938,
0.013549651950597763,
0.006147901527583599,
-0.03058331087231636,
0.022446298971772194,
-0.04819369688630104,
-0.07009916752576828,
0.004102506209164858,
-0.023316331207752228,
0.03594934940338135,
-0.011107227765023708,
-0.005472957156598568,
0.010326401330530643,
-0.01621832884848118,
0.02155805006623268,
0.0002801549562718719,
0.02439601719379425,
0.06595611572265625,
0.013273102231323719,
-0.08246293663978577,
-0.012179764918982983,
0.07808218896389008,
0.03202264383435249,
0.000490389415062964,
-0.04617173969745636,
-0.04442184045910835,
0.06032928079366684,
0.026386503130197525,
-0.012414509430527687,
0.09322303533554077,
0.10243544727563858,
0.00017149145423900336,
-0.034275252372026443,
0.06129668280482292,
-0.08288239687681198,
0.01474212110042572,
0.03798452019691467,
-0.02064678445458412,
0.08207064121961594,
-0.03794032707810402,
-0.024367688223719597,
-0.022751130163669586,
0.03957172855734825,
-0.017375992611050606,
0.01712338626384735,
0.05302834138274193,
-0.07025942951440811,
0.03600502014160156,
0.026301231235265732,
-0.09873737394809723,
-0.0735958144068718,
-0.04005439952015877,
0.02091246098279953,
0.034373313188552856,
-0.056681834161281586,
0.0005964977899566293,
-0.0036270495038479567,
-0.09157457202672958
] |
NCON: A tensor network contractor for MATLAB
|
http://arxiv.org/abs/1402.0939v3
|
http://arxiv.org/pdf/1402.0939v3.pdf
|
https://github.com/mhauru/ncon
| false | false |
https://paperswithcode.com/paper/ncon-a-tensor-network-contractor-for-matlab
|
[
-0.0283809807151556,
-0.03732150048017502,
-0.046458326280117035,
-0.051509082317352295,
-0.03428207337856293,
0.026515979319810867,
-0.021179860457777977,
-0.033851996064186096,
-0.04405643790960312,
-0.0825028195977211,
-0.040507882833480835,
0.02508111298084259,
-0.005219439510256052,
0.05375608801841736,
-0.09439484030008316,
0.02623031847178936,
-0.09772869199514389,
0.07042180001735687,
0.043356966227293015,
-0.04839939624071121,
-0.0460345558822155,
0.0791792944073677,
-0.09124374389648438,
-0.02120276540517807,
0.04009457305073738,
-0.06666532903909683,
0.03421444073319435,
-0.0648026391863823,
0.03956829756498337,
0.04845421016216278,
0.023797273635864258,
0.044943034648895264,
0.04419099539518356,
0.040695223957300186,
-0.07421965152025223,
-0.0512487068772316,
-0.07671340554952621,
-0.05873732268810272,
-0.024065667763352394,
0.05526711791753769,
0.06284887343645096,
0.04879934340715408,
0.018458765000104904,
-0.016401968896389008,
0.05217612162232399,
0.06894275546073914,
0.004329003859311342,
-0.016555411741137505,
0.051546860486269,
-0.005021622870117426,
-0.015969527885317802,
0.03610645607113838,
-0.10331721603870392,
0.024227743968367577,
0.056035660207271576,
-0.03657040372490883,
-0.054677609354257584,
-0.04958711192011833,
-0.09387978166341782,
-0.0022185216657817364,
0.11061586439609528,
-0.0024030632339417934,
-0.01686221733689308,
-0.025349751114845276,
0.11172255873680115,
0.04757602885365486,
0.006087347865104675,
-0.009135385043919086,
-0.014534132555127144,
-0.005939793307334185,
-0.004679991398006678,
-0.042301665991544724,
-0.07907863706350327,
0.016745654866099358,
-0.03889017552137375,
0.05409136787056923,
0.16502779722213745,
-0.0063087777234613895,
0.05248135328292847,
0.01233068760484457,
-0.031632646918296814,
0.04167017340660095,
0.06417394429445267,
-0.08030595630407333,
0.0004782981413882226,
-0.06936514377593994,
0.004090366885066032,
0.030375175178050995,
0.09372218698263168,
-0.00822211429476738,
0.015742959454655647,
0.04929404705762863,
-0.014676300808787346,
-0.047772813588380814,
-0.03143635392189026,
0.0174215380102396,
0.0030990452505648136,
0.0801410973072052,
-0.04610094055533409,
0.07440180331468582,
-0.04123978316783905,
-0.0659060925245285,
-0.018518146127462387,
-0.032121915370225906,
-0.006356600672006607,
0.10250678658485413,
0.030568724498152733,
-0.05271472409367561,
-0.012591756880283356,
-0.0349489264190197,
-0.029431095346808434,
0.021057195961475372,
-0.05967049300670624,
-0.04282872751355171,
-0.006164383143186569,
0.012721904553472996,
-0.004798085894435644,
0.08153086155653,
0.09268185496330261,
0.07559516280889511,
-0.04716065153479576,
0.00019006569345947355,
0.025881586596369743,
0.07122825086116791,
-0.042807407677173615,
0.026827804744243622,
-0.07954864203929901,
2.0590306187178665e-33,
-0.05655228719115257,
-0.0145728699862957,
0.04960288852453232,
-0.03469952940940857,
0.056890297681093216,
-0.006348457653075457,
0.0035861446522176266,
-0.014029446989297867,
0.013781936839222908,
-0.007743805646896362,
-0.12304762750864029,
0.06886507570743561,
0.06394948065280914,
0.07121668010950089,
-0.04160506650805473,
-0.1144036203622818,
0.09649013727903366,
-0.04409882053732872,
0.05685943365097046,
-0.010633193887770176,
0.05041561275720596,
0.041193727403879166,
0.035546232014894485,
0.08281717449426651,
-0.027135711163282394,
-0.05442768707871437,
0.009372060187160969,
-0.011655963957309723,
-0.013099735602736473,
-0.00943670142441988,
-0.05705512687563896,
0.014044078066945076,
-0.018561867997050285,
-0.017402097582817078,
0.0432128868997097,
-0.008347833529114723,
0.07744169235229492,
0.008245601318776608,
0.028259627521038055,
-0.06187882646918297,
-0.00008693193376529962,
0.009129771962761879,
-0.026439111679792404,
-0.07883740961551666,
-0.10580138862133026,
-0.04165174812078476,
0.00006400015990948305,
0.06918705999851227,
0.05649752542376518,
-0.059438906610012054,
-0.07679036259651184,
-0.01352982223033905,
0.002070752205327153,
0.025855056941509247,
0.03249514475464821,
-0.01823684759438038,
0.04060875624418259,
0.03427424281835556,
0.07471200823783875,
0.02228851057589054,
-0.0549103319644928,
-0.03269471228122711,
-0.008236013352870941,
0.04317200183868408,
0.012100706808269024,
-0.014771532267332077,
-0.026794256642460823,
0.006653257645666599,
0.10230955481529236,
-0.027943380177021027,
-0.08493101596832275,
0.09011338651180267,
-0.05326197296380997,
-0.08701486140489578,
-0.025715559720993042,
-0.03060951642692089,
-0.020851990208029747,
-0.08499476313591003,
-0.048853255808353424,
0.07245435565710068,
-0.10797835141420364,
0.11886920779943466,
0.048599835485219955,
-0.041099682450294495,
0.04298394173383713,
-0.01379944384098053,
-0.025614911690354347,
0.05681370571255684,
0.046552449464797974,
-0.07088924199342728,
-0.0472700372338295,
0.014679642394185066,
0.03833368420600891,
0.027059150859713554,
0.05821255221962929,
-2.1537332190659102e-33,
-0.06881219148635864,
0.02954026497900486,
-0.06314604729413986,
0.026454076170921326,
-0.017705654725432396,
-0.05305973067879677,
0.04433322697877884,
-0.04612220451235771,
0.009327846579253674,
0.07105429470539093,
0.06187550351023674,
-0.04934655874967575,
0.028805240988731384,
-0.08231160789728165,
0.06997393816709518,
-0.008791801519691944,
-0.10751368850469589,
-0.02765462175011635,
-0.012234429828822613,
0.008281731978058815,
-0.055470649152994156,
0.06824101507663727,
-0.024355309084057808,
-0.03005063347518444,
-0.0496247224509716,
-0.008626577444374561,
0.0021928392816334963,
0.03886650502681732,
-0.026655791327357292,
0.004275054205209017,
-0.05027874559164047,
-0.07479055225849152,
-0.04114462062716484,
0.06462805718183517,
0.07703829556703568,
0.05773105472326279,
0.06488378345966339,
0.05981333181262016,
-0.008051114156842232,
-0.018700972199440002,
0.03132615238428116,
0.04729396477341652,
-0.01992686279118061,
0.07140875607728958,
0.03605223447084427,
-0.010900452733039856,
-0.05595288425683975,
0.0031241578981280327,
-0.0670710951089859,
-0.02512740157544613,
-0.0007133071194402874,
-0.01317532453685999,
0.003969968296587467,
-0.01957789435982704,
-0.04579426720738411,
0.05641789361834526,
-0.005976747255772352,
0.0470159687101841,
0.10855439305305481,
0.032324958592653275,
0.002139588352292776,
-0.13579198718070984,
0.036627836525440216,
0.007656456902623177,
0.02797784097492695,
-0.0008967601461336017,
-0.053831905126571655,
0.01692895218729973,
-0.014212136156857014,
0.027445830404758453,
0.05259210243821144,
0.11588730663061142,
0.04232757166028023,
0.052039142698049545,
-0.07088998705148697,
-0.10942066460847855,
0.047084689140319824,
0.025509797036647797,
0.01660357043147087,
0.004173413850367069,
0.015181086026132107,
0.02331995964050293,
0.04183964803814888,
0.033173639327287674,
0.002752679632976651,
0.0014386918628588319,
0.10560817271471024,
0.07657280564308167,
0.046062618494033813,
0.013323272578418255,
-0.019450021907687187,
0.02430284395813942,
0.01584201492369175,
0.021284028887748718,
-0.04011555761098862,
-4.0876575013726324e-8,
-0.09149384498596191,
-0.07169327139854431,
-0.02480599470436573,
-0.036904092878103256,
0.09348920732736588,
-0.019987286999821663,
0.09402084350585938,
0.013549651950597763,
0.006147901527583599,
-0.03058331087231636,
0.022446298971772194,
-0.04819369688630104,
-0.07009916752576828,
0.004102506209164858,
-0.023316331207752228,
0.03594934940338135,
-0.011107227765023708,
-0.005472957156598568,
0.010326401330530643,
-0.01621832884848118,
0.02155805006623268,
0.0002801549562718719,
0.02439601719379425,
0.06595611572265625,
0.013273102231323719,
-0.08246293663978577,
-0.012179764918982983,
0.07808218896389008,
0.03202264383435249,
0.000490389415062964,
-0.04617173969745636,
-0.04442184045910835,
0.06032928079366684,
0.026386503130197525,
-0.012414509430527687,
0.09322303533554077,
0.10243544727563858,
0.00017149145423900336,
-0.034275252372026443,
0.06129668280482292,
-0.08288239687681198,
0.01474212110042572,
0.03798452019691467,
-0.02064678445458412,
0.08207064121961594,
-0.03794032707810402,
-0.024367688223719597,
-0.022751130163669586,
0.03957172855734825,
-0.017375992611050606,
0.01712338626384735,
0.05302834138274193,
-0.07025942951440811,
0.03600502014160156,
0.026301231235265732,
-0.09873737394809723,
-0.0735958144068718,
-0.04005439952015877,
0.02091246098279953,
0.034373313188552856,
-0.056681834161281586,
0.0005964977899566293,
-0.0036270495038479567,
-0.09157457202672958
] |
1402.0945
|
Seyed Gholamreza Eslami
|
Seyed Gholamreza Eslami, Ali Peiravi, Behzad Molavi
|
A Survey on Factors Affecting Iran's Fuel Rationing Smart Card User
Acceptance and Security
|
5 pages, 1 figure, 5 tables
| null | null | null |
cs.CY
|
http://creativecommons.org/licenses/by/3.0/
|
Smart card technology has resulted in vast developments in many aspects of
modern human life. User acceptance of fuel rationing smart cards based on
adoption model involves many factors such as: satisfaction, security, external
variables, attitude toward using, etc. In this study, user acceptance and
security factors for fuel rationing smart cards in Iran have been evaluated
based on an adoption model by distributing a questionnaire among UTM
(University Technology Malaysia) Iranian students, MMU (Multimedia University)
Iranian students, either asking by e-mail from people who are not available.
|
[
{
"created": "Wed, 5 Feb 2014 06:11:15 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Eslami",
"Seyed Gholamreza",
""
],
[
"Peiravi",
"Ali",
""
],
[
"Molavi",
"Behzad",
""
]
] |
[
0.029123451560735703,
0.026142127811908722,
0.0022988435812294483,
0.004307009745389223,
0.029285794124007225,
-0.023904982954263687,
0.06935697048902512,
0.08247996866703033,
-0.023203045129776,
-0.05841945484280586,
0.06441829353570938,
0.03487454354763031,
0.019025078043341637,
0.013942372985184193,
0.07089441269636154,
-0.11418191343545914,
0.033904507756233215,
-0.1648605763912201,
-0.004757036454975605,
0.04416671022772789,
-0.013480066321790218,
-0.05714084208011627,
0.10537882149219513,
0.01980505883693695,
-0.06926838308572769,
-0.028812607750296593,
-0.048176322132349014,
0.024067601189017296,
0.007980813272297382,
0.07229551672935486,
0.021110692992806435,
0.10712204873561859,
0.08769300580024719,
0.01251570787280798,
-0.056851089000701904,
-0.1224624514579773,
-0.017115440219640732,
-0.022837743163108826,
-0.06984991580247879,
0.007785370107740164,
-0.08174029737710953,
-0.12938828766345978,
-0.013700960204005241,
0.0009896045085042715,
0.037385083734989166,
-0.05576009303331375,
-0.04019559919834137,
-0.00615665502846241,
-0.06713824719190598,
0.06376050412654877,
-0.03066733106970787,
0.007626453880220652,
0.019035086035728455,
-0.04739044979214668,
0.005188209470361471,
-0.09658455103635788,
0.023187968879938126,
-0.052382610738277435,
-0.028710009530186653,
-0.06941080093383789,
-0.005652342922985554,
0.016311099752783775,
-0.03929511457681656,
0.00927654281258583,
-0.020474202930927277,
-0.0014242969918996096,
0.01044317428022623,
-0.044201262295246124,
0.047701429575681686,
-0.05261664092540741,
-0.000819225562736392,
0.002015024423599243,
-0.02246384508907795,
-0.012002700008451939,
-0.0552133210003376,
-0.04260843247175217,
0.050517790019512177,
0.017154114320874214,
0.032753802835941315,
0.019753722473978996,
-0.042879898101091385,
-0.011231155134737492,
0.009802241809666157,
-0.05023945868015289,
-0.0007903130608610809,
-0.012988852337002754,
-0.012269114144146442,
0.002893513534218073,
-0.07399795204401016,
-0.09198438376188278,
0.07153797149658203,
0.03276972845196724,
0.02906111255288124,
0.04949331656098366,
0.0491454154253006,
-0.04635513573884964,
-0.006161462515592575,
-0.08006403595209122,
-0.030740676447749138,
-0.03355112671852112,
0.05834401398897171,
0.06745380908250809,
-0.053570572286844254,
-0.05333463475108147,
0.0444587804377079,
0.07266418635845184,
-0.01296717207878828,
0.031206266954541206,
0.07246751338243484,
0.03960041329264641,
-0.08730337023735046,
-0.0903264507651329,
-0.015669846907258034,
-0.07762833684682846,
-0.05277751013636589,
-0.018471702933311462,
0.005842545535415411,
-0.025699518620967865,
0.044874683022499084,
0.0592782124876976,
-0.021163515746593475,
-0.05857645347714424,
0.03051115572452545,
-0.00871727429330349,
-0.022785143926739693,
-0.05053458735346794,
-0.02793894335627556,
2.2989594849672574e-33,
-0.1525365561246872,
0.057009436190128326,
-0.015584995038807392,
0.030131613835692406,
-0.08388835191726685,
-0.004039440304040909,
0.00635721068829298,
0.017665568739175797,
-0.009804285131394863,
-0.045551445335149765,
0.02233109064400196,
0.13786181807518005,
0.008293230086565018,
0.0704268217086792,
0.07125615328550339,
-0.026159051805734634,
-0.06508080661296844,
0.02372719720005989,
0.06746409833431244,
0.02313484624028206,
-0.013654114678502083,
-0.07490343600511551,
0.08774998784065247,
-0.012330269441008568,
0.0543091855943203,
0.07340586185455322,
-0.044597379863262177,
0.025807369500398636,
0.05162092670798302,
-0.0020484058186411858,
0.07770975679159164,
-0.09538314491510391,
-0.012776792049407959,
-0.11971789598464966,
-0.0038337362930178642,
0.009329341351985931,
0.0454079769551754,
0.007959305308759212,
-0.001179144368506968,
-0.09934692084789276,
-0.05375998094677925,
0.009680618532001972,
0.04459751024842262,
-0.0025956188328564167,
0.042207345366477966,
0.09118814021348953,
0.12110748142004013,
-0.023973563686013222,
0.00020241142192389816,
0.016955161467194557,
-0.11505904793739319,
-0.0004479661874938756,
-0.02032734826207161,
0.011367600411176682,
-0.046210501343011856,
-0.07129564881324768,
0.015525592491030693,
0.002098932396620512,
0.005744222551584244,
-0.09977167099714279,
-0.08095188438892365,
-0.007287386804819107,
-0.03424873948097229,
-0.03437142074108124,
-0.02077406644821167,
-0.051417358219623566,
0.0350748710334301,
-0.07367910444736481,
-0.09682118892669678,
0.09734828025102615,
-0.0014463149709627032,
-0.00839382503181696,
-0.09694680571556091,
0.04754791781306267,
-0.074398934841156,
0.03307230770587921,
-0.04442046955227852,
0.05270378291606903,
-0.017612142488360405,
-0.004453857894986868,
-0.08244040608406067,
-0.015155768021941185,
0.03951252996921539,
-0.003232647432014346,
-0.009555845521390438,
0.031596481800079346,
0.011319021694362164,
-0.06951218098402023,
-0.011290336027741432,
0.04941539093852043,
0.0581631064414978,
0.026704229414463043,
0.06706757098436356,
0.10815370827913284,
0.07482314854860306,
-3.8558885283199305e-33,
-0.01821344532072544,
0.05216247960925102,
0.013700730167329311,
0.02305694669485092,
0.044258687645196915,
-0.03318943828344345,
0.014857973903417587,
0.02652663178741932,
0.07666513323783875,
-0.004592010285705328,
-0.013212321326136589,
0.05754755064845085,
0.01936105452477932,
-0.03320338577032089,
-0.006171491462737322,
-0.023158524185419083,
0.035161662846803665,
-0.013393351808190346,
0.039926182478666306,
-0.04020627960562706,
0.035021550953388214,
0.0007441438501700759,
-0.03713564574718475,
0.061309218406677246,
-0.046972159296274185,
0.04039977490901947,
-0.0392109714448452,
-0.0788973867893219,
-0.0097917215898633,
-0.049062758684158325,
0.037906959652900696,
-0.07817340642213821,
-0.0021030274219810963,
0.10708397626876831,
0.03349638730287552,
-0.02482941932976246,
0.023442240431904793,
0.12074468284845352,
0.018680596724152565,
0.1009848341345787,
-0.016091659665107727,
0.03635149821639061,
0.02617686241865158,
-0.00003667778946692124,
-0.03865748271346092,
-0.0332493893802166,
0.11871430277824402,
-0.02947457879781723,
0.008390513248741627,
-0.04480494186282158,
0.052620209753513336,
-0.02097776159644127,
0.01076555997133255,
-0.06744352728128433,
-0.03629198297858238,
0.12722207605838776,
0.07540490478277206,
0.016334960237145424,
-0.02878940850496292,
-0.03676678612828255,
0.06437965482473373,
-0.010825672186911106,
0.08032457530498505,
-0.034582458436489105,
-0.07389655709266663,
-0.04829954728484154,
0.07150207459926605,
0.06020110100507736,
-0.00013895465235691518,
0.013903161510825157,
-0.025384871289134026,
0.008047332055866718,
-0.009922968223690987,
-0.02377268671989441,
-0.01413598470389843,
0.03918248414993286,
0.03172086924314499,
-0.017881076782941818,
-0.024678103625774384,
-0.1120816022157669,
0.029832234606146812,
-0.00018235263996757567,
-0.028978485614061356,
-0.04208696261048317,
-0.013359325006604195,
-0.02204914577305317,
0.022289281710982323,
-0.12055455148220062,
-0.037746842950582504,
-0.07584918290376663,
-0.027489157393574715,
0.03583638370037079,
-0.049808140844106674,
0.0225070733577013,
-0.07826405763626099,
-3.683107507868044e-8,
0.0013745675096288323,
-0.066825732588768,
0.04981214553117752,
0.037258852273225784,
-0.05377313122153282,
0.03248002007603645,
0.028746291995048523,
-0.008810032159090042,
-0.09198350459337234,
-0.014098985120654106,
0.0334240160882473,
0.057822488248348236,
-0.059834759682416916,
0.03807168826460838,
0.05188637971878052,
-0.041872769594192505,
0.031080983579158783,
0.04012502729892731,
-0.03153972327709198,
0.04860725998878479,
0.06473000347614288,
0.005346561316400766,
-0.007576439063996077,
-0.024840248748660088,
0.003420343855395913,
0.0658298209309578,
0.009589014574885368,
0.014217580668628216,
0.023997457697987556,
-0.022579006850719452,
0.042071253061294556,
-0.016176586970686913,
0.03811788186430931,
0.055237285792827606,
0.07585885375738144,
-0.050875451415777206,
0.03001466952264309,
0.013365505263209343,
-0.012075036764144897,
0.060283541679382324,
0.06822492182254791,
0.011285996064543724,
-0.013398990035057068,
-0.006055985111743212,
-0.06655648350715637,
-0.027182551100850105,
-0.046534981578588486,
-0.0448068343102932,
0.0186131801456213,
0.07147780805826187,
0.03024004027247429,
-0.06367719173431396,
-0.01150063518434763,
0.02549540251493454,
0.020259754732251167,
-0.04682455584406853,
0.0051620127633214,
0.044451747089624405,
0.04007837176322937,
0.008573132567107677,
0.11446206271648407,
0.003534082556143403,
0.0016141155501827598,
0.07325834780931473
] | null | null | null | null | null | null | null |
[
0.029123451560735703,
0.026142127811908722,
0.0022988435812294483,
0.004307009745389223,
0.029285794124007225,
-0.023904982954263687,
0.06935697048902512,
0.08247996866703033,
-0.023203045129776,
-0.05841945484280586,
0.06441829353570938,
0.03487454354763031,
0.019025078043341637,
0.013942372985184193,
0.07089441269636154,
-0.11418191343545914,
0.033904507756233215,
-0.1648605763912201,
-0.004757036454975605,
0.04416671022772789,
-0.013480066321790218,
-0.05714084208011627,
0.10537882149219513,
0.01980505883693695,
-0.06926838308572769,
-0.028812607750296593,
-0.048176322132349014,
0.024067601189017296,
0.007980813272297382,
0.07229551672935486,
0.021110692992806435,
0.10712204873561859,
0.08769300580024719,
0.01251570787280798,
-0.056851089000701904,
-0.1224624514579773,
-0.017115440219640732,
-0.022837743163108826,
-0.06984991580247879,
0.007785370107740164,
-0.08174029737710953,
-0.12938828766345978,
-0.013700960204005241,
0.0009896045085042715,
0.037385083734989166,
-0.05576009303331375,
-0.04019559919834137,
-0.00615665502846241,
-0.06713824719190598,
0.06376050412654877,
-0.03066733106970787,
0.007626453880220652,
0.019035086035728455,
-0.04739044979214668,
0.005188209470361471,
-0.09658455103635788,
0.023187968879938126,
-0.052382610738277435,
-0.028710009530186653,
-0.06941080093383789,
-0.005652342922985554,
0.016311099752783775,
-0.03929511457681656,
0.00927654281258583,
-0.020474202930927277,
-0.0014242969918996096,
0.01044317428022623,
-0.044201262295246124,
0.047701429575681686,
-0.05261664092540741,
-0.000819225562736392,
0.002015024423599243,
-0.02246384508907795,
-0.012002700008451939,
-0.0552133210003376,
-0.04260843247175217,
0.050517790019512177,
0.017154114320874214,
0.032753802835941315,
0.019753722473978996,
-0.042879898101091385,
-0.011231155134737492,
0.009802241809666157,
-0.05023945868015289,
-0.0007903130608610809,
-0.012988852337002754,
-0.012269114144146442,
0.002893513534218073,
-0.07399795204401016,
-0.09198438376188278,
0.07153797149658203,
0.03276972845196724,
0.02906111255288124,
0.04949331656098366,
0.0491454154253006,
-0.04635513573884964,
-0.006161462515592575,
-0.08006403595209122,
-0.030740676447749138,
-0.03355112671852112,
0.05834401398897171,
0.06745380908250809,
-0.053570572286844254,
-0.05333463475108147,
0.0444587804377079,
0.07266418635845184,
-0.01296717207878828,
0.031206266954541206,
0.07246751338243484,
0.03960041329264641,
-0.08730337023735046,
-0.0903264507651329,
-0.015669846907258034,
-0.07762833684682846,
-0.05277751013636589,
-0.018471702933311462,
0.005842545535415411,
-0.025699518620967865,
0.044874683022499084,
0.0592782124876976,
-0.021163515746593475,
-0.05857645347714424,
0.03051115572452545,
-0.00871727429330349,
-0.022785143926739693,
-0.05053458735346794,
-0.02793894335627556,
2.2989594849672574e-33,
-0.1525365561246872,
0.057009436190128326,
-0.015584995038807392,
0.030131613835692406,
-0.08388835191726685,
-0.004039440304040909,
0.00635721068829298,
0.017665568739175797,
-0.009804285131394863,
-0.045551445335149765,
0.02233109064400196,
0.13786181807518005,
0.008293230086565018,
0.0704268217086792,
0.07125615328550339,
-0.026159051805734634,
-0.06508080661296844,
0.02372719720005989,
0.06746409833431244,
0.02313484624028206,
-0.013654114678502083,
-0.07490343600511551,
0.08774998784065247,
-0.012330269441008568,
0.0543091855943203,
0.07340586185455322,
-0.044597379863262177,
0.025807369500398636,
0.05162092670798302,
-0.0020484058186411858,
0.07770975679159164,
-0.09538314491510391,
-0.012776792049407959,
-0.11971789598464966,
-0.0038337362930178642,
0.009329341351985931,
0.0454079769551754,
0.007959305308759212,
-0.001179144368506968,
-0.09934692084789276,
-0.05375998094677925,
0.009680618532001972,
0.04459751024842262,
-0.0025956188328564167,
0.042207345366477966,
0.09118814021348953,
0.12110748142004013,
-0.023973563686013222,
0.00020241142192389816,
0.016955161467194557,
-0.11505904793739319,
-0.0004479661874938756,
-0.02032734826207161,
0.011367600411176682,
-0.046210501343011856,
-0.07129564881324768,
0.015525592491030693,
0.002098932396620512,
0.005744222551584244,
-0.09977167099714279,
-0.08095188438892365,
-0.007287386804819107,
-0.03424873948097229,
-0.03437142074108124,
-0.02077406644821167,
-0.051417358219623566,
0.0350748710334301,
-0.07367910444736481,
-0.09682118892669678,
0.09734828025102615,
-0.0014463149709627032,
-0.00839382503181696,
-0.09694680571556091,
0.04754791781306267,
-0.074398934841156,
0.03307230770587921,
-0.04442046955227852,
0.05270378291606903,
-0.017612142488360405,
-0.004453857894986868,
-0.08244040608406067,
-0.015155768021941185,
0.03951252996921539,
-0.003232647432014346,
-0.009555845521390438,
0.031596481800079346,
0.011319021694362164,
-0.06951218098402023,
-0.011290336027741432,
0.04941539093852043,
0.0581631064414978,
0.026704229414463043,
0.06706757098436356,
0.10815370827913284,
0.07482314854860306,
-3.8558885283199305e-33,
-0.01821344532072544,
0.05216247960925102,
0.013700730167329311,
0.02305694669485092,
0.044258687645196915,
-0.03318943828344345,
0.014857973903417587,
0.02652663178741932,
0.07666513323783875,
-0.004592010285705328,
-0.013212321326136589,
0.05754755064845085,
0.01936105452477932,
-0.03320338577032089,
-0.006171491462737322,
-0.023158524185419083,
0.035161662846803665,
-0.013393351808190346,
0.039926182478666306,
-0.04020627960562706,
0.035021550953388214,
0.0007441438501700759,
-0.03713564574718475,
0.061309218406677246,
-0.046972159296274185,
0.04039977490901947,
-0.0392109714448452,
-0.0788973867893219,
-0.0097917215898633,
-0.049062758684158325,
0.037906959652900696,
-0.07817340642213821,
-0.0021030274219810963,
0.10708397626876831,
0.03349638730287552,
-0.02482941932976246,
0.023442240431904793,
0.12074468284845352,
0.018680596724152565,
0.1009848341345787,
-0.016091659665107727,
0.03635149821639061,
0.02617686241865158,
-0.00003667778946692124,
-0.03865748271346092,
-0.0332493893802166,
0.11871430277824402,
-0.02947457879781723,
0.008390513248741627,
-0.04480494186282158,
0.052620209753513336,
-0.02097776159644127,
0.01076555997133255,
-0.06744352728128433,
-0.03629198297858238,
0.12722207605838776,
0.07540490478277206,
0.016334960237145424,
-0.02878940850496292,
-0.03676678612828255,
0.06437965482473373,
-0.010825672186911106,
0.08032457530498505,
-0.034582458436489105,
-0.07389655709266663,
-0.04829954728484154,
0.07150207459926605,
0.06020110100507736,
-0.00013895465235691518,
0.013903161510825157,
-0.025384871289134026,
0.008047332055866718,
-0.009922968223690987,
-0.02377268671989441,
-0.01413598470389843,
0.03918248414993286,
0.03172086924314499,
-0.017881076782941818,
-0.024678103625774384,
-0.1120816022157669,
0.029832234606146812,
-0.00018235263996757567,
-0.028978485614061356,
-0.04208696261048317,
-0.013359325006604195,
-0.02204914577305317,
0.022289281710982323,
-0.12055455148220062,
-0.037746842950582504,
-0.07584918290376663,
-0.027489157393574715,
0.03583638370037079,
-0.049808140844106674,
0.0225070733577013,
-0.07826405763626099,
-3.683107507868044e-8,
0.0013745675096288323,
-0.066825732588768,
0.04981214553117752,
0.037258852273225784,
-0.05377313122153282,
0.03248002007603645,
0.028746291995048523,
-0.008810032159090042,
-0.09198350459337234,
-0.014098985120654106,
0.0334240160882473,
0.057822488248348236,
-0.059834759682416916,
0.03807168826460838,
0.05188637971878052,
-0.041872769594192505,
0.031080983579158783,
0.04012502729892731,
-0.03153972327709198,
0.04860725998878479,
0.06473000347614288,
0.005346561316400766,
-0.007576439063996077,
-0.024840248748660088,
0.003420343855395913,
0.0658298209309578,
0.009589014574885368,
0.014217580668628216,
0.023997457697987556,
-0.022579006850719452,
0.042071253061294556,
-0.016176586970686913,
0.03811788186430931,
0.055237285792827606,
0.07585885375738144,
-0.050875451415777206,
0.03001466952264309,
0.013365505263209343,
-0.012075036764144897,
0.060283541679382324,
0.06822492182254791,
0.011285996064543724,
-0.013398990035057068,
-0.006055985111743212,
-0.06655648350715637,
-0.027182551100850105,
-0.046534981578588486,
-0.0448068343102932,
0.0186131801456213,
0.07147780805826187,
0.03024004027247429,
-0.06367719173431396,
-0.01150063518434763,
0.02549540251493454,
0.020259754732251167,
-0.04682455584406853,
0.0051620127633214,
0.044451747089624405,
0.04007837176322937,
0.008573132567107677,
0.11446206271648407,
0.003534082556143403,
0.0016141155501827598,
0.07325834780931473
] |
1402.0951
|
Daniela Mugnai
|
Daniela Mugnai
|
The generation of concentrated energy of Bessel beams in an array of
concentric rings
| null |
Optics Commun. vol. 294 (2013)p. 17-20
|
10.1016/j.optcom.2012.11.089
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In recent years, the problem of the production of localized waves has been
analyzed in various ways, from both a theoretical and a practical point of
view. We present here a way in which to construct a suitable experimental
set-up, so as to obtain highly localized energy. On the basis of a vectorial
treatment already studied for a specific source (namely, a ring-shaped aperture
over a metallic screen), we evaluate the amount of energy supplied by a single
Bessel beam. Then, by analyzing the geometric characteristics of the
experimental set-up, we can establish the position of further rings, so as to
increase the localized energy to a maximum.
|
[
{
"created": "Wed, 5 Feb 2014 07:10:23 GMT",
"version": "v1"
},
{
"created": "Thu, 6 Feb 2014 07:16:49 GMT",
"version": "v2"
}
] |
2015-06-18
|
[
[
"Mugnai",
"Daniela",
""
]
] |
[
0.0031022601760923862,
0.07040286809206009,
0.016428519040346146,
-0.005569435656070709,
-0.09458943456411362,
-0.0643758550286293,
0.023024534806609154,
0.0045609064400196075,
-0.03335708752274513,
0.013286544941365719,
-0.04246510565280914,
-0.02242070436477661,
-0.019119851291179657,
-0.037598881870508194,
0.015057586133480072,
-0.002362018683925271,
0.06327863782644272,
0.0036776098422706127,
-0.016715722158551216,
-0.01729152537882328,
0.012113291770219803,
-0.021089505404233932,
0.022261543199419975,
-0.0762215107679367,
0.10210778564214706,
0.01158254686743021,
0.11386048793792725,
0.06935445964336395,
0.024416232481598854,
0.07791347801685333,
0.0066119409166276455,
0.04793627932667732,
-0.08744766563177109,
-0.0059334211982786655,
-0.002308228984475136,
0.04087512567639351,
-0.10584112256765366,
0.06805537641048431,
-0.07622233778238297,
0.06426338106393814,
-0.06241394206881523,
0.11644335091114044,
0.047922901809215546,
-0.00947874877601862,
-0.02402709610760212,
-0.1038273274898529,
0.015881258994340897,
0.020338037982583046,
-0.09257064759731293,
-0.01986236311495304,
0.022012675181031227,
-0.019647004082798958,
0.001880250289104879,
-0.007995132356882095,
0.04002651572227478,
-0.028882890939712524,
-0.0027598312590271235,
-0.055474430322647095,
0.042356960475444794,
0.03817778080701828,
0.04950802028179169,
0.007169250398874283,
-0.03532059118151665,
-0.03677653893828392,
0.0303915124386549,
-0.0017198127461597323,
0.021268412470817566,
0.026774955913424492,
-0.0351538360118866,
-0.024988969787955284,
0.0002240561880171299,
-0.01912442408502102,
-0.04548726603388786,
-0.05578356236219406,
0.041288696229457855,
0.013994595967233181,
-0.053995281457901,
-0.00490544643253088,
0.005276061128824949,
0.08094575256109238,
-0.037072036415338516,
-0.0677720159292221,
-0.06955184042453766,
-0.07814345508813858,
0.0030827498994767666,
0.11484931409358978,
0.01736380346119404,
0.0197407566010952,
0.036050066351890564,
0.050031259655952454,
-0.008151344954967499,
-0.01717168092727661,
-0.09015022218227386,
-0.0375390499830246,
0.023264074698090553,
-0.1035153865814209,
0.06971126049757004,
-0.04525751620531082,
0.06180166080594063,
0.032473258674144745,
0.017847154289484024,
-0.021139292046427727,
0.029171118512749672,
0.0811554491519928,
-0.040524836629629135,
-0.010162634775042534,
-0.021005775779485703,
0.1232258677482605,
-0.004982608370482922,
0.0331132709980011,
0.05960645154118538,
0.0382692851126194,
-0.06920623779296875,
-0.010050350800156593,
-0.05932355299592018,
-0.026974225416779518,
0.04821981117129326,
0.019199544563889503,
0.025568559765815735,
-0.021367358043789864,
0.07368441671133041,
-0.005721292924135923,
-0.030194401741027832,
0.060192279517650604,
0.001176346791908145,
0.03710617125034332,
-0.0384565144777298,
-4.6306825688858244e-33,
-0.024506866931915283,
0.039976757019758224,
0.014343690127134323,
0.03271821513772011,
-0.04402788355946541,
-0.021338418126106262,
0.016999362036585808,
0.05713065713644028,
0.031148843467235565,
-0.059926848858594894,
-0.01307511143386364,
0.14394138753414154,
0.05315163731575012,
-0.0038676923140883446,
0.09039744734764099,
-0.061590857803821564,
0.13740994036197662,
0.01478911004960537,
-0.01865743286907673,
0.10833684355020523,
-0.0038318473380059004,
-0.02550344541668892,
0.03703172132372856,
-0.05316963046789169,
-0.030085032805800438,
0.018957706168293953,
-0.014308650977909565,
-0.03401508182287216,
-0.10740789026021957,
0.003479932202026248,
-0.005377343390136957,
0.017405999824404716,
0.05774344131350517,
0.05744658038020134,
0.04190601408481598,
0.003718949155882001,
0.03635764494538307,
0.043494999408721924,
-0.017837587743997574,
0.012332755140960217,
0.050279513001441956,
-0.012545907869935036,
0.023995481431484222,
0.044231705367565155,
0.08540265262126923,
-0.006164407357573509,
-0.03366845101118088,
0.06387206166982651,
-0.02249728888273239,
0.021633442491292953,
-0.02324431762099266,
0.025839198380708694,
-0.027112362906336784,
0.026170773431658745,
0.09065476059913635,
0.09442362189292908,
-0.01124927494674921,
-0.06294744461774826,
0.06476720422506332,
-0.06011832132935524,
-0.049301598221063614,
-0.01559475064277649,
0.051924970000982285,
0.03498463332653046,
-0.00002408854015811812,
-0.022027455270290375,
-0.042847324162721634,
-0.0342610739171505,
-0.04154983535408974,
-0.0030518872663378716,
0.007000679615885019,
0.08235689997673035,
0.07099015265703201,
0.02813202701508999,
0.025785963982343674,
0.04293453320860863,
-0.022345809265971184,
0.0832023099064827,
0.03390439227223396,
-0.01616639643907547,
-0.0138217993080616,
-0.005189038347452879,
-0.10737067461013794,
-0.07566160708665848,
0.010549317114055157,
0.034346818923950195,
-0.03793307766318321,
-0.06340944766998291,
-0.05611398071050644,
-0.04666878283023834,
-0.012012040242552757,
0.03464939445257187,
0.006628098431974649,
-0.07287877053022385,
-0.033230382949113846,
-2.527566090648574e-34,
0.016463138163089752,
-0.02232953906059265,
-0.04926813766360283,
-0.04622615501284599,
0.046869706362485886,
0.0651387870311737,
-0.001876332564279437,
-0.0175629910081625,
-0.044749051332473755,
0.02041817456483841,
-0.05655822157859802,
0.005774908233433962,
0.013951191678643227,
-0.02340717241168022,
-0.11402307450771332,
0.014585520140826702,
0.10460147261619568,
-0.016167130321264267,
-0.00286381714977324,
-0.020990895107388496,
0.030398914590477943,
0.0210481658577919,
0.03799206018447876,
-0.02146228402853012,
-0.00665674451738596,
-0.06807535141706467,
0.013468299992382526,
-0.09627486765384674,
-0.07935886830091476,
0.026229247450828552,
-0.05802246555685997,
0.04140761122107506,
0.03568551316857338,
-0.027465695515275,
-0.027914516627788544,
0.1145876795053482,
0.08463851362466812,
0.00448779808357358,
0.05199393630027771,
-0.023108774796128273,
-0.016782261431217194,
0.013951309956610203,
0.0007144117844291031,
0.06762301921844482,
-0.04638957232236862,
0.0030155375134199858,
-0.00547905545681715,
0.03513593226671219,
-0.09289203584194183,
-0.03187258169054985,
-0.009721659123897552,
-0.04216790571808815,
0.01198135782033205,
-0.047204114496707916,
-0.06546104699373245,
0.051824215799570084,
0.0690203309059143,
-0.07068521529436111,
0.07570821791887283,
-0.03086193837225437,
-0.05320103093981743,
-0.09652965515851974,
0.05713141709566116,
-0.008817436173558235,
-0.019573085010051727,
0.04846390709280968,
-0.0022612346801906824,
0.07797762751579285,
0.004369323141872883,
-0.08072732388973236,
0.02609853260219097,
-0.030700035393238068,
0.013781744986772537,
0.019246168434619904,
0.038292594254016876,
-0.04121909663081169,
0.014640710316598415,
-0.0798490047454834,
-0.026622382923960686,
0.021685916930437088,
0.009221281856298447,
0.06689592450857162,
-0.05195099860429764,
-0.05437934026122093,
0.09190361201763153,
-0.13790525496006012,
0.006148109678179026,
-0.06591621041297913,
-0.05972157418727875,
-0.05140526220202446,
0.034915439784526825,
0.012842542491853237,
-0.036059025675058365,
-0.096092090010643,
0.08549364656209946,
-4.823629140560115e-8,
0.016049787402153015,
-0.02091265842318535,
-0.05786720663309097,
-0.004709579050540924,
-0.02195528894662857,
-0.047884855419397354,
-0.016885804012417793,
-0.005849625915288925,
0.03660174459218979,
-0.14833638072013855,
0.00007805501809343696,
-0.04017312452197075,
-0.019267452880740166,
0.0008709505782462656,
0.04123730957508087,
0.03339642286300659,
-0.020461875945329666,
0.0014363654190674424,
-0.05943608283996582,
-0.040682364255189896,
0.014910150319337845,
0.05179404839873314,
0.1078055277466774,
0.0044296132400631905,
-0.0398036427795887,
-0.004523946437984705,
-0.02768808975815773,
-0.060936249792575836,
0.0324317067861557,
0.025001684203743935,
-0.09202148020267487,
-0.03440592810511589,
-0.001619630609638989,
0.09227558970451355,
-0.0355483815073967,
-0.075979083776474,
-0.09444560110569,
0.03632533177733421,
-0.07146987318992615,
0.03257434070110321,
-0.09796730428934097,
-0.06994916498661041,
-0.0051965611055493355,
0.025090180337429047,
-0.04124131053686142,
0.08479516953229904,
-0.11578163504600525,
0.017588883638381958,
-0.020491989329457283,
0.06072559580206871,
-0.013385938480496407,
0.015346947126090527,
0.028532499447464943,
-0.07439050823450089,
0.021997548639774323,
0.08772710710763931,
0.005938927177339792,
-0.045868635177612305,
-0.028236718848347664,
-0.018180198967456818,
-0.07543856650590897,
0.14530238509178162,
-0.04591149091720581,
0.06141999363899231
] | null | null | null | null | null | null | null |
[
0.0031022601760923862,
0.07040286809206009,
0.016428519040346146,
-0.005569435656070709,
-0.09458943456411362,
-0.0643758550286293,
0.023024534806609154,
0.0045609064400196075,
-0.03335708752274513,
0.013286544941365719,
-0.04246510565280914,
-0.02242070436477661,
-0.019119851291179657,
-0.037598881870508194,
0.015057586133480072,
-0.002362018683925271,
0.06327863782644272,
0.0036776098422706127,
-0.016715722158551216,
-0.01729152537882328,
0.012113291770219803,
-0.021089505404233932,
0.022261543199419975,
-0.0762215107679367,
0.10210778564214706,
0.01158254686743021,
0.11386048793792725,
0.06935445964336395,
0.024416232481598854,
0.07791347801685333,
0.0066119409166276455,
0.04793627932667732,
-0.08744766563177109,
-0.0059334211982786655,
-0.002308228984475136,
0.04087512567639351,
-0.10584112256765366,
0.06805537641048431,
-0.07622233778238297,
0.06426338106393814,
-0.06241394206881523,
0.11644335091114044,
0.047922901809215546,
-0.00947874877601862,
-0.02402709610760212,
-0.1038273274898529,
0.015881258994340897,
0.020338037982583046,
-0.09257064759731293,
-0.01986236311495304,
0.022012675181031227,
-0.019647004082798958,
0.001880250289104879,
-0.007995132356882095,
0.04002651572227478,
-0.028882890939712524,
-0.0027598312590271235,
-0.055474430322647095,
0.042356960475444794,
0.03817778080701828,
0.04950802028179169,
0.007169250398874283,
-0.03532059118151665,
-0.03677653893828392,
0.0303915124386549,
-0.0017198127461597323,
0.021268412470817566,
0.026774955913424492,
-0.0351538360118866,
-0.024988969787955284,
0.0002240561880171299,
-0.01912442408502102,
-0.04548726603388786,
-0.05578356236219406,
0.041288696229457855,
0.013994595967233181,
-0.053995281457901,
-0.00490544643253088,
0.005276061128824949,
0.08094575256109238,
-0.037072036415338516,
-0.0677720159292221,
-0.06955184042453766,
-0.07814345508813858,
0.0030827498994767666,
0.11484931409358978,
0.01736380346119404,
0.0197407566010952,
0.036050066351890564,
0.050031259655952454,
-0.008151344954967499,
-0.01717168092727661,
-0.09015022218227386,
-0.0375390499830246,
0.023264074698090553,
-0.1035153865814209,
0.06971126049757004,
-0.04525751620531082,
0.06180166080594063,
0.032473258674144745,
0.017847154289484024,
-0.021139292046427727,
0.029171118512749672,
0.0811554491519928,
-0.040524836629629135,
-0.010162634775042534,
-0.021005775779485703,
0.1232258677482605,
-0.004982608370482922,
0.0331132709980011,
0.05960645154118538,
0.0382692851126194,
-0.06920623779296875,
-0.010050350800156593,
-0.05932355299592018,
-0.026974225416779518,
0.04821981117129326,
0.019199544563889503,
0.025568559765815735,
-0.021367358043789864,
0.07368441671133041,
-0.005721292924135923,
-0.030194401741027832,
0.060192279517650604,
0.001176346791908145,
0.03710617125034332,
-0.0384565144777298,
-4.6306825688858244e-33,
-0.024506866931915283,
0.039976757019758224,
0.014343690127134323,
0.03271821513772011,
-0.04402788355946541,
-0.021338418126106262,
0.016999362036585808,
0.05713065713644028,
0.031148843467235565,
-0.059926848858594894,
-0.01307511143386364,
0.14394138753414154,
0.05315163731575012,
-0.0038676923140883446,
0.09039744734764099,
-0.061590857803821564,
0.13740994036197662,
0.01478911004960537,
-0.01865743286907673,
0.10833684355020523,
-0.0038318473380059004,
-0.02550344541668892,
0.03703172132372856,
-0.05316963046789169,
-0.030085032805800438,
0.018957706168293953,
-0.014308650977909565,
-0.03401508182287216,
-0.10740789026021957,
0.003479932202026248,
-0.005377343390136957,
0.017405999824404716,
0.05774344131350517,
0.05744658038020134,
0.04190601408481598,
0.003718949155882001,
0.03635764494538307,
0.043494999408721924,
-0.017837587743997574,
0.012332755140960217,
0.050279513001441956,
-0.012545907869935036,
0.023995481431484222,
0.044231705367565155,
0.08540265262126923,
-0.006164407357573509,
-0.03366845101118088,
0.06387206166982651,
-0.02249728888273239,
0.021633442491292953,
-0.02324431762099266,
0.025839198380708694,
-0.027112362906336784,
0.026170773431658745,
0.09065476059913635,
0.09442362189292908,
-0.01124927494674921,
-0.06294744461774826,
0.06476720422506332,
-0.06011832132935524,
-0.049301598221063614,
-0.01559475064277649,
0.051924970000982285,
0.03498463332653046,
-0.00002408854015811812,
-0.022027455270290375,
-0.042847324162721634,
-0.0342610739171505,
-0.04154983535408974,
-0.0030518872663378716,
0.007000679615885019,
0.08235689997673035,
0.07099015265703201,
0.02813202701508999,
0.025785963982343674,
0.04293453320860863,
-0.022345809265971184,
0.0832023099064827,
0.03390439227223396,
-0.01616639643907547,
-0.0138217993080616,
-0.005189038347452879,
-0.10737067461013794,
-0.07566160708665848,
0.010549317114055157,
0.034346818923950195,
-0.03793307766318321,
-0.06340944766998291,
-0.05611398071050644,
-0.04666878283023834,
-0.012012040242552757,
0.03464939445257187,
0.006628098431974649,
-0.07287877053022385,
-0.033230382949113846,
-2.527566090648574e-34,
0.016463138163089752,
-0.02232953906059265,
-0.04926813766360283,
-0.04622615501284599,
0.046869706362485886,
0.0651387870311737,
-0.001876332564279437,
-0.0175629910081625,
-0.044749051332473755,
0.02041817456483841,
-0.05655822157859802,
0.005774908233433962,
0.013951191678643227,
-0.02340717241168022,
-0.11402307450771332,
0.014585520140826702,
0.10460147261619568,
-0.016167130321264267,
-0.00286381714977324,
-0.020990895107388496,
0.030398914590477943,
0.0210481658577919,
0.03799206018447876,
-0.02146228402853012,
-0.00665674451738596,
-0.06807535141706467,
0.013468299992382526,
-0.09627486765384674,
-0.07935886830091476,
0.026229247450828552,
-0.05802246555685997,
0.04140761122107506,
0.03568551316857338,
-0.027465695515275,
-0.027914516627788544,
0.1145876795053482,
0.08463851362466812,
0.00448779808357358,
0.05199393630027771,
-0.023108774796128273,
-0.016782261431217194,
0.013951309956610203,
0.0007144117844291031,
0.06762301921844482,
-0.04638957232236862,
0.0030155375134199858,
-0.00547905545681715,
0.03513593226671219,
-0.09289203584194183,
-0.03187258169054985,
-0.009721659123897552,
-0.04216790571808815,
0.01198135782033205,
-0.047204114496707916,
-0.06546104699373245,
0.051824215799570084,
0.0690203309059143,
-0.07068521529436111,
0.07570821791887283,
-0.03086193837225437,
-0.05320103093981743,
-0.09652965515851974,
0.05713141709566116,
-0.008817436173558235,
-0.019573085010051727,
0.04846390709280968,
-0.0022612346801906824,
0.07797762751579285,
0.004369323141872883,
-0.08072732388973236,
0.02609853260219097,
-0.030700035393238068,
0.013781744986772537,
0.019246168434619904,
0.038292594254016876,
-0.04121909663081169,
0.014640710316598415,
-0.0798490047454834,
-0.026622382923960686,
0.021685916930437088,
0.009221281856298447,
0.06689592450857162,
-0.05195099860429764,
-0.05437934026122093,
0.09190361201763153,
-0.13790525496006012,
0.006148109678179026,
-0.06591621041297913,
-0.05972157418727875,
-0.05140526220202446,
0.034915439784526825,
0.012842542491853237,
-0.036059025675058365,
-0.096092090010643,
0.08549364656209946,
-4.823629140560115e-8,
0.016049787402153015,
-0.02091265842318535,
-0.05786720663309097,
-0.004709579050540924,
-0.02195528894662857,
-0.047884855419397354,
-0.016885804012417793,
-0.005849625915288925,
0.03660174459218979,
-0.14833638072013855,
0.00007805501809343696,
-0.04017312452197075,
-0.019267452880740166,
0.0008709505782462656,
0.04123730957508087,
0.03339642286300659,
-0.020461875945329666,
0.0014363654190674424,
-0.05943608283996582,
-0.040682364255189896,
0.014910150319337845,
0.05179404839873314,
0.1078055277466774,
0.0044296132400631905,
-0.0398036427795887,
-0.004523946437984705,
-0.02768808975815773,
-0.060936249792575836,
0.0324317067861557,
0.025001684203743935,
-0.09202148020267487,
-0.03440592810511589,
-0.001619630609638989,
0.09227558970451355,
-0.0355483815073967,
-0.075979083776474,
-0.09444560110569,
0.03632533177733421,
-0.07146987318992615,
0.03257434070110321,
-0.09796730428934097,
-0.06994916498661041,
-0.0051965611055493355,
0.025090180337429047,
-0.04124131053686142,
0.08479516953229904,
-0.11578163504600525,
0.017588883638381958,
-0.020491989329457283,
0.06072559580206871,
-0.013385938480496407,
0.015346947126090527,
0.028532499447464943,
-0.07439050823450089,
0.021997548639774323,
0.08772710710763931,
0.005938927177339792,
-0.045868635177612305,
-0.028236718848347664,
-0.018180198967456818,
-0.07543856650590897,
0.14530238509178162,
-0.04591149091720581,
0.06141999363899231
] |
1402.0955
|
Xifeng Ren
|
Yong-Jing Cai, Ming Li, Xi-Feng Ren, Chang-Ling Zou, Xiao Xiong,
Hua-Lin Lei, Bi-Heng Liu, Guo-Ping Guo, and Guang-Can Guo
|
High visibility on-chip quantum interference of single surface plasmons
|
6 pages, 4 figures
|
Physical Review APPLIED 2, 014004 (2014)
|
10.1103/PhysRevApplied.2.014004
| null |
quant-ph physics.optics
|
http://creativecommons.org/licenses/by/3.0/
|
Quantum photonic integrated circuits (QPICs) based on dielectric waveguides
have been widely used in linear optical quantum computation. Recently, surface
plasmons have been introduced to this application because they can confine and
manipulate light beyond the diffraction limit. In this study, the on-chip
quantum interference of two single surface plasmons was achieved using
dielectric-loaded surface-plasmon-polariton waveguides. The high visibility
(greater than 90%) proves the bosonic nature of single plasmons and emphasizes
the feasibility of achieving basic quantum logic gates for linear optical
quantum computation. The effect of intrinsic losses in plasmonic waveguides
with regard to quantum information processing is also discussed. Although the
influence of this effect was negligible in the current experiment, our studies
reveal that such losses can dramatically reduce quantum interference visibility
in certain cases; thus, quantum coherence must be carefully considered when
designing QPIC devices.
|
[
{
"created": "Wed, 5 Feb 2014 07:19:27 GMT",
"version": "v1"
}
] |
2014-07-17
|
[
[
"Cai",
"Yong-Jing",
""
],
[
"Li",
"Ming",
""
],
[
"Ren",
"Xi-Feng",
""
],
[
"Zou",
"Chang-Ling",
""
],
[
"Xiong",
"Xiao",
""
],
[
"Lei",
"Hua-Lin",
""
],
[
"Liu",
"Bi-Heng",
""
],
[
"Guo",
"Guo-Ping",
""
],
[
"Guo",
"Guang-Can",
""
]
] |
[
-0.0479058213531971,
0.024128038436174393,
0.0014428873546421528,
-0.01920563168823719,
0.026601333171129227,
-0.04126175493001938,
-0.006284256931394339,
-0.007646493148058653,
0.021893195807933807,
0.033243969082832336,
-0.003716746112331748,
-0.02511935867369175,
-0.013762160204350948,
-0.0031805308535695076,
0.0555742084980011,
0.10683573782444,
-0.04095236957073212,
-0.08699256181716919,
0.01203975360840559,
-0.05335488170385361,
0.14070309698581696,
-0.029117099940776825,
-0.03717188537120819,
-0.041559912264347076,
-0.04687534272670746,
0.01480733510106802,
0.036956675350666046,
-0.005369257181882858,
-0.0032366041559726,
0.015716154128313065,
-0.030538486316800117,
-0.051325757056474686,
-0.0721159353852272,
-0.027316061779856682,
-0.04554777592420578,
-0.035950422286987305,
0.12423990666866302,
-0.00569123262539506,
0.0014208781067281961,
-0.03249276429414749,
-0.0053624301217496395,
0.03193981945514679,
-0.14974233508110046,
0.026556579396128654,
0.03618282452225685,
-0.03914846107363701,
0.05143694579601288,
0.04449804872274399,
-0.013347688131034374,
-0.0845932886004448,
-0.0342814102768898,
0.020020419731736183,
0.008359776809811592,
0.04284719377756119,
0.04804182052612305,
0.06636248528957367,
-0.018770961090922356,
0.006228603422641754,
-0.05461178347468376,
-0.0116535983979702,
-0.03721406310796738,
-0.018226925283670425,
0.023018622770905495,
-0.017870193347334862,
0.040851302444934845,
-0.039991915225982666,
-0.047712765634059906,
0.017576295882463455,
-0.03061465360224247,
0.06440995633602142,
0.01917920634150505,
-0.06587254256010056,
-0.028584560379385948,
-0.03960354998707771,
0.03745104372501373,
0.008409074507653713,
-0.004277902655303478,
0.05949009954929352,
-0.021976931020617485,
-0.058269936591386795,
0.004925755318254232,
-0.028830543160438538,
-0.09072534739971161,
0.0882270336151123,
0.03628096356987953,
-0.01854620687663555,
-0.03038548119366169,
0.0004244422307237983,
-0.04657665640115738,
-0.1411208063364029,
-0.03171766921877861,
-0.10083058476448059,
-0.002953199204057455,
-0.06623666733503342,
0.009448522701859474,
-0.024540554732084274,
-0.015503463335335255,
-0.07322479039430618,
-0.020943228155374527,
-0.002043607411906123,
-0.0018823790596798062,
-0.10013766586780548,
-0.016333291307091713,
0.013114397414028645,
-0.05028160288929939,
0.034579791128635406,
0.027821211144328117,
0.09823036938905716,
-0.023900222033262253,
-0.01679883524775505,
0.009882221929728985,
0.09867054969072342,
0.00195808382704854,
0.06693553179502487,
-0.04026960954070091,
0.0984129086136818,
-0.015555807389318943,
0.09277278184890747,
0.04343641921877861,
0.044112130999565125,
-0.06723979860544205,
0.0970720499753952,
-0.0008308649994432926,
0.10464875400066376,
-0.00676768459379673,
-0.01655486226081848,
-0.04532606527209282,
2.379362747550525e-33,
0.0205901600420475,
0.0024897304829210043,
-0.03264050558209419,
-0.08044800162315369,
0.06895171850919724,
-0.08312404900789261,
0.18768835067749023,
0.05008190497756004,
0.008000186644494534,
0.021547172218561172,
0.01819751225411892,
-0.015421886928379536,
0.009780507534742355,
0.029506167396903038,
0.14105983078479767,
-0.013120713643729687,
-0.0011722242925316095,
-0.019669964909553528,
-0.010198350064456463,
0.026032138615846634,
0.03766046091914177,
-0.05887564644217491,
-0.006507332902401686,
0.0814799889922142,
0.021291133016347885,
-0.044385988265275955,
0.017262300476431847,
0.014266696758568287,
0.0573081411421299,
0.0009272609604522586,
-0.018222419545054436,
0.11678127199411392,
0.08891168236732483,
-0.06636081635951996,
0.07023836672306061,
0.005097691901028156,
-0.028252484276890755,
0.026136701926589012,
0.00002900374965975061,
-0.0334942601621151,
-0.00995068158954382,
-0.007521715946495533,
0.05425693094730377,
0.016696985810995102,
-0.03564818203449249,
-0.05025884881615639,
-0.07051192224025726,
0.03294907510280609,
-0.049285680055618286,
0.001299960189498961,
-0.005009865388274193,
-0.08313887566328049,
-0.008125596679747105,
0.057016681879758835,
0.04173228517174721,
-0.07557755708694458,
-0.013294754549860954,
-0.05387723818421364,
0.026704037562012672,
-0.04331891983747482,
0.0014618141576647758,
-0.04007755219936371,
0.042923200875520706,
0.09584691375494003,
-0.06740842014551163,
-0.001224057748913765,
0.05261598527431488,
0.02391350269317627,
-0.07687866687774658,
0.056856416165828705,
-0.028766479343175888,
0.05641433596611023,
-0.019949331879615784,
-0.051211465150117874,
0.05446643382310867,
-0.0830504521727562,
0.003623233875259757,
-0.07864575833082199,
0.09692782908678055,
0.030362721532583237,
0.0677943304181099,
0.03950699791312218,
-0.023485567420721054,
-0.0721360370516777,
-0.07903078943490982,
-0.015199645422399044,
-0.005690311547368765,
-0.015281755477190018,
-0.049253735691308975,
-0.026368029415607452,
-0.018305327743291855,
-0.03506669029593468,
0.08976327627897263,
-0.08139915764331818,
-0.15479013323783875,
-4.9223190439049876e-33,
-0.03960252180695534,
-0.01201027724891901,
0.0773976668715477,
-0.0013362299650907516,
0.00398751487955451,
0.04487737640738487,
0.025421837344765663,
-0.022559506818652153,
0.03204743191599846,
-0.04398133233189583,
0.0021866036113351583,
0.05811205133795738,
0.016419893130660057,
0.05897444486618042,
-0.08807028084993362,
0.04697804152965546,
-0.05719377472996712,
0.029077747836709023,
0.05108662694692612,
-0.03470126911997795,
0.004043743014335632,
-0.005314238369464874,
0.0742112398147583,
-0.031224442645907402,
0.05830490589141846,
-0.004491421394050121,
0.03734150528907776,
0.05009492486715317,
-0.029145875945687294,
-0.08430986106395721,
0.03674178197979927,
-0.002090419176965952,
0.030740249902009964,
-0.02341504581272602,
0.026112757623195648,
0.0039640022441744804,
0.0730898380279541,
-0.04993884265422821,
-0.03612783923745155,
-0.06168327108025551,
-0.026571840047836304,
-0.0666695311665535,
-0.017931075766682625,
0.02038705348968506,
-0.023589786142110825,
0.05351277068257332,
-0.0772579237818718,
-0.028742317110300064,
-0.06592459976673126,
-0.043819498270750046,
-0.036388009786605835,
0.03206431865692139,
-0.052128348499536514,
0.015506811439990997,
-0.0504390224814415,
-0.03222265839576721,
-0.016779178753495216,
0.08158532530069351,
0.016573740169405937,
0.07107330113649368,
0.05505389720201492,
0.01153135858476162,
0.05519408360123634,
0.07117751240730286,
0.061345215886831284,
0.0064680189825594425,
0.04452423378825188,
0.08262759447097778,
0.06890308111906052,
-0.03388899192214012,
-0.024428969249129295,
-0.06733444333076477,
-0.002420828677713871,
0.00851567555218935,
0.06281900405883789,
0.051489509642124176,
-0.008687074296176434,
-0.028540614992380142,
-0.03476647287607193,
0.12120764702558517,
0.0009671218576841056,
-0.002396221738308668,
-0.05277827009558678,
0.030752692371606827,
-0.005993101745843887,
-0.01033338438719511,
0.05428006500005722,
0.02620769664645195,
-0.03714775666594505,
0.05714007094502449,
-0.031804218888282776,
0.01757429726421833,
0.07314322888851166,
-0.023188628256320953,
0.05778481066226959,
-4.689839983029742e-8,
0.08888142555952072,
-0.0318087674677372,
0.0010833283886313438,
-0.012459015473723412,
-0.034980762749910355,
-0.09320172667503357,
-0.008194985799491405,
-0.03863496333360672,
-0.024562515318393707,
-0.08337147533893585,
-0.09640222787857056,
-0.09888998419046402,
-0.08402813971042633,
0.008018630556762218,
0.06638392060995102,
0.02155836671590805,
0.07494319975376129,
-0.057682253420352936,
0.05980339273810387,
-0.08968523889780045,
0.0010292199440300465,
-0.03977350890636444,
0.021972686052322388,
0.024649763479828835,
0.009981554932892323,
-0.03772219642996788,
-0.01987330988049507,
0.011649616062641144,
-0.014415235258638859,
0.043403301388025284,
0.0060220458544790745,
-0.01912221498787403,
0.033058326691389084,
0.13173408806324005,
-0.008751197718083858,
-0.026943616569042206,
-0.059717025607824326,
-0.04439122974872589,
0.030078157782554626,
0.030635841190814972,
-0.01505078561604023,
0.030545057728886604,
-0.01255697850137949,
0.03720971941947937,
0.1295507252216339,
-0.021771453320980072,
0.02907203510403633,
0.028695320710539818,
-0.03372163325548172,
0.07186917215585709,
-0.06066044792532921,
0.03953619301319122,
0.01459643617272377,
-0.09257268905639648,
-0.014170849695801735,
-0.01126132532954216,
0.035549595952034,
-0.030891098082065582,
-0.03192444145679474,
-0.006859238725155592,
0.06221535801887512,
-0.07239413261413574,
-0.050704628229141235,
0.04201092571020126
] | null | null | null | null | null | null | null |
[
-0.0479058213531971,
0.024128038436174393,
0.0014428873546421528,
-0.01920563168823719,
0.026601333171129227,
-0.04126175493001938,
-0.006284256931394339,
-0.007646493148058653,
0.021893195807933807,
0.033243969082832336,
-0.003716746112331748,
-0.02511935867369175,
-0.013762160204350948,
-0.0031805308535695076,
0.0555742084980011,
0.10683573782444,
-0.04095236957073212,
-0.08699256181716919,
0.01203975360840559,
-0.05335488170385361,
0.14070309698581696,
-0.029117099940776825,
-0.03717188537120819,
-0.041559912264347076,
-0.04687534272670746,
0.01480733510106802,
0.036956675350666046,
-0.005369257181882858,
-0.0032366041559726,
0.015716154128313065,
-0.030538486316800117,
-0.051325757056474686,
-0.0721159353852272,
-0.027316061779856682,
-0.04554777592420578,
-0.035950422286987305,
0.12423990666866302,
-0.00569123262539506,
0.0014208781067281961,
-0.03249276429414749,
-0.0053624301217496395,
0.03193981945514679,
-0.14974233508110046,
0.026556579396128654,
0.03618282452225685,
-0.03914846107363701,
0.05143694579601288,
0.04449804872274399,
-0.013347688131034374,
-0.0845932886004448,
-0.0342814102768898,
0.020020419731736183,
0.008359776809811592,
0.04284719377756119,
0.04804182052612305,
0.06636248528957367,
-0.018770961090922356,
0.006228603422641754,
-0.05461178347468376,
-0.0116535983979702,
-0.03721406310796738,
-0.018226925283670425,
0.023018622770905495,
-0.017870193347334862,
0.040851302444934845,
-0.039991915225982666,
-0.047712765634059906,
0.017576295882463455,
-0.03061465360224247,
0.06440995633602142,
0.01917920634150505,
-0.06587254256010056,
-0.028584560379385948,
-0.03960354998707771,
0.03745104372501373,
0.008409074507653713,
-0.004277902655303478,
0.05949009954929352,
-0.021976931020617485,
-0.058269936591386795,
0.004925755318254232,
-0.028830543160438538,
-0.09072534739971161,
0.0882270336151123,
0.03628096356987953,
-0.01854620687663555,
-0.03038548119366169,
0.0004244422307237983,
-0.04657665640115738,
-0.1411208063364029,
-0.03171766921877861,
-0.10083058476448059,
-0.002953199204057455,
-0.06623666733503342,
0.009448522701859474,
-0.024540554732084274,
-0.015503463335335255,
-0.07322479039430618,
-0.020943228155374527,
-0.002043607411906123,
-0.0018823790596798062,
-0.10013766586780548,
-0.016333291307091713,
0.013114397414028645,
-0.05028160288929939,
0.034579791128635406,
0.027821211144328117,
0.09823036938905716,
-0.023900222033262253,
-0.01679883524775505,
0.009882221929728985,
0.09867054969072342,
0.00195808382704854,
0.06693553179502487,
-0.04026960954070091,
0.0984129086136818,
-0.015555807389318943,
0.09277278184890747,
0.04343641921877861,
0.044112130999565125,
-0.06723979860544205,
0.0970720499753952,
-0.0008308649994432926,
0.10464875400066376,
-0.00676768459379673,
-0.01655486226081848,
-0.04532606527209282,
2.379362747550525e-33,
0.0205901600420475,
0.0024897304829210043,
-0.03264050558209419,
-0.08044800162315369,
0.06895171850919724,
-0.08312404900789261,
0.18768835067749023,
0.05008190497756004,
0.008000186644494534,
0.021547172218561172,
0.01819751225411892,
-0.015421886928379536,
0.009780507534742355,
0.029506167396903038,
0.14105983078479767,
-0.013120713643729687,
-0.0011722242925316095,
-0.019669964909553528,
-0.010198350064456463,
0.026032138615846634,
0.03766046091914177,
-0.05887564644217491,
-0.006507332902401686,
0.0814799889922142,
0.021291133016347885,
-0.044385988265275955,
0.017262300476431847,
0.014266696758568287,
0.0573081411421299,
0.0009272609604522586,
-0.018222419545054436,
0.11678127199411392,
0.08891168236732483,
-0.06636081635951996,
0.07023836672306061,
0.005097691901028156,
-0.028252484276890755,
0.026136701926589012,
0.00002900374965975061,
-0.0334942601621151,
-0.00995068158954382,
-0.007521715946495533,
0.05425693094730377,
0.016696985810995102,
-0.03564818203449249,
-0.05025884881615639,
-0.07051192224025726,
0.03294907510280609,
-0.049285680055618286,
0.001299960189498961,
-0.005009865388274193,
-0.08313887566328049,
-0.008125596679747105,
0.057016681879758835,
0.04173228517174721,
-0.07557755708694458,
-0.013294754549860954,
-0.05387723818421364,
0.026704037562012672,
-0.04331891983747482,
0.0014618141576647758,
-0.04007755219936371,
0.042923200875520706,
0.09584691375494003,
-0.06740842014551163,
-0.001224057748913765,
0.05261598527431488,
0.02391350269317627,
-0.07687866687774658,
0.056856416165828705,
-0.028766479343175888,
0.05641433596611023,
-0.019949331879615784,
-0.051211465150117874,
0.05446643382310867,
-0.0830504521727562,
0.003623233875259757,
-0.07864575833082199,
0.09692782908678055,
0.030362721532583237,
0.0677943304181099,
0.03950699791312218,
-0.023485567420721054,
-0.0721360370516777,
-0.07903078943490982,
-0.015199645422399044,
-0.005690311547368765,
-0.015281755477190018,
-0.049253735691308975,
-0.026368029415607452,
-0.018305327743291855,
-0.03506669029593468,
0.08976327627897263,
-0.08139915764331818,
-0.15479013323783875,
-4.9223190439049876e-33,
-0.03960252180695534,
-0.01201027724891901,
0.0773976668715477,
-0.0013362299650907516,
0.00398751487955451,
0.04487737640738487,
0.025421837344765663,
-0.022559506818652153,
0.03204743191599846,
-0.04398133233189583,
0.0021866036113351583,
0.05811205133795738,
0.016419893130660057,
0.05897444486618042,
-0.08807028084993362,
0.04697804152965546,
-0.05719377472996712,
0.029077747836709023,
0.05108662694692612,
-0.03470126911997795,
0.004043743014335632,
-0.005314238369464874,
0.0742112398147583,
-0.031224442645907402,
0.05830490589141846,
-0.004491421394050121,
0.03734150528907776,
0.05009492486715317,
-0.029145875945687294,
-0.08430986106395721,
0.03674178197979927,
-0.002090419176965952,
0.030740249902009964,
-0.02341504581272602,
0.026112757623195648,
0.0039640022441744804,
0.0730898380279541,
-0.04993884265422821,
-0.03612783923745155,
-0.06168327108025551,
-0.026571840047836304,
-0.0666695311665535,
-0.017931075766682625,
0.02038705348968506,
-0.023589786142110825,
0.05351277068257332,
-0.0772579237818718,
-0.028742317110300064,
-0.06592459976673126,
-0.043819498270750046,
-0.036388009786605835,
0.03206431865692139,
-0.052128348499536514,
0.015506811439990997,
-0.0504390224814415,
-0.03222265839576721,
-0.016779178753495216,
0.08158532530069351,
0.016573740169405937,
0.07107330113649368,
0.05505389720201492,
0.01153135858476162,
0.05519408360123634,
0.07117751240730286,
0.061345215886831284,
0.0064680189825594425,
0.04452423378825188,
0.08262759447097778,
0.06890308111906052,
-0.03388899192214012,
-0.024428969249129295,
-0.06733444333076477,
-0.002420828677713871,
0.00851567555218935,
0.06281900405883789,
0.051489509642124176,
-0.008687074296176434,
-0.028540614992380142,
-0.03476647287607193,
0.12120764702558517,
0.0009671218576841056,
-0.002396221738308668,
-0.05277827009558678,
0.030752692371606827,
-0.005993101745843887,
-0.01033338438719511,
0.05428006500005722,
0.02620769664645195,
-0.03714775666594505,
0.05714007094502449,
-0.031804218888282776,
0.01757429726421833,
0.07314322888851166,
-0.023188628256320953,
0.05778481066226959,
-4.689839983029742e-8,
0.08888142555952072,
-0.0318087674677372,
0.0010833283886313438,
-0.012459015473723412,
-0.034980762749910355,
-0.09320172667503357,
-0.008194985799491405,
-0.03863496333360672,
-0.024562515318393707,
-0.08337147533893585,
-0.09640222787857056,
-0.09888998419046402,
-0.08402813971042633,
0.008018630556762218,
0.06638392060995102,
0.02155836671590805,
0.07494319975376129,
-0.057682253420352936,
0.05980339273810387,
-0.08968523889780045,
0.0010292199440300465,
-0.03977350890636444,
0.021972686052322388,
0.024649763479828835,
0.009981554932892323,
-0.03772219642996788,
-0.01987330988049507,
0.011649616062641144,
-0.014415235258638859,
0.043403301388025284,
0.0060220458544790745,
-0.01912221498787403,
0.033058326691389084,
0.13173408806324005,
-0.008751197718083858,
-0.026943616569042206,
-0.059717025607824326,
-0.04439122974872589,
0.030078157782554626,
0.030635841190814972,
-0.01505078561604023,
0.030545057728886604,
-0.01255697850137949,
0.03720971941947937,
0.1295507252216339,
-0.021771453320980072,
0.02907203510403633,
0.028695320710539818,
-0.03372163325548172,
0.07186917215585709,
-0.06066044792532921,
0.03953619301319122,
0.01459643617272377,
-0.09257268905639648,
-0.014170849695801735,
-0.01126132532954216,
0.035549595952034,
-0.030891098082065582,
-0.03192444145679474,
-0.006859238725155592,
0.06221535801887512,
-0.07239413261413574,
-0.050704628229141235,
0.04201092571020126
] |
1402.0963
|
Enno Giese
|
Enno Giese, Wolfgang Zeller, Stephan Kleinert, Matthias Meister,
Vincenzo Tamma, Albert Roura, and Wolfgang P. Schleich
|
The interface of gravity and quantum mechanics illuminated by Wigner
phase space
|
69 pages, 6 figures, minor changes to match the published version.
The original publication is available at
http://en.sif.it/books/series/proceedings_fermi or
http://ebooks.iospress.nl/volumearticle/38097
|
Proceedings of the International School of Physics "Enrico Fermi"
Course 188 "Atom Interferometry", edited by G. M. Tino and M. A. Kasevich
(IOS, Amsterdam; SIF, Bologna; 2014), pp. 171-236
|
10.3254/978-1-61499-448-0-171
| null |
quant-ph physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We provide an introduction into the formulation of non-relativistic quantum
mechanics using the Wigner phase-space distribution function and apply this
concept to two physical situations at the interface of quantum theory and
general relativity: (i) the motion of an ensemble of cold atoms relevant to
tests of the weak equivalence principle, and (ii) the Kasevich-Chu
interferometer. In order to lay the foundations for this analysis we first
present a representation-free description of the Kasevich-Chu interferometer
based on unitary operators.
|
[
{
"created": "Wed, 5 Feb 2014 08:07:52 GMT",
"version": "v1"
},
{
"created": "Mon, 28 Sep 2015 09:09:20 GMT",
"version": "v2"
}
] |
2015-09-29
|
[
[
"Giese",
"Enno",
""
],
[
"Zeller",
"Wolfgang",
""
],
[
"Kleinert",
"Stephan",
""
],
[
"Meister",
"Matthias",
""
],
[
"Tamma",
"Vincenzo",
""
],
[
"Roura",
"Albert",
""
],
[
"Schleich",
"Wolfgang P.",
""
]
] |
[
-0.16393518447875977,
-0.0687795951962471,
-0.008254370652139187,
0.039602722972631454,
-0.07841482013463974,
0.0726616382598877,
0.019855156540870667,
-0.05728132277727127,
0.07436870783567429,
-0.06844693422317505,
0.07036636769771576,
-0.09767511487007141,
-0.02532145380973816,
-0.03308993577957153,
-0.018659649416804314,
-0.09792833775281906,
0.02553330548107624,
-0.0008305863011628389,
-0.049966324120759964,
-0.015482691116631031,
-0.05223958566784859,
-0.021018724888563156,
-0.04072355106472969,
0.06764490157365799,
0.0634974017739296,
-0.05164617672562599,
0.059653669595718384,
-0.02211863361299038,
0.04603435844182968,
0.05606976896524429,
0.0570780411362648,
0.005703018046915531,
-0.0624740794301033,
0.0077314372174441814,
0.015526033006608486,
0.0073578390292823315,
0.06224505230784416,
-0.036665719002485275,
0.05982765555381775,
-0.05570932850241661,
0.02192327007651329,
-0.007094877772033215,
-0.03174934908747673,
0.067844457924366,
-0.01534198597073555,
0.09468193352222443,
0.07720962166786194,
-0.05912230536341667,
-0.04687061533331871,
-0.02532540261745453,
-0.006101633887737989,
0.1540098786354065,
-0.00888811331242323,
-0.04069018363952637,
0.03438402712345123,
0.10432479530572891,
0.06250447034835815,
0.0013620085082948208,
-0.00940295122563839,
-0.06997785717248917,
-0.02460983581840992,
-0.03890062868595123,
0.0008933571516536176,
0.07136762142181396,
0.03450298309326172,
-0.0239452812820673,
-0.009336130693554878,
0.058480776846408844,
0.055943310260772705,
0.008404617197811604,
-0.06352774053812027,
0.0016207934822887182,
-0.056665077805519104,
0.026980789378285408,
-0.007565543986856937,
-0.056112539023160934,
0.06796853244304657,
0.004326102789491415,
-0.015752186998724937,
0.0880136638879776,
0.015394682995975018,
-0.017305808141827583,
0.015251987613737583,
-0.007769123185425997,
0.00974995456635952,
-0.0077064004726707935,
-0.019767146557569504,
-0.007508423179388046,
-0.039886608719825745,
-0.040253620594739914,
-0.035727519541978836,
-0.047308340668678284,
-0.0237618125975132,
-0.10213860124349594,
0.037927042692899704,
0.02672993764281273,
0.047250449657440186,
0.01932397298514843,
0.04550826922059059,
0.02036195807158947,
0.05232255160808563,
-0.030677970498800278,
0.02870642952620983,
-0.012010740116238594,
-0.04172743856906891,
-0.03171473741531372,
-0.004532786086201668,
-0.11322914063930511,
-0.07789022475481033,
0.06500041484832764,
0.05720355361700058,
-0.03386853635311127,
0.02339678443968296,
-0.048951465636491776,
-0.008770660497248173,
0.0034980650525540113,
0.0449395477771759,
0.09740814566612244,
0.03353405371308327,
-0.008623323403298855,
-0.057715240865945816,
-0.008921166881918907,
-0.02598007768392563,
0.06598842889070511,
0.0505281537771225,
-0.03222198784351349,
-0.0022596721537411213,
-1.6838519438567557e-33,
-0.015835091471672058,
-0.05294565111398697,
0.010585121810436249,
0.0059030307456851006,
0.048551831394433975,
0.006018472369760275,
0.025151582434773445,
-0.029567763209342957,
-0.039329104125499725,
-0.008677450940012932,
0.0551445372402668,
0.06733542680740356,
0.01638905517756939,
-0.07740996032953262,
-0.035538386553525925,
0.05755157396197319,
-0.08664698153734207,
0.011261350475251675,
0.08011524379253387,
-0.013213726691901684,
0.010342369787395,
0.038406454026699066,
-0.061323393136262894,
0.006640800274908543,
-0.023645548149943352,
0.004397769458591938,
0.04455849900841713,
-0.0641234964132309,
-0.08220408111810684,
-0.03522999957203865,
-0.043230459094047546,
0.03940647467970848,
-0.05062087997794151,
-0.05485100299119949,
0.009397666901350021,
-0.09484337270259857,
-0.08204551786184311,
0.03356698527932167,
-0.1116543710231781,
-0.02553674206137657,
0.007187600713223219,
-0.04487254098057747,
0.007765010464936495,
-0.05065874755382538,
0.043762385845184326,
-0.052044641226530075,
0.05738600715994835,
0.016054794192314148,
0.050009988248348236,
-0.017537886276841164,
0.08491265773773193,
-0.09050432592630386,
-0.0451652854681015,
0.012181311845779419,
0.035613901913166046,
0.049465179443359375,
-0.003484075888991356,
-0.062062446027994156,
-0.03675075247883797,
-0.005976326297968626,
-0.06445348262786865,
-0.010033391416072845,
0.01854556053876877,
-0.022184127941727638,
0.034312985837459564,
-0.045033302158117294,
-0.09788765013217926,
-0.04812917485833168,
0.05648057162761688,
0.033857181668281555,
-0.010672363452613354,
0.04827539622783661,
0.005133001133799553,
-0.009288101457059383,
0.030827993527054787,
0.008663085289299488,
-0.05524321272969246,
0.02486908808350563,
-0.045510612428188324,
0.04143805429339409,
-0.0006757188239134848,
-0.0460064634680748,
0.04693589732050896,
0.0634974017739296,
-0.03064936026930809,
-0.009653579443693161,
-0.11629792302846909,
0.01228676550090313,
0.053563401103019714,
-0.01082493457943201,
-0.050740957260131836,
-0.025607455521821976,
-0.02850806526839733,
0.031668521463871,
-0.0372839979827404,
-1.3153795561025821e-33,
0.00545779662206769,
-0.06079120188951492,
0.0073884883895516396,
0.07137101888656616,
-0.029338769614696503,
0.04727033153176308,
0.008938390761613846,
0.020585797727108,
0.07629507035017014,
0.012020043097436428,
0.01770283281803131,
0.04163171350955963,
-0.001993584679439664,
0.0033967497292906046,
-0.0034203953109681606,
0.03180837258696556,
0.06120472028851509,
0.030617263168096542,
0.02708367072045803,
-0.008161000907421112,
0.034327127039432526,
-0.045261066406965256,
0.06618177890777588,
-0.015927819535136223,
-0.03248600661754608,
0.011952400207519531,
0.09845567494630814,
0.03366236388683319,
0.009062075987458229,
0.06262389570474625,
0.043155036866664886,
-0.14916889369487762,
0.003172916127368808,
-0.0018780246609821916,
-0.0802164077758789,
-0.01015691738575697,
0.009027868509292603,
0.07142433524131775,
-0.11082440614700317,
0.021845165640115738,
-0.03326305001974106,
0.07525845617055893,
0.02856520377099514,
0.049190592020750046,
0.0035926310811191797,
-0.021948589012026787,
0.06590604037046432,
-0.04067162424325943,
-0.10163260251283646,
-0.023693885654211044,
-0.04181448742747307,
-0.028526822105050087,
-0.06337562948465347,
0.07940854132175446,
-0.08297958225011826,
0.09479520469903946,
-0.02580873854458332,
-0.021373357623815536,
0.05249712988734245,
0.050383564084768295,
0.03513062372803688,
-0.04986767843365669,
-0.0038854966405779123,
0.07532856613397598,
0.05354958400130272,
-0.07799529284238815,
-0.04939371347427368,
0.028096117079257965,
-0.002074885182082653,
0.01566602662205696,
0.022158997133374214,
-0.06322988867759705,
0.04462568089365959,
0.006497488822788,
0.09390942007303238,
0.047006431967020035,
0.16290609538555145,
0.0037755873054265976,
0.07499465346336365,
-0.02070303075015545,
-0.0390411876142025,
-0.045557476580142975,
-0.03999735042452812,
0.035220615565776825,
0.0015592912677675486,
0.06427525728940964,
-0.07329562306404114,
-0.020181026309728622,
0.10429785400629044,
-0.06312267482280731,
-0.003297621849924326,
0.04788041114807129,
0.04358375817537308,
-0.02651609666645527,
0.050199978053569794,
-4.078394866269264e-8,
0.0991223081946373,
-0.03285607695579529,
-0.0408475361764431,
0.018222615122795105,
0.01166605856269598,
0.016523810103535652,
-0.05605572462081909,
-0.035816531628370285,
-0.09279518574476242,
0.04921630397439003,
0.0007756548002362251,
-0.09922074526548386,
-0.04842621833086014,
-0.028061900287866592,
0.03564847633242607,
0.021180758252739906,
0.00280077219940722,
0.025822576135396957,
-0.018254876136779785,
0.020233264192938805,
0.028398234397172928,
0.026358885690569878,
0.020520571619272232,
0.01827606000006199,
-0.07365535944700241,
0.11331914365291595,
-0.011375746689736843,
-0.05823808163404465,
-0.006965520326048136,
0.04428128898143768,
-0.0398566797375679,
0.01994173228740692,
-0.00010179440141655505,
0.07872410863637924,
-0.08416294306516647,
-0.020663142204284668,
-0.0007754290127195418,
0.059611205011606216,
-0.04583267122507095,
0.04594800993800163,
-0.009404495358467102,
0.06510011851787567,
-0.05850062146782875,
0.027964795008301735,
0.034073606133461,
0.11122848093509674,
-0.0029187118634581566,
-0.026620743796229362,
0.07449639588594437,
0.12037814408540726,
-0.02399425394833088,
0.11810924857854843,
-0.026986408978700638,
-0.008833710104227066,
-0.0499458909034729,
0.06290365755558014,
0.028143638744950294,
-0.11090601235628128,
0.001955025363713503,
-0.017435487359762192,
0.0076835304498672485,
-0.024179812520742416,
-0.0862487331032753,
-0.0188153013586998
] | null | null | null | null | null | null | null |
[
-0.16393518447875977,
-0.0687795951962471,
-0.008254370652139187,
0.039602722972631454,
-0.07841482013463974,
0.0726616382598877,
0.019855156540870667,
-0.05728132277727127,
0.07436870783567429,
-0.06844693422317505,
0.07036636769771576,
-0.09767511487007141,
-0.02532145380973816,
-0.03308993577957153,
-0.018659649416804314,
-0.09792833775281906,
0.02553330548107624,
-0.0008305863011628389,
-0.049966324120759964,
-0.015482691116631031,
-0.05223958566784859,
-0.021018724888563156,
-0.04072355106472969,
0.06764490157365799,
0.0634974017739296,
-0.05164617672562599,
0.059653669595718384,
-0.02211863361299038,
0.04603435844182968,
0.05606976896524429,
0.0570780411362648,
0.005703018046915531,
-0.0624740794301033,
0.0077314372174441814,
0.015526033006608486,
0.0073578390292823315,
0.06224505230784416,
-0.036665719002485275,
0.05982765555381775,
-0.05570932850241661,
0.02192327007651329,
-0.007094877772033215,
-0.03174934908747673,
0.067844457924366,
-0.01534198597073555,
0.09468193352222443,
0.07720962166786194,
-0.05912230536341667,
-0.04687061533331871,
-0.02532540261745453,
-0.006101633887737989,
0.1540098786354065,
-0.00888811331242323,
-0.04069018363952637,
0.03438402712345123,
0.10432479530572891,
0.06250447034835815,
0.0013620085082948208,
-0.00940295122563839,
-0.06997785717248917,
-0.02460983581840992,
-0.03890062868595123,
0.0008933571516536176,
0.07136762142181396,
0.03450298309326172,
-0.0239452812820673,
-0.009336130693554878,
0.058480776846408844,
0.055943310260772705,
0.008404617197811604,
-0.06352774053812027,
0.0016207934822887182,
-0.056665077805519104,
0.026980789378285408,
-0.007565543986856937,
-0.056112539023160934,
0.06796853244304657,
0.004326102789491415,
-0.015752186998724937,
0.0880136638879776,
0.015394682995975018,
-0.017305808141827583,
0.015251987613737583,
-0.007769123185425997,
0.00974995456635952,
-0.0077064004726707935,
-0.019767146557569504,
-0.007508423179388046,
-0.039886608719825745,
-0.040253620594739914,
-0.035727519541978836,
-0.047308340668678284,
-0.0237618125975132,
-0.10213860124349594,
0.037927042692899704,
0.02672993764281273,
0.047250449657440186,
0.01932397298514843,
0.04550826922059059,
0.02036195807158947,
0.05232255160808563,
-0.030677970498800278,
0.02870642952620983,
-0.012010740116238594,
-0.04172743856906891,
-0.03171473741531372,
-0.004532786086201668,
-0.11322914063930511,
-0.07789022475481033,
0.06500041484832764,
0.05720355361700058,
-0.03386853635311127,
0.02339678443968296,
-0.048951465636491776,
-0.008770660497248173,
0.0034980650525540113,
0.0449395477771759,
0.09740814566612244,
0.03353405371308327,
-0.008623323403298855,
-0.057715240865945816,
-0.008921166881918907,
-0.02598007768392563,
0.06598842889070511,
0.0505281537771225,
-0.03222198784351349,
-0.0022596721537411213,
-1.6838519438567557e-33,
-0.015835091471672058,
-0.05294565111398697,
0.010585121810436249,
0.0059030307456851006,
0.048551831394433975,
0.006018472369760275,
0.025151582434773445,
-0.029567763209342957,
-0.039329104125499725,
-0.008677450940012932,
0.0551445372402668,
0.06733542680740356,
0.01638905517756939,
-0.07740996032953262,
-0.035538386553525925,
0.05755157396197319,
-0.08664698153734207,
0.011261350475251675,
0.08011524379253387,
-0.013213726691901684,
0.010342369787395,
0.038406454026699066,
-0.061323393136262894,
0.006640800274908543,
-0.023645548149943352,
0.004397769458591938,
0.04455849900841713,
-0.0641234964132309,
-0.08220408111810684,
-0.03522999957203865,
-0.043230459094047546,
0.03940647467970848,
-0.05062087997794151,
-0.05485100299119949,
0.009397666901350021,
-0.09484337270259857,
-0.08204551786184311,
0.03356698527932167,
-0.1116543710231781,
-0.02553674206137657,
0.007187600713223219,
-0.04487254098057747,
0.007765010464936495,
-0.05065874755382538,
0.043762385845184326,
-0.052044641226530075,
0.05738600715994835,
0.016054794192314148,
0.050009988248348236,
-0.017537886276841164,
0.08491265773773193,
-0.09050432592630386,
-0.0451652854681015,
0.012181311845779419,
0.035613901913166046,
0.049465179443359375,
-0.003484075888991356,
-0.062062446027994156,
-0.03675075247883797,
-0.005976326297968626,
-0.06445348262786865,
-0.010033391416072845,
0.01854556053876877,
-0.022184127941727638,
0.034312985837459564,
-0.045033302158117294,
-0.09788765013217926,
-0.04812917485833168,
0.05648057162761688,
0.033857181668281555,
-0.010672363452613354,
0.04827539622783661,
0.005133001133799553,
-0.009288101457059383,
0.030827993527054787,
0.008663085289299488,
-0.05524321272969246,
0.02486908808350563,
-0.045510612428188324,
0.04143805429339409,
-0.0006757188239134848,
-0.0460064634680748,
0.04693589732050896,
0.0634974017739296,
-0.03064936026930809,
-0.009653579443693161,
-0.11629792302846909,
0.01228676550090313,
0.053563401103019714,
-0.01082493457943201,
-0.050740957260131836,
-0.025607455521821976,
-0.02850806526839733,
0.031668521463871,
-0.0372839979827404,
-1.3153795561025821e-33,
0.00545779662206769,
-0.06079120188951492,
0.0073884883895516396,
0.07137101888656616,
-0.029338769614696503,
0.04727033153176308,
0.008938390761613846,
0.020585797727108,
0.07629507035017014,
0.012020043097436428,
0.01770283281803131,
0.04163171350955963,
-0.001993584679439664,
0.0033967497292906046,
-0.0034203953109681606,
0.03180837258696556,
0.06120472028851509,
0.030617263168096542,
0.02708367072045803,
-0.008161000907421112,
0.034327127039432526,
-0.045261066406965256,
0.06618177890777588,
-0.015927819535136223,
-0.03248600661754608,
0.011952400207519531,
0.09845567494630814,
0.03366236388683319,
0.009062075987458229,
0.06262389570474625,
0.043155036866664886,
-0.14916889369487762,
0.003172916127368808,
-0.0018780246609821916,
-0.0802164077758789,
-0.01015691738575697,
0.009027868509292603,
0.07142433524131775,
-0.11082440614700317,
0.021845165640115738,
-0.03326305001974106,
0.07525845617055893,
0.02856520377099514,
0.049190592020750046,
0.0035926310811191797,
-0.021948589012026787,
0.06590604037046432,
-0.04067162424325943,
-0.10163260251283646,
-0.023693885654211044,
-0.04181448742747307,
-0.028526822105050087,
-0.06337562948465347,
0.07940854132175446,
-0.08297958225011826,
0.09479520469903946,
-0.02580873854458332,
-0.021373357623815536,
0.05249712988734245,
0.050383564084768295,
0.03513062372803688,
-0.04986767843365669,
-0.0038854966405779123,
0.07532856613397598,
0.05354958400130272,
-0.07799529284238815,
-0.04939371347427368,
0.028096117079257965,
-0.002074885182082653,
0.01566602662205696,
0.022158997133374214,
-0.06322988867759705,
0.04462568089365959,
0.006497488822788,
0.09390942007303238,
0.047006431967020035,
0.16290609538555145,
0.0037755873054265976,
0.07499465346336365,
-0.02070303075015545,
-0.0390411876142025,
-0.045557476580142975,
-0.03999735042452812,
0.035220615565776825,
0.0015592912677675486,
0.06427525728940964,
-0.07329562306404114,
-0.020181026309728622,
0.10429785400629044,
-0.06312267482280731,
-0.003297621849924326,
0.04788041114807129,
0.04358375817537308,
-0.02651609666645527,
0.050199978053569794,
-4.078394866269264e-8,
0.0991223081946373,
-0.03285607695579529,
-0.0408475361764431,
0.018222615122795105,
0.01166605856269598,
0.016523810103535652,
-0.05605572462081909,
-0.035816531628370285,
-0.09279518574476242,
0.04921630397439003,
0.0007756548002362251,
-0.09922074526548386,
-0.04842621833086014,
-0.028061900287866592,
0.03564847633242607,
0.021180758252739906,
0.00280077219940722,
0.025822576135396957,
-0.018254876136779785,
0.020233264192938805,
0.028398234397172928,
0.026358885690569878,
0.020520571619272232,
0.01827606000006199,
-0.07365535944700241,
0.11331914365291595,
-0.011375746689736843,
-0.05823808163404465,
-0.006965520326048136,
0.04428128898143768,
-0.0398566797375679,
0.01994173228740692,
-0.00010179440141655505,
0.07872410863637924,
-0.08416294306516647,
-0.020663142204284668,
-0.0007754290127195418,
0.059611205011606216,
-0.04583267122507095,
0.04594800993800163,
-0.009404495358467102,
0.06510011851787567,
-0.05850062146782875,
0.027964795008301735,
0.034073606133461,
0.11122848093509674,
-0.0029187118634581566,
-0.026620743796229362,
0.07449639588594437,
0.12037814408540726,
-0.02399425394833088,
0.11810924857854843,
-0.026986408978700638,
-0.008833710104227066,
-0.0499458909034729,
0.06290365755558014,
0.028143638744950294,
-0.11090601235628128,
0.001955025363713503,
-0.017435487359762192,
0.0076835304498672485,
-0.024179812520742416,
-0.0862487331032753,
-0.0188153013586998
] |
1402.0972
|
Thierry P Berger
|
Thierry P. Berger
|
Construction of dyadic MDS matrices for cryptographic applications
|
This paper has been withdrawn. Indeed, similar results to those
presented in this paper have been obtained in [1]. [1] A. M. Youssef, S.
Mister, and S. E. Tavares, "On the design of linear transformations for
substitution permutation encryption networks," SAC'97, 1997, pp. 40--48
| null | null | null |
cs.CR cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Many recent block ciphers use Maximum Distance Separable (MDS) matrices in
their diffusion layer. The main objective of this operation is to spread as
much as possible the differences between the outputs of nonlinear Sboxes. So
they generally act at nibble or at byte level. The MDS matrices are associated
to MDS codes of ratio 1/2. The most famous example is the MixColumns operation
of the AES block cipher.
In this example, the MDS matrix was carefully chosen to obtain compact and
efficient implementations. However, this MDS matrix is dedicated to 8-bit
words, and is not always adapted to lightweight applications. Recently, several
studies have been devoted to the construction of recursive diffusion layers.
Such a method allows to apply an MDS matrix using an iterative process which
looks like a Feistel network with linear functions instead of nonlinear.
Our approach is quite different. We present a generic construction of
classical MDS matrices that are not recursively computed, but that are strong
symmetric in order to either accelerate their evaluation with a minimal number
of look-up tables, or to perform this evaluation with a minimal number of gates
in a circuit. We call this particular kind of matrices "dyadic matrices", since
they are related to dyadic codes. We study some basic properties of such
matrices. We introduce a generic construction of involutive dyadic MDS matrices
from Reed Solomon codes. Finally, we discuss the implementation aspects of
these dyadic MDS matrices in order to build efficient block ciphers.
|
[
{
"created": "Wed, 5 Feb 2014 08:48:48 GMT",
"version": "v1"
},
{
"created": "Wed, 5 Mar 2014 18:12:25 GMT",
"version": "v2"
}
] |
2014-03-06
|
[
[
"Berger",
"Thierry P.",
""
]
] |
[
-0.09056560695171356,
-0.012796861119568348,
-0.11445316672325134,
-0.06244850158691406,
-0.051469672471284866,
-0.07603373378515244,
-0.04799118638038635,
-0.032882049679756165,
0.02055051177740097,
-0.012289969250559807,
-0.00815203133970499,
0.05552302673459053,
0.04418826103210449,
0.024923186749219894,
-0.025567330420017242,
-0.031075049191713333,
-0.019230753183364868,
0.04762192815542221,
-0.027715269476175308,
-0.0018244473030790687,
-0.03336618095636368,
-0.044001225382089615,
-0.04099288955330849,
-0.014223613776266575,
-0.017931044101715088,
0.12143246829509735,
0.0189340990036726,
-0.02972676232457161,
-0.03474545478820801,
-0.03398442268371582,
0.11180146038532257,
-0.003148311050608754,
0.07013534754514694,
0.0038518221117556095,
-0.06549497693777084,
0.08101966232061386,
0.03738587722182274,
0.033910732716321945,
-0.0002576966071501374,
-0.027567388489842415,
-0.10620870441198349,
0.06004493311047554,
0.04839227348566055,
0.027614664286375046,
-0.002657284028828144,
-0.10221277177333832,
-0.02350342459976673,
0.021577171981334686,
-0.017684150487184525,
-0.048535484820604324,
-0.02784315124154091,
0.04014478623867035,
-0.02761148288846016,
0.12046608328819275,
-0.04060781002044678,
-0.08385305106639862,
-0.039458680897951126,
-0.025089168921113014,
-0.04671335220336914,
-0.03711910545825958,
-0.03355541080236435,
0.00009847628098214045,
0.006676098331809044,
0.0189835112541914,
-0.04604208841919899,
0.04914838820695877,
-0.014672967605292797,
0.010695287957787514,
-0.009467056021094322,
0.06563714891672134,
-0.038433995097875595,
-0.00012178053293609992,
-0.06443656980991364,
0.08707807958126068,
-0.02264879271388054,
0.0407770499587059,
0.07652856409549713,
-0.03806093707680702,
-0.001737159793265164,
-0.004601505119353533,
-0.038557544350624084,
-0.015196578577160835,
0.03939693793654442,
-0.021591641008853912,
0.028217367827892303,
-0.04984943941235542,
-0.026320479810237885,
-0.017008963972330093,
0.04301910474896431,
-0.018568292260169983,
0.04068544879555702,
0.016426043584942818,
-0.003924096934497356,
-0.04497888684272766,
0.06786898523569107,
-0.049068696796894073,
-0.05573777109384537,
0.013498018495738506,
-0.006968403700739145,
0.0735367089509964,
0.01102172676473856,
-0.004327982664108276,
-0.09455651044845581,
-0.06515441089868546,
-0.04026910290122032,
0.06998161971569061,
0.02191629260778427,
0.02949930913746357,
-0.031010637059807777,
-0.11374511569738388,
-0.015702227130532265,
0.055733051151037216,
-0.03290475532412529,
-0.015553559176623821,
-0.008305198512971401,
-0.06019987910985947,
-0.010062772780656815,
-0.0036033978685736656,
0.08631467819213867,
0.06830648332834244,
0.007747097406536341,
0.03340102732181549,
-0.0569169819355011,
0.004065155982971191,
0.01018745731562376,
-0.03358598053455353,
-0.04779352992773056,
4.607310159607127e-34,
-0.04658074304461479,
0.07909033447504044,
-0.03797069191932678,
0.053435374051332474,
0.07661422342061996,
0.002015989739447832,
0.061093058437108994,
-0.009664800018072128,
-0.012970210053026676,
0.04415731504559517,
-0.04129965230822563,
0.04339422285556793,
0.0050060260109603405,
0.007920156233012676,
0.050913870334625244,
-0.03703194111585617,
0.09127970784902573,
-0.042244814336299896,
0.012521480210125446,
-0.07845999300479889,
0.0323985293507576,
0.011214117519557476,
0.04932017624378204,
-0.02116997167468071,
0.032374922186136246,
-0.007467322517186403,
0.0590631477534771,
-0.09584952145814896,
0.034285467118024826,
0.037380605936050415,
-0.10045774281024933,
-0.044035106897354126,
-0.04180275276303291,
0.01680503599345684,
0.02885170839726925,
0.05531155690550804,
0.006191621068865061,
-0.024421952664852142,
0.08261177688837051,
-0.08604144304990768,
-0.010109536349773407,
-0.02553640492260456,
-0.05322223901748657,
-0.014055987820029259,
-0.0647202581167221,
0.04211452230811119,
-0.06135119870305061,
0.03321985527873039,
0.026120133697986603,
-0.023225674405694008,
0.10391063243150711,
-0.043400947004556656,
-0.06458749622106552,
-0.006229684688150883,
0.05850861221551895,
-0.052967581897974014,
0.030685266479849815,
0.02132299542427063,
0.11217925697565079,
0.2133628875017166,
0.0061517395079135895,
-0.029354441910982132,
-0.04765918105840683,
-0.00825884286314249,
0.028994442895054817,
-0.021103056147694588,
0.031074587255716324,
-0.00027142366161569953,
-0.028985438868403435,
-0.0077349296770989895,
-0.014042932540178299,
0.016964325681328773,
0.05618405342102051,
-0.052358392626047134,
0.0490584522485733,
-0.03744117170572281,
0.03329966589808464,
-0.11866403371095657,
0.049485739320516586,
-0.04481612890958786,
-0.040996357798576355,
0.062459323555231094,
-0.019326508045196533,
0.0007345461053773761,
-0.07036082446575165,
-0.042326670140028,
-0.06655777990818024,
-0.031201357021927834,
-0.07559531927108765,
-0.06297622621059418,
-0.07263459265232086,
-0.08378388732671738,
0.06640911102294922,
-0.07682719081640244,
0.018075579777359962,
-2.552249313881682e-33,
-0.05588904768228531,
-0.045031946152448654,
0.01452712807804346,
0.059402089565992355,
-0.041034240275621414,
-0.09191489219665527,
0.04426437243819237,
0.05999358370900154,
0.0930175930261612,
0.09107336401939392,
-0.08504893630743027,
-0.02115626633167267,
0.012884870171546936,
-0.020573969930410385,
0.08783374726772308,
-0.016388678923249245,
0.009152102284133434,
0.022219887003302574,
0.049345217645168304,
0.024475136771798134,
-0.010072660632431507,
0.10342056304216385,
-0.013965400867164135,
0.05308302491903305,
0.00790505763143301,
0.0401824451982975,
-0.07176275551319122,
0.11170971393585205,
0.10568563640117645,
0.016011878848075867,
-0.04480767995119095,
-0.022921422496438026,
0.008250225335359573,
-0.04736485704779625,
-0.030246887356042862,
0.09430927783250809,
0.002022682223469019,
0.037291958928108215,
-0.006319249048829079,
-0.026368755847215652,
0.04772264137864113,
-0.02247345633804798,
-0.00836158823221922,
0.02427447773516178,
0.012047218158841133,
-0.05082754045724869,
-0.0962856188416481,
0.06663165241479874,
0.011665340512990952,
-0.01888113096356392,
0.03069840557873249,
0.035673774778842926,
-0.005660287570208311,
0.08861131966114044,
0.016313858330249786,
-0.018690481781959534,
-0.13133712112903595,
0.017769156023859978,
0.05618145689368248,
-0.005723491311073303,
-0.04023938626050949,
-0.05159812793135643,
0.05537470057606697,
-0.015329978428781033,
0.02119484171271324,
-0.006477754097431898,
-0.08416564762592316,
0.0009605642990209162,
-0.0659133717417717,
0.11166659742593765,
0.023273400962352753,
-0.019072670489549637,
0.010240831412374973,
-0.0004952960880473256,
0.021955324336886406,
-0.07429101318120956,
0.007610419299453497,
-0.05433085188269615,
0.018428200855851173,
0.07096339762210846,
-0.010666378773748875,
0.06557101011276245,
-0.047709833830595016,
-0.060289885848760605,
0.07750225067138672,
-0.032822489738464355,
0.0842919796705246,
-0.058600135147571564,
0.025743428617715836,
-0.03249746188521385,
0.04170010983943939,
-0.036171071231365204,
0.08611875027418137,
0.025126516819000244,
-0.008371456526219845,
-4.699656130924268e-8,
-0.06339190155267715,
-0.009368057362735271,
-0.023935241624712944,
-0.011162985116243362,
0.06480614840984344,
-0.05918247997760773,
0.04309834912419319,
0.011508235707879066,
0.02063782699406147,
-0.06785746663808823,
0.1320468783378601,
-0.037746232002973557,
-0.014624043367803097,
0.0011914895148947835,
-0.06770078837871552,
0.09510333836078644,
-0.03027457185089588,
-0.08883999288082123,
0.023519771173596382,
-0.022927310317754745,
0.0032010211143642664,
0.08240996301174164,
-0.03316011279821396,
0.046469420194625854,
0.02621852047741413,
0.009675324894487858,
-0.10069295763969421,
-0.07723569869995117,
0.07065942883491516,
0.02641681395471096,
0.0035351549740880728,
-0.0005469974130392075,
0.08783203363418579,
0.026926055550575256,
0.015048670582473278,
0.019189245998859406,
-0.007826348766684532,
0.009946501813828945,
-0.026542112231254578,
-0.01771891675889492,
0.02169317565858364,
-0.013565119355916977,
0.014675118960440159,
0.03577282652258873,
-0.03045431151986122,
-0.08138559013605118,
-0.04487466439604759,
0.07976323366165161,
-0.02459852769970894,
0.016140149906277657,
0.024791046977043152,
-0.008180833421647549,
-0.03698626533150673,
-0.01596849411725998,
-0.02224588766694069,
-0.03437202796339989,
-0.006133312359452248,
-0.09584526717662811,
0.09306412935256958,
0.04737346991896629,
0.003683805000036955,
0.06949077546596527,
0.030424578115344048,
0.03451327234506607
] | null | null | null | null | null | null | null |
[
-0.09056560695171356,
-0.012796861119568348,
-0.11445316672325134,
-0.06244850158691406,
-0.051469672471284866,
-0.07603373378515244,
-0.04799118638038635,
-0.032882049679756165,
0.02055051177740097,
-0.012289969250559807,
-0.00815203133970499,
0.05552302673459053,
0.04418826103210449,
0.024923186749219894,
-0.025567330420017242,
-0.031075049191713333,
-0.019230753183364868,
0.04762192815542221,
-0.027715269476175308,
-0.0018244473030790687,
-0.03336618095636368,
-0.044001225382089615,
-0.04099288955330849,
-0.014223613776266575,
-0.017931044101715088,
0.12143246829509735,
0.0189340990036726,
-0.02972676232457161,
-0.03474545478820801,
-0.03398442268371582,
0.11180146038532257,
-0.003148311050608754,
0.07013534754514694,
0.0038518221117556095,
-0.06549497693777084,
0.08101966232061386,
0.03738587722182274,
0.033910732716321945,
-0.0002576966071501374,
-0.027567388489842415,
-0.10620870441198349,
0.06004493311047554,
0.04839227348566055,
0.027614664286375046,
-0.002657284028828144,
-0.10221277177333832,
-0.02350342459976673,
0.021577171981334686,
-0.017684150487184525,
-0.048535484820604324,
-0.02784315124154091,
0.04014478623867035,
-0.02761148288846016,
0.12046608328819275,
-0.04060781002044678,
-0.08385305106639862,
-0.039458680897951126,
-0.025089168921113014,
-0.04671335220336914,
-0.03711910545825958,
-0.03355541080236435,
0.00009847628098214045,
0.006676098331809044,
0.0189835112541914,
-0.04604208841919899,
0.04914838820695877,
-0.014672967605292797,
0.010695287957787514,
-0.009467056021094322,
0.06563714891672134,
-0.038433995097875595,
-0.00012178053293609992,
-0.06443656980991364,
0.08707807958126068,
-0.02264879271388054,
0.0407770499587059,
0.07652856409549713,
-0.03806093707680702,
-0.001737159793265164,
-0.004601505119353533,
-0.038557544350624084,
-0.015196578577160835,
0.03939693793654442,
-0.021591641008853912,
0.028217367827892303,
-0.04984943941235542,
-0.026320479810237885,
-0.017008963972330093,
0.04301910474896431,
-0.018568292260169983,
0.04068544879555702,
0.016426043584942818,
-0.003924096934497356,
-0.04497888684272766,
0.06786898523569107,
-0.049068696796894073,
-0.05573777109384537,
0.013498018495738506,
-0.006968403700739145,
0.0735367089509964,
0.01102172676473856,
-0.004327982664108276,
-0.09455651044845581,
-0.06515441089868546,
-0.04026910290122032,
0.06998161971569061,
0.02191629260778427,
0.02949930913746357,
-0.031010637059807777,
-0.11374511569738388,
-0.015702227130532265,
0.055733051151037216,
-0.03290475532412529,
-0.015553559176623821,
-0.008305198512971401,
-0.06019987910985947,
-0.010062772780656815,
-0.0036033978685736656,
0.08631467819213867,
0.06830648332834244,
0.007747097406536341,
0.03340102732181549,
-0.0569169819355011,
0.004065155982971191,
0.01018745731562376,
-0.03358598053455353,
-0.04779352992773056,
4.607310159607127e-34,
-0.04658074304461479,
0.07909033447504044,
-0.03797069191932678,
0.053435374051332474,
0.07661422342061996,
0.002015989739447832,
0.061093058437108994,
-0.009664800018072128,
-0.012970210053026676,
0.04415731504559517,
-0.04129965230822563,
0.04339422285556793,
0.0050060260109603405,
0.007920156233012676,
0.050913870334625244,
-0.03703194111585617,
0.09127970784902573,
-0.042244814336299896,
0.012521480210125446,
-0.07845999300479889,
0.0323985293507576,
0.011214117519557476,
0.04932017624378204,
-0.02116997167468071,
0.032374922186136246,
-0.007467322517186403,
0.0590631477534771,
-0.09584952145814896,
0.034285467118024826,
0.037380605936050415,
-0.10045774281024933,
-0.044035106897354126,
-0.04180275276303291,
0.01680503599345684,
0.02885170839726925,
0.05531155690550804,
0.006191621068865061,
-0.024421952664852142,
0.08261177688837051,
-0.08604144304990768,
-0.010109536349773407,
-0.02553640492260456,
-0.05322223901748657,
-0.014055987820029259,
-0.0647202581167221,
0.04211452230811119,
-0.06135119870305061,
0.03321985527873039,
0.026120133697986603,
-0.023225674405694008,
0.10391063243150711,
-0.043400947004556656,
-0.06458749622106552,
-0.006229684688150883,
0.05850861221551895,
-0.052967581897974014,
0.030685266479849815,
0.02132299542427063,
0.11217925697565079,
0.2133628875017166,
0.0061517395079135895,
-0.029354441910982132,
-0.04765918105840683,
-0.00825884286314249,
0.028994442895054817,
-0.021103056147694588,
0.031074587255716324,
-0.00027142366161569953,
-0.028985438868403435,
-0.0077349296770989895,
-0.014042932540178299,
0.016964325681328773,
0.05618405342102051,
-0.052358392626047134,
0.0490584522485733,
-0.03744117170572281,
0.03329966589808464,
-0.11866403371095657,
0.049485739320516586,
-0.04481612890958786,
-0.040996357798576355,
0.062459323555231094,
-0.019326508045196533,
0.0007345461053773761,
-0.07036082446575165,
-0.042326670140028,
-0.06655777990818024,
-0.031201357021927834,
-0.07559531927108765,
-0.06297622621059418,
-0.07263459265232086,
-0.08378388732671738,
0.06640911102294922,
-0.07682719081640244,
0.018075579777359962,
-2.552249313881682e-33,
-0.05588904768228531,
-0.045031946152448654,
0.01452712807804346,
0.059402089565992355,
-0.041034240275621414,
-0.09191489219665527,
0.04426437243819237,
0.05999358370900154,
0.0930175930261612,
0.09107336401939392,
-0.08504893630743027,
-0.02115626633167267,
0.012884870171546936,
-0.020573969930410385,
0.08783374726772308,
-0.016388678923249245,
0.009152102284133434,
0.022219887003302574,
0.049345217645168304,
0.024475136771798134,
-0.010072660632431507,
0.10342056304216385,
-0.013965400867164135,
0.05308302491903305,
0.00790505763143301,
0.0401824451982975,
-0.07176275551319122,
0.11170971393585205,
0.10568563640117645,
0.016011878848075867,
-0.04480767995119095,
-0.022921422496438026,
0.008250225335359573,
-0.04736485704779625,
-0.030246887356042862,
0.09430927783250809,
0.002022682223469019,
0.037291958928108215,
-0.006319249048829079,
-0.026368755847215652,
0.04772264137864113,
-0.02247345633804798,
-0.00836158823221922,
0.02427447773516178,
0.012047218158841133,
-0.05082754045724869,
-0.0962856188416481,
0.06663165241479874,
0.011665340512990952,
-0.01888113096356392,
0.03069840557873249,
0.035673774778842926,
-0.005660287570208311,
0.08861131966114044,
0.016313858330249786,
-0.018690481781959534,
-0.13133712112903595,
0.017769156023859978,
0.05618145689368248,
-0.005723491311073303,
-0.04023938626050949,
-0.05159812793135643,
0.05537470057606697,
-0.015329978428781033,
0.02119484171271324,
-0.006477754097431898,
-0.08416564762592316,
0.0009605642990209162,
-0.0659133717417717,
0.11166659742593765,
0.023273400962352753,
-0.019072670489549637,
0.010240831412374973,
-0.0004952960880473256,
0.021955324336886406,
-0.07429101318120956,
0.007610419299453497,
-0.05433085188269615,
0.018428200855851173,
0.07096339762210846,
-0.010666378773748875,
0.06557101011276245,
-0.047709833830595016,
-0.060289885848760605,
0.07750225067138672,
-0.032822489738464355,
0.0842919796705246,
-0.058600135147571564,
0.025743428617715836,
-0.03249746188521385,
0.04170010983943939,
-0.036171071231365204,
0.08611875027418137,
0.025126516819000244,
-0.008371456526219845,
-4.699656130924268e-8,
-0.06339190155267715,
-0.009368057362735271,
-0.023935241624712944,
-0.011162985116243362,
0.06480614840984344,
-0.05918247997760773,
0.04309834912419319,
0.011508235707879066,
0.02063782699406147,
-0.06785746663808823,
0.1320468783378601,
-0.037746232002973557,
-0.014624043367803097,
0.0011914895148947835,
-0.06770078837871552,
0.09510333836078644,
-0.03027457185089588,
-0.08883999288082123,
0.023519771173596382,
-0.022927310317754745,
0.0032010211143642664,
0.08240996301174164,
-0.03316011279821396,
0.046469420194625854,
0.02621852047741413,
0.009675324894487858,
-0.10069295763969421,
-0.07723569869995117,
0.07065942883491516,
0.02641681395471096,
0.0035351549740880728,
-0.0005469974130392075,
0.08783203363418579,
0.026926055550575256,
0.015048670582473278,
0.019189245998859406,
-0.007826348766684532,
0.009946501813828945,
-0.026542112231254578,
-0.01771891675889492,
0.02169317565858364,
-0.013565119355916977,
0.014675118960440159,
0.03577282652258873,
-0.03045431151986122,
-0.08138559013605118,
-0.04487466439604759,
0.07976323366165161,
-0.02459852769970894,
0.016140149906277657,
0.024791046977043152,
-0.008180833421647549,
-0.03698626533150673,
-0.01596849411725998,
-0.02224588766694069,
-0.03437202796339989,
-0.006133312359452248,
-0.09584526717662811,
0.09306412935256958,
0.04737346991896629,
0.003683805000036955,
0.06949077546596527,
0.030424578115344048,
0.03451327234506607
] |
1402.0978
|
Ali Zarezade
|
Ali Zarezade, Hamid R. Rabiee, Ali Soltani-Farani, Ahmad Khajenezhad
|
Patchwise Joint Sparse Tracking with Occlusion Detection
| null | null |
10.1109/TIP.2014.2346029
| null |
cs.CV
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper presents a robust tracking approach to handle challenges such as
occlusion and appearance change. Here, the target is partitioned into a number
of patches. Then, the appearance of each patch is modeled using a dictionary
composed of corresponding target patches in previous frames. In each frame, the
target is found among a set of candidates generated by a particle filter, via a
likelihood measure that is shown to be proportional to the sum of
patch-reconstruction errors of each candidate. Since the target's appearance
often changes slowly in a video sequence, it is assumed that the target in the
current frame and the best candidates of a small number of previous frames,
belong to a common subspace. This is imposed using joint sparse representation
to enforce the target and previous best candidates to have a common sparsity
pattern. Moreover, an occlusion detection scheme is proposed that uses
patch-reconstruction errors and a prior probability of occlusion, extracted
from an adaptive Markov chain, to calculate the probability of occlusion per
patch. In each frame, occluded patches are excluded when updating the
dictionary. Extensive experimental results on several challenging sequences
shows that the proposed method outperforms state-of-the-art trackers.
|
[
{
"created": "Wed, 5 Feb 2014 09:08:11 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Zarezade",
"Ali",
""
],
[
"Rabiee",
"Hamid R.",
""
],
[
"Soltani-Farani",
"Ali",
""
],
[
"Khajenezhad",
"Ahmad",
""
]
] |
[
-0.029115930199623108,
-0.06087421253323555,
0.005527901463210583,
-0.009876570664346218,
0.14097411930561066,
0.06116442382335663,
0.02246607467532158,
-0.09893351048231125,
0.012437188066542149,
-0.08760914206504822,
0.004947653505951166,
-0.009522807784378529,
0.031034203246235847,
0.013218440115451813,
-0.048026442527770996,
-0.04382171854376793,
0.06261403858661652,
0.09644099324941635,
-0.023366320878267288,
-0.06368213891983032,
-0.024859119206666946,
-0.07002893835306168,
0.033775102347135544,
-0.01013285294175148,
-0.012223754078149796,
0.05833455175161362,
0.02707873471081257,
-0.028881238773465157,
-0.04540884867310524,
-0.02682257816195488,
0.029689623042941093,
0.01127534918487072,
-0.005229486618191004,
-0.025916291400790215,
0.009354637004435062,
-0.05208425223827362,
-0.04853736609220505,
0.08424510061740875,
-0.04754379019141197,
0.019929075613617897,
-0.05424484610557556,
0.08645116537809372,
-0.060501135885715485,
-0.014739385806024075,
0.05952748283743858,
0.05341256782412529,
0.06773970276117325,
-0.054184067994356155,
0.06333832442760468,
-0.008923904038965702,
-0.005353397689759731,
-0.01779927685856819,
0.02051779069006443,
0.004255084786564112,
-0.024928148835897446,
-0.03310033306479454,
-0.005472573917359114,
-0.06606850773096085,
0.04255780205130577,
0.014758452773094177,
-0.0017645468469709158,
-0.06670192629098892,
0.04446858912706375,
0.021544136106967926,
0.01713801920413971,
-0.04040012136101723,
0.026936784386634827,
-0.008666230365633965,
0.03798658400774002,
0.0740436464548111,
-0.10164707154035568,
0.0969260036945343,
0.07153239101171494,
0.019469784572720528,
-0.05411700904369354,
0.0041863578371703625,
-0.03194437548518181,
-0.03876999393105507,
0.048159632831811905,
-0.0024815129581838846,
0.05308210477232933,
-0.09445708245038986,
0.0012468502391129732,
-0.0020344508811831474,
0.05988713726401329,
-0.015294755809009075,
-0.027979345992207527,
0.02899150550365448,
0.035023704171180725,
0.0005698703462257981,
-0.11321591585874557,
-0.028674134984612465,
0.06763201206922531,
-0.01265003252774477,
0.011816413141787052,
-0.02909274399280548,
0.04951656609773636,
0.05804606154561043,
0.08731471747159958,
0.09531375765800476,
0.03811175376176834,
-0.07404505461454391,
0.006528396159410477,
0.05373026058077812,
0.04060457646846771,
0.030163172632455826,
0.011738250032067299,
0.053790681064128876,
0.05464436113834381,
-0.047875773161649704,
0.0505974143743515,
0.00833746138960123,
0.006628348957747221,
0.01120605319738388,
0.03941381722688675,
-0.015542426146566868,
0.05783452093601227,
-0.016838958486914635,
-0.060694582760334015,
0.033546533435583115,
0.06490873545408249,
-0.058198656886816025,
0.034354664385318756,
-0.026643259450793266,
0.04926955699920654,
0.04456038773059845,
0.042984772473573685,
2.0899756911742556e-33,
0.10291942954063416,
0.03991476446390152,
-0.021302221342921257,
-0.0374787338078022,
0.026233486831188202,
0.06133865565061569,
0.08268438279628754,
0.01879959926009178,
-0.004102570470422506,
-0.03544333949685097,
0.02857108786702156,
-0.053050655871629715,
-0.048136208206415176,
0.054071567952632904,
-0.025654539465904236,
-0.05486048012971878,
-0.01891438476741314,
0.0770014077425003,
-0.03812788054347038,
0.06228872761130333,
-0.05332602560520172,
-0.044650908559560776,
-0.04019404575228691,
-0.0667186975479126,
0.0008787842816673219,
0.01111487578600645,
0.055892929434776306,
-0.06204698234796524,
-0.012963107787072659,
-0.00623673340305686,
-0.00048487860476598144,
0.02160494402050972,
0.04698990285396576,
0.0453474260866642,
0.03486671671271324,
-0.06002803146839142,
-0.01799905113875866,
-0.05227537080645561,
0.05859799310564995,
-0.04743291810154915,
-0.025896448642015457,
0.027056239545345306,
-0.045240726321935654,
-0.13410839438438416,
-0.10146455466747284,
0.011561269871890545,
0.05426756665110588,
0.07310768961906433,
-0.10782492905855179,
0.023309214040637016,
0.07094691693782806,
-0.016277382150292397,
-0.06420470774173737,
-0.056832246482372284,
-0.06702543050050735,
-0.009423772804439068,
-0.028183044865727425,
-0.06353740394115448,
0.014410187490284443,
0.01785256527364254,
0.0352395735681057,
0.039368148893117905,
-0.02134677581489086,
-0.0006554070278070867,
0.030292607843875885,
-0.02936716005206108,
0.06967286020517349,
0.05564429238438606,
-0.0269630029797554,
0.07556803524494171,
-0.0024338332004845142,
0.051878172904253006,
-0.06593704223632812,
-0.006430298555642366,
0.034280162304639816,
0.010157065466046333,
0.038266997784376144,
0.08181449770927429,
-0.0670185312628746,
0.006181272678077221,
-0.06177068501710892,
-0.07563282549381256,
0.005176020786166191,
-0.08185792714357376,
-0.06917490810155869,
0.00921774934977293,
-0.0023295653518289328,
-0.015398722141981125,
-0.03658153489232063,
-0.07012226432561874,
0.08951660990715027,
-0.02585279941558838,
-0.03659757226705551,
-0.008042098954319954,
0.060205839574337006,
-1.2413248813687165e-33,
0.04467502608895302,
0.095210000872612,
0.09176911413669586,
-0.02449672296643257,
0.005507037043571472,
-0.037330303341150284,
0.006043757777661085,
0.03435354307293892,
0.07211960107088089,
-0.037207841873168945,
-0.13312312960624695,
-0.07484667748212814,
-0.013801271095871925,
-0.004139394499361515,
-0.05683232843875885,
0.026219207793474197,
-0.08589581400156021,
-0.00895064976066351,
-0.052009496837854385,
-0.034636955708265305,
-0.015923960134387016,
-0.01799614541232586,
-0.01856265962123871,
-0.04957398399710655,
-0.03887047991156578,
0.08305272459983826,
0.07285625487565994,
-0.01154567115008831,
0.04145384207367897,
-0.0827098861336708,
0.04912564158439636,
-0.01051737554371357,
-0.06463748216629028,
-0.006323948502540588,
-0.04239631071686745,
0.02984205260872841,
0.013438793830573559,
0.015861188992857933,
-0.02675737254321575,
0.04178272932767868,
-0.0003139960172120482,
0.054404787719249725,
-0.05319884419441223,
0.02129174768924713,
0.011140214279294014,
-0.05535989627242088,
-0.022602763026952744,
0.08736732602119446,
-0.001530989189632237,
-0.0016406264621764421,
-0.1023939996957779,
0.0222319383174181,
-0.06108266860246658,
0.02311495691537857,
-0.04601256176829338,
0.02177433669567108,
-0.10831810534000397,
0.027253801003098488,
0.007664040196686983,
-0.03217044100165367,
-0.03393413871526718,
0.01871350035071373,
-0.06809639185667038,
0.025558697059750557,
0.055345166474580765,
0.06906414031982422,
-0.025209276005625725,
0.01332326140254736,
-0.05423104017972946,
0.0432252399623394,
0.019656125456094742,
-0.00032573589123785496,
0.006784707307815552,
-0.011047124862670898,
0.048734623938798904,
-0.03437059745192528,
-0.013164583593606949,
-0.012601971626281738,
0.06561091542243958,
0.06197751685976982,
-0.05664024129509926,
-0.08499825745820999,
0.061611294746398926,
-0.014023873023688793,
0.020058663561940193,
0.14284469187259674,
0.020806005224585533,
0.01660008355975151,
0.04938913509249687,
-0.006368562113493681,
-0.0484786331653595,
0.03238807991147041,
0.039191387593746185,
0.006946998182684183,
-0.012189582921564579,
-4.578540213628912e-8,
-0.11360020190477371,
0.03082938678562641,
-0.11187011748552322,
-0.05844295769929886,
-0.0017643180908635259,
-0.013203661888837814,
0.07481549680233002,
0.05473390966653824,
0.013009922578930855,
-0.09616397321224213,
0.06051090732216835,
-0.009037738665938377,
-0.011757218278944492,
-0.019757816568017006,
-0.07358211278915405,
0.025489799678325653,
-0.05722091346979141,
0.046786870807409286,
-0.04163871705532074,
0.11985301971435547,
-0.03216329962015152,
0.017517369240522385,
-0.02124854177236557,
0.08787350356578827,
-0.03237563744187355,
-0.0056757316924631596,
0.07836679369211197,
0.08799895644187927,
0.09013102948665619,
0.003441836452111602,
-0.07518002390861511,
0.03754758462309837,
0.06905955821275711,
-0.07370733469724655,
0.03774973750114441,
-0.008510170504450798,
0.02463592030107975,
-0.03762536868453026,
0.010263010859489441,
-0.0035340955946594477,
-0.04316331446170807,
0.015722887590527534,
0.05227725952863693,
0.010856482200324535,
0.038994431495666504,
0.056356944143772125,
-0.01981145516037941,
-0.1439814269542694,
0.021804988384246826,
-0.0992693230509758,
0.05257385969161987,
-0.027013689279556274,
-0.00565470103174448,
0.10070139914751053,
0.03232913464307785,
0.01592952199280262,
0.06754991412162781,
-0.06168238818645477,
0.10818174481391907,
0.03283588960766792,
-0.07426130771636963,
-0.016022058203816414,
0.04117194935679436,
0.06593228876590729
] | null | null | null | null | null | null | null |
[
-0.029115930199623108,
-0.06087421253323555,
0.005527901463210583,
-0.009876570664346218,
0.14097411930561066,
0.06116442382335663,
0.02246607467532158,
-0.09893351048231125,
0.012437188066542149,
-0.08760914206504822,
0.004947653505951166,
-0.009522807784378529,
0.031034203246235847,
0.013218440115451813,
-0.048026442527770996,
-0.04382171854376793,
0.06261403858661652,
0.09644099324941635,
-0.023366320878267288,
-0.06368213891983032,
-0.024859119206666946,
-0.07002893835306168,
0.033775102347135544,
-0.01013285294175148,
-0.012223754078149796,
0.05833455175161362,
0.02707873471081257,
-0.028881238773465157,
-0.04540884867310524,
-0.02682257816195488,
0.029689623042941093,
0.01127534918487072,
-0.005229486618191004,
-0.025916291400790215,
0.009354637004435062,
-0.05208425223827362,
-0.04853736609220505,
0.08424510061740875,
-0.04754379019141197,
0.019929075613617897,
-0.05424484610557556,
0.08645116537809372,
-0.060501135885715485,
-0.014739385806024075,
0.05952748283743858,
0.05341256782412529,
0.06773970276117325,
-0.054184067994356155,
0.06333832442760468,
-0.008923904038965702,
-0.005353397689759731,
-0.01779927685856819,
0.02051779069006443,
0.004255084786564112,
-0.024928148835897446,
-0.03310033306479454,
-0.005472573917359114,
-0.06606850773096085,
0.04255780205130577,
0.014758452773094177,
-0.0017645468469709158,
-0.06670192629098892,
0.04446858912706375,
0.021544136106967926,
0.01713801920413971,
-0.04040012136101723,
0.026936784386634827,
-0.008666230365633965,
0.03798658400774002,
0.0740436464548111,
-0.10164707154035568,
0.0969260036945343,
0.07153239101171494,
0.019469784572720528,
-0.05411700904369354,
0.0041863578371703625,
-0.03194437548518181,
-0.03876999393105507,
0.048159632831811905,
-0.0024815129581838846,
0.05308210477232933,
-0.09445708245038986,
0.0012468502391129732,
-0.0020344508811831474,
0.05988713726401329,
-0.015294755809009075,
-0.027979345992207527,
0.02899150550365448,
0.035023704171180725,
0.0005698703462257981,
-0.11321591585874557,
-0.028674134984612465,
0.06763201206922531,
-0.01265003252774477,
0.011816413141787052,
-0.02909274399280548,
0.04951656609773636,
0.05804606154561043,
0.08731471747159958,
0.09531375765800476,
0.03811175376176834,
-0.07404505461454391,
0.006528396159410477,
0.05373026058077812,
0.04060457646846771,
0.030163172632455826,
0.011738250032067299,
0.053790681064128876,
0.05464436113834381,
-0.047875773161649704,
0.0505974143743515,
0.00833746138960123,
0.006628348957747221,
0.01120605319738388,
0.03941381722688675,
-0.015542426146566868,
0.05783452093601227,
-0.016838958486914635,
-0.060694582760334015,
0.033546533435583115,
0.06490873545408249,
-0.058198656886816025,
0.034354664385318756,
-0.026643259450793266,
0.04926955699920654,
0.04456038773059845,
0.042984772473573685,
2.0899756911742556e-33,
0.10291942954063416,
0.03991476446390152,
-0.021302221342921257,
-0.0374787338078022,
0.026233486831188202,
0.06133865565061569,
0.08268438279628754,
0.01879959926009178,
-0.004102570470422506,
-0.03544333949685097,
0.02857108786702156,
-0.053050655871629715,
-0.048136208206415176,
0.054071567952632904,
-0.025654539465904236,
-0.05486048012971878,
-0.01891438476741314,
0.0770014077425003,
-0.03812788054347038,
0.06228872761130333,
-0.05332602560520172,
-0.044650908559560776,
-0.04019404575228691,
-0.0667186975479126,
0.0008787842816673219,
0.01111487578600645,
0.055892929434776306,
-0.06204698234796524,
-0.012963107787072659,
-0.00623673340305686,
-0.00048487860476598144,
0.02160494402050972,
0.04698990285396576,
0.0453474260866642,
0.03486671671271324,
-0.06002803146839142,
-0.01799905113875866,
-0.05227537080645561,
0.05859799310564995,
-0.04743291810154915,
-0.025896448642015457,
0.027056239545345306,
-0.045240726321935654,
-0.13410839438438416,
-0.10146455466747284,
0.011561269871890545,
0.05426756665110588,
0.07310768961906433,
-0.10782492905855179,
0.023309214040637016,
0.07094691693782806,
-0.016277382150292397,
-0.06420470774173737,
-0.056832246482372284,
-0.06702543050050735,
-0.009423772804439068,
-0.028183044865727425,
-0.06353740394115448,
0.014410187490284443,
0.01785256527364254,
0.0352395735681057,
0.039368148893117905,
-0.02134677581489086,
-0.0006554070278070867,
0.030292607843875885,
-0.02936716005206108,
0.06967286020517349,
0.05564429238438606,
-0.0269630029797554,
0.07556803524494171,
-0.0024338332004845142,
0.051878172904253006,
-0.06593704223632812,
-0.006430298555642366,
0.034280162304639816,
0.010157065466046333,
0.038266997784376144,
0.08181449770927429,
-0.0670185312628746,
0.006181272678077221,
-0.06177068501710892,
-0.07563282549381256,
0.005176020786166191,
-0.08185792714357376,
-0.06917490810155869,
0.00921774934977293,
-0.0023295653518289328,
-0.015398722141981125,
-0.03658153489232063,
-0.07012226432561874,
0.08951660990715027,
-0.02585279941558838,
-0.03659757226705551,
-0.008042098954319954,
0.060205839574337006,
-1.2413248813687165e-33,
0.04467502608895302,
0.095210000872612,
0.09176911413669586,
-0.02449672296643257,
0.005507037043571472,
-0.037330303341150284,
0.006043757777661085,
0.03435354307293892,
0.07211960107088089,
-0.037207841873168945,
-0.13312312960624695,
-0.07484667748212814,
-0.013801271095871925,
-0.004139394499361515,
-0.05683232843875885,
0.026219207793474197,
-0.08589581400156021,
-0.00895064976066351,
-0.052009496837854385,
-0.034636955708265305,
-0.015923960134387016,
-0.01799614541232586,
-0.01856265962123871,
-0.04957398399710655,
-0.03887047991156578,
0.08305272459983826,
0.07285625487565994,
-0.01154567115008831,
0.04145384207367897,
-0.0827098861336708,
0.04912564158439636,
-0.01051737554371357,
-0.06463748216629028,
-0.006323948502540588,
-0.04239631071686745,
0.02984205260872841,
0.013438793830573559,
0.015861188992857933,
-0.02675737254321575,
0.04178272932767868,
-0.0003139960172120482,
0.054404787719249725,
-0.05319884419441223,
0.02129174768924713,
0.011140214279294014,
-0.05535989627242088,
-0.022602763026952744,
0.08736732602119446,
-0.001530989189632237,
-0.0016406264621764421,
-0.1023939996957779,
0.0222319383174181,
-0.06108266860246658,
0.02311495691537857,
-0.04601256176829338,
0.02177433669567108,
-0.10831810534000397,
0.027253801003098488,
0.007664040196686983,
-0.03217044100165367,
-0.03393413871526718,
0.01871350035071373,
-0.06809639185667038,
0.025558697059750557,
0.055345166474580765,
0.06906414031982422,
-0.025209276005625725,
0.01332326140254736,
-0.05423104017972946,
0.0432252399623394,
0.019656125456094742,
-0.00032573589123785496,
0.006784707307815552,
-0.011047124862670898,
0.048734623938798904,
-0.03437059745192528,
-0.013164583593606949,
-0.012601971626281738,
0.06561091542243958,
0.06197751685976982,
-0.05664024129509926,
-0.08499825745820999,
0.061611294746398926,
-0.014023873023688793,
0.020058663561940193,
0.14284469187259674,
0.020806005224585533,
0.01660008355975151,
0.04938913509249687,
-0.006368562113493681,
-0.0484786331653595,
0.03238807991147041,
0.039191387593746185,
0.006946998182684183,
-0.012189582921564579,
-4.578540213628912e-8,
-0.11360020190477371,
0.03082938678562641,
-0.11187011748552322,
-0.05844295769929886,
-0.0017643180908635259,
-0.013203661888837814,
0.07481549680233002,
0.05473390966653824,
0.013009922578930855,
-0.09616397321224213,
0.06051090732216835,
-0.009037738665938377,
-0.011757218278944492,
-0.019757816568017006,
-0.07358211278915405,
0.025489799678325653,
-0.05722091346979141,
0.046786870807409286,
-0.04163871705532074,
0.11985301971435547,
-0.03216329962015152,
0.017517369240522385,
-0.02124854177236557,
0.08787350356578827,
-0.03237563744187355,
-0.0056757316924631596,
0.07836679369211197,
0.08799895644187927,
0.09013102948665619,
0.003441836452111602,
-0.07518002390861511,
0.03754758462309837,
0.06905955821275711,
-0.07370733469724655,
0.03774973750114441,
-0.008510170504450798,
0.02463592030107975,
-0.03762536868453026,
0.010263010859489441,
-0.0035340955946594477,
-0.04316331446170807,
0.015722887590527534,
0.05227725952863693,
0.010856482200324535,
0.038994431495666504,
0.056356944143772125,
-0.01981145516037941,
-0.1439814269542694,
0.021804988384246826,
-0.0992693230509758,
0.05257385969161987,
-0.027013689279556274,
-0.00565470103174448,
0.10070139914751053,
0.03232913464307785,
0.01592952199280262,
0.06754991412162781,
-0.06168238818645477,
0.10818174481391907,
0.03283588960766792,
-0.07426130771636963,
-0.016022058203816414,
0.04117194935679436,
0.06593228876590729
] |
1402.0983
|
Michele Ruggeri
|
Claas Abert, Gino Hrkac, Marcus Page, Dirk Praetorius, Michele
Ruggeri, Dieter Suess
|
Spin-polarized transport in ferromagnetic multilayers: An
unconditionally convergent FEM integrator
|
23 pages, 1 figure
|
Comput. Math. Appl., 68 (2014), 639-654
|
10.1016/j.camwa.2014.07.010
| null |
math.NA physics.comp-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We propose and analyze a decoupled time-marching scheme for the coupling of
the Landau-Lifshitz-Gilbert equation with a quasilinear diffusion equation for
the spin accumulation. This model describes the interplay of magnetization and
electron spin accumulation in magnetic and non-magnetic multilayer structures.
Despite the strong nonlinearity of the overall PDE system, the proposed
integrator requires only the solution of two linear systems per time-step.
Unconditional convergence of the integrator towards weak solutions is proved.
|
[
{
"created": "Wed, 5 Feb 2014 09:24:22 GMT",
"version": "v1"
},
{
"created": "Mon, 30 Jun 2014 15:30:07 GMT",
"version": "v2"
}
] |
2014-12-10
|
[
[
"Abert",
"Claas",
""
],
[
"Hrkac",
"Gino",
""
],
[
"Page",
"Marcus",
""
],
[
"Praetorius",
"Dirk",
""
],
[
"Ruggeri",
"Michele",
""
],
[
"Suess",
"Dieter",
""
]
] |
[
-0.14004677534103394,
-0.028630074113607407,
0.0005518461694009602,
-0.008624972775578499,
-0.004777936730533838,
0.036219194531440735,
-0.06270259618759155,
-0.08327261358499527,
-0.07291945815086365,
-0.057927533984184265,
-0.020654767751693726,
0.06260967999696732,
0.040873222053050995,
-0.05171051621437073,
-0.01016048714518547,
0.04838721081614494,
-0.06728577613830566,
-0.02427770011126995,
-0.03425385430455208,
0.022438138723373413,
-0.0686187744140625,
-0.07323560863733292,
-0.029885461553931236,
0.007843459025025368,
0.0035177466925233603,
0.030362706631422043,
0.07827922701835632,
-0.038430970162153244,
0.009750007651746273,
0.022844748571515083,
0.08517971634864807,
0.000444511097157374,
-0.05837903544306755,
-0.002248477889224887,
-0.10496243089437485,
0.00149172090459615,
-0.04515643045306206,
0.0077823977917432785,
-0.0758277028799057,
-0.004477360751479864,
0.05244322866201401,
0.058615729212760925,
-0.03419523313641548,
-0.06945627927780151,
0.09927994757890701,
-0.048979926854372025,
0.04147450998425484,
-0.013568628579378128,
0.016148986294865608,
-0.0180521197617054,
-0.017719844356179237,
0.06414282321929932,
-0.019224300980567932,
-0.027213051915168762,
0.020573297515511513,
0.007971633225679398,
0.06827318668365479,
0.02097017504274845,
-0.06490887701511383,
-0.05715607851743698,
-0.019244126975536346,
0.08102937042713165,
-0.019656462594866753,
0.040440741926431656,
0.06877139210700989,
0.0027826037257909775,
-0.05494406074285507,
0.011646849103271961,
0.015507270582020283,
0.030658738687634468,
-0.021717967465519905,
-0.038416944444179535,
-0.06773499399423599,
-0.0391635000705719,
0.00961307529360056,
-0.054299648851156235,
0.06393162906169891,
-0.018851570785045624,
-0.037602946162223816,
-0.012293544597923756,
-0.05225279554724693,
-0.04755263030529022,
-0.06362088769674301,
-0.06799989193677902,
-0.04185672849416733,
-0.025233399122953415,
-0.06563086807727814,
-0.019609563052654266,
-0.03509349748492241,
-0.028724247589707375,
0.03496585413813591,
0.014602717943489552,
-0.08634108304977417,
0.026080770418047905,
0.09089072793722153,
-0.013783286325633526,
0.03721342608332634,
0.07155865430831909,
-0.04763314872980118,
0.010332358069717884,
-0.007389168255031109,
-0.07130309194326401,
0.021372167393565178,
0.037858035415410995,
-0.030113572254776955,
-0.0036893622018396854,
0.10185474902391434,
-0.02122204378247261,
-0.133480042219162,
0.04512671381235123,
0.053478799760341644,
0.03788217529654503,
0.008978377096354961,
0.04319312050938606,
0.02759668603539467,
-0.08492819964885712,
0.12109628319740295,
0.009314749389886856,
0.08371171355247498,
0.07945866137742996,
0.012777558527886868,
0.07416390627622604,
-0.08255678415298462,
-0.0381588339805603,
-0.01797514222562313,
0.03697945550084114,
0.036804504692554474,
-7.298841296600472e-36,
-0.04015067592263222,
0.0023720788303762674,
-0.020252302289009094,
-0.015848226845264435,
-0.01662200316786766,
0.012443930841982365,
0.041883405297994614,
-0.0831555426120758,
0.03992730751633644,
0.046075936406850815,
0.030425991863012314,
0.098198302090168,
-0.03863062337040901,
0.03756988048553467,
-0.12052753567695618,
-0.07260400056838989,
0.04804789647459984,
0.014088580384850502,
0.028553292155265808,
-0.010189328342676163,
0.10272669792175293,
-0.0388367660343647,
-0.05588661506772041,
-0.019741086289286613,
0.03702680021524429,
-0.03527672961354256,
0.059207312762737274,
-0.03466826677322388,
-0.0263775996863842,
0.01459287479519844,
0.0428776890039444,
-0.021897707134485245,
-0.11900526285171509,
-0.016214679926633835,
0.120110884308815,
0.00381743093021214,
-0.03663498908281326,
-0.008525310084223747,
0.003156369086354971,
-0.03165391460061073,
0.003333405591547489,
-0.06393671035766602,
-0.04398168995976448,
0.08124891668558121,
-0.04265487194061279,
0.03823501616716385,
0.010356813669204712,
-0.02198353409767151,
0.0370459109544754,
-0.09137068688869476,
0.021185370162129402,
-0.12582792341709137,
-0.07262509316205978,
-0.0331621877849102,
0.004969429224729538,
-0.07077410072088242,
0.006894957739859819,
-0.019580986350774765,
0.015964021906256676,
-0.0134724210947752,
0.05895877256989479,
0.0412914976477623,
0.056714821606874466,
0.023071952164173126,
0.06552772969007492,
-0.11277260631322861,
0.009993224404752254,
0.04127565026283264,
0.007313070818781853,
-0.019786125048995018,
-0.0014785313978791237,
0.0160184595733881,
0.015939228236675262,
0.03450372815132141,
0.09407202154397964,
-0.11219428479671478,
0.04080408811569214,
0.00493594678118825,
0.08627189695835114,
-0.03989560902118683,
0.018281329423189163,
-0.11888264864683151,
0.017876820638775826,
0.061326704919338226,
-0.03217187151312828,
0.015971221029758453,
-0.10753011703491211,
-0.034452278167009354,
-0.02253192476928234,
-0.04477645829319954,
-0.0867750346660614,
0.027726072818040848,
0.046799056231975555,
-0.010794819332659245,
0.0049234414473176,
-3.631197191264066e-33,
0.01664453186094761,
-0.028107555583119392,
0.09418246895074844,
-0.0021803502459079027,
-0.013757804408669472,
0.017993425950407982,
0.009668100625276566,
0.04052504897117615,
0.08275182545185089,
0.0485256053507328,
0.043683357536792755,
0.0019902982749044895,
0.04354296624660492,
-0.07665201276540756,
0.05535399913787842,
-0.08624058961868286,
0.07077530026435852,
0.0030330964364111423,
0.04444505274295807,
0.008849305100739002,
-0.1213240697979927,
-0.04507333040237427,
0.03965585306286812,
-0.05087604373693466,
-0.00805746205151081,
-0.0504690557718277,
-0.06398941576480865,
0.058409180492162704,
0.04930376634001732,
0.06077467277646065,
0.061486728489398956,
0.001197954872623086,
0.009947082959115505,
-0.00036804808769375086,
-0.09725955128669739,
0.08309187740087509,
-0.01775725558400154,
-0.03909812122583389,
0.06627338379621506,
-0.05211710184812546,
-0.04206385836005211,
-0.033037517219781876,
0.07365541160106659,
-0.000031350322387879714,
0.020722076296806335,
-0.019675401970744133,
-0.012137307785451412,
-0.035054150968790054,
-0.045118022710084915,
0.10017261654138565,
0.00904212985187769,
0.007955334149301052,
0.004568278323858976,
0.07694274187088013,
-0.03846755251288414,
0.07536956667900085,
0.011558067984879017,
-0.07531663030385971,
0.06534309685230255,
-0.040654756128787994,
-0.0025409969966858625,
-0.010611907579004765,
0.055998869240283966,
0.011603635735809803,
-0.007090577855706215,
-0.0013411660911515355,
-0.010624011978507042,
-0.00033497094409540296,
0.04804341495037079,
0.021893031895160675,
0.0735124945640564,
0.04221349582076073,
0.03675087168812752,
-0.006576521787792444,
-0.010183391161262989,
0.008589775301516056,
0.10615149885416031,
0.0009859645506367087,
-0.022358786314725876,
-0.1230357363820076,
0.04919877275824547,
0.008018138818442822,
0.011338343843817711,
-0.04298582300543785,
-0.004697070922702551,
-0.10177991539239883,
-0.056087832897901535,
0.006902442779392004,
-0.021343747153878212,
-0.0006815032684244215,
0.08686051517724991,
-0.05991062894463539,
0.061595868319272995,
-0.053101494908332825,
-0.044459518045186996,
-4.447923629413708e-8,
0.005504064727574587,
0.013771308586001396,
-0.012339246459305286,
-0.04286361485719681,
0.01763421855866909,
-0.008773298934102058,
-0.009926521219313145,
-0.09244492650032043,
0.10024397820234299,
0.045919712632894516,
0.06581518054008484,
-0.01347241923213005,
-0.03254768252372742,
-0.09419809281826019,
0.009586398489773273,
0.06901127099990845,
-0.03752842918038368,
-0.0037368224002420902,
0.031184500083327293,
0.04888952150940895,
0.008789137937128544,
0.03174895420670509,
-0.02541213668882847,
-0.02119487337768078,
0.043569598346948624,
0.10999631881713867,
-0.06233229115605354,
-0.06154026836156845,
0.020951466634869576,
0.020645257085561752,
0.011202655732631683,
0.053214386105537415,
0.011820976622402668,
0.02394864708185196,
0.013017873279750347,
-0.034648485481739044,
0.0937429815530777,
0.004960379097610712,
0.0008431660244241357,
-0.026190252974629402,
-0.00907807145267725,
0.05699054151773453,
0.08268202841281891,
-0.046287957578897476,
-0.013265584595501423,
-0.029560411348938942,
-0.0771159827709198,
0.008640474639832973,
0.02363581769168377,
0.0672232136130333,
0.015373749658465385,
0.017772234976291656,
0.06830562651157379,
-0.01112822350114584,
0.10415386408567429,
-0.02281644381582737,
-0.03847913816571236,
-0.05443992093205452,
0.11445274204015732,
0.002560126595199108,
-0.005662961397320032,
0.008291241712868214,
-0.031921736896038055,
0.039542317390441895
] | null | null | null | null | null | null | null |
[
-0.14004677534103394,
-0.028630074113607407,
0.0005518461694009602,
-0.008624972775578499,
-0.004777936730533838,
0.036219194531440735,
-0.06270259618759155,
-0.08327261358499527,
-0.07291945815086365,
-0.057927533984184265,
-0.020654767751693726,
0.06260967999696732,
0.040873222053050995,
-0.05171051621437073,
-0.01016048714518547,
0.04838721081614494,
-0.06728577613830566,
-0.02427770011126995,
-0.03425385430455208,
0.022438138723373413,
-0.0686187744140625,
-0.07323560863733292,
-0.029885461553931236,
0.007843459025025368,
0.0035177466925233603,
0.030362706631422043,
0.07827922701835632,
-0.038430970162153244,
0.009750007651746273,
0.022844748571515083,
0.08517971634864807,
0.000444511097157374,
-0.05837903544306755,
-0.002248477889224887,
-0.10496243089437485,
0.00149172090459615,
-0.04515643045306206,
0.0077823977917432785,
-0.0758277028799057,
-0.004477360751479864,
0.05244322866201401,
0.058615729212760925,
-0.03419523313641548,
-0.06945627927780151,
0.09927994757890701,
-0.048979926854372025,
0.04147450998425484,
-0.013568628579378128,
0.016148986294865608,
-0.0180521197617054,
-0.017719844356179237,
0.06414282321929932,
-0.019224300980567932,
-0.027213051915168762,
0.020573297515511513,
0.007971633225679398,
0.06827318668365479,
0.02097017504274845,
-0.06490887701511383,
-0.05715607851743698,
-0.019244126975536346,
0.08102937042713165,
-0.019656462594866753,
0.040440741926431656,
0.06877139210700989,
0.0027826037257909775,
-0.05494406074285507,
0.011646849103271961,
0.015507270582020283,
0.030658738687634468,
-0.021717967465519905,
-0.038416944444179535,
-0.06773499399423599,
-0.0391635000705719,
0.00961307529360056,
-0.054299648851156235,
0.06393162906169891,
-0.018851570785045624,
-0.037602946162223816,
-0.012293544597923756,
-0.05225279554724693,
-0.04755263030529022,
-0.06362088769674301,
-0.06799989193677902,
-0.04185672849416733,
-0.025233399122953415,
-0.06563086807727814,
-0.019609563052654266,
-0.03509349748492241,
-0.028724247589707375,
0.03496585413813591,
0.014602717943489552,
-0.08634108304977417,
0.026080770418047905,
0.09089072793722153,
-0.013783286325633526,
0.03721342608332634,
0.07155865430831909,
-0.04763314872980118,
0.010332358069717884,
-0.007389168255031109,
-0.07130309194326401,
0.021372167393565178,
0.037858035415410995,
-0.030113572254776955,
-0.0036893622018396854,
0.10185474902391434,
-0.02122204378247261,
-0.133480042219162,
0.04512671381235123,
0.053478799760341644,
0.03788217529654503,
0.008978377096354961,
0.04319312050938606,
0.02759668603539467,
-0.08492819964885712,
0.12109628319740295,
0.009314749389886856,
0.08371171355247498,
0.07945866137742996,
0.012777558527886868,
0.07416390627622604,
-0.08255678415298462,
-0.0381588339805603,
-0.01797514222562313,
0.03697945550084114,
0.036804504692554474,
-7.298841296600472e-36,
-0.04015067592263222,
0.0023720788303762674,
-0.020252302289009094,
-0.015848226845264435,
-0.01662200316786766,
0.012443930841982365,
0.041883405297994614,
-0.0831555426120758,
0.03992730751633644,
0.046075936406850815,
0.030425991863012314,
0.098198302090168,
-0.03863062337040901,
0.03756988048553467,
-0.12052753567695618,
-0.07260400056838989,
0.04804789647459984,
0.014088580384850502,
0.028553292155265808,
-0.010189328342676163,
0.10272669792175293,
-0.0388367660343647,
-0.05588661506772041,
-0.019741086289286613,
0.03702680021524429,
-0.03527672961354256,
0.059207312762737274,
-0.03466826677322388,
-0.0263775996863842,
0.01459287479519844,
0.0428776890039444,
-0.021897707134485245,
-0.11900526285171509,
-0.016214679926633835,
0.120110884308815,
0.00381743093021214,
-0.03663498908281326,
-0.008525310084223747,
0.003156369086354971,
-0.03165391460061073,
0.003333405591547489,
-0.06393671035766602,
-0.04398168995976448,
0.08124891668558121,
-0.04265487194061279,
0.03823501616716385,
0.010356813669204712,
-0.02198353409767151,
0.0370459109544754,
-0.09137068688869476,
0.021185370162129402,
-0.12582792341709137,
-0.07262509316205978,
-0.0331621877849102,
0.004969429224729538,
-0.07077410072088242,
0.006894957739859819,
-0.019580986350774765,
0.015964021906256676,
-0.0134724210947752,
0.05895877256989479,
0.0412914976477623,
0.056714821606874466,
0.023071952164173126,
0.06552772969007492,
-0.11277260631322861,
0.009993224404752254,
0.04127565026283264,
0.007313070818781853,
-0.019786125048995018,
-0.0014785313978791237,
0.0160184595733881,
0.015939228236675262,
0.03450372815132141,
0.09407202154397964,
-0.11219428479671478,
0.04080408811569214,
0.00493594678118825,
0.08627189695835114,
-0.03989560902118683,
0.018281329423189163,
-0.11888264864683151,
0.017876820638775826,
0.061326704919338226,
-0.03217187151312828,
0.015971221029758453,
-0.10753011703491211,
-0.034452278167009354,
-0.02253192476928234,
-0.04477645829319954,
-0.0867750346660614,
0.027726072818040848,
0.046799056231975555,
-0.010794819332659245,
0.0049234414473176,
-3.631197191264066e-33,
0.01664453186094761,
-0.028107555583119392,
0.09418246895074844,
-0.0021803502459079027,
-0.013757804408669472,
0.017993425950407982,
0.009668100625276566,
0.04052504897117615,
0.08275182545185089,
0.0485256053507328,
0.043683357536792755,
0.0019902982749044895,
0.04354296624660492,
-0.07665201276540756,
0.05535399913787842,
-0.08624058961868286,
0.07077530026435852,
0.0030330964364111423,
0.04444505274295807,
0.008849305100739002,
-0.1213240697979927,
-0.04507333040237427,
0.03965585306286812,
-0.05087604373693466,
-0.00805746205151081,
-0.0504690557718277,
-0.06398941576480865,
0.058409180492162704,
0.04930376634001732,
0.06077467277646065,
0.061486728489398956,
0.001197954872623086,
0.009947082959115505,
-0.00036804808769375086,
-0.09725955128669739,
0.08309187740087509,
-0.01775725558400154,
-0.03909812122583389,
0.06627338379621506,
-0.05211710184812546,
-0.04206385836005211,
-0.033037517219781876,
0.07365541160106659,
-0.000031350322387879714,
0.020722076296806335,
-0.019675401970744133,
-0.012137307785451412,
-0.035054150968790054,
-0.045118022710084915,
0.10017261654138565,
0.00904212985187769,
0.007955334149301052,
0.004568278323858976,
0.07694274187088013,
-0.03846755251288414,
0.07536956667900085,
0.011558067984879017,
-0.07531663030385971,
0.06534309685230255,
-0.040654756128787994,
-0.0025409969966858625,
-0.010611907579004765,
0.055998869240283966,
0.011603635735809803,
-0.007090577855706215,
-0.0013411660911515355,
-0.010624011978507042,
-0.00033497094409540296,
0.04804341495037079,
0.021893031895160675,
0.0735124945640564,
0.04221349582076073,
0.03675087168812752,
-0.006576521787792444,
-0.010183391161262989,
0.008589775301516056,
0.10615149885416031,
0.0009859645506367087,
-0.022358786314725876,
-0.1230357363820076,
0.04919877275824547,
0.008018138818442822,
0.011338343843817711,
-0.04298582300543785,
-0.004697070922702551,
-0.10177991539239883,
-0.056087832897901535,
0.006902442779392004,
-0.021343747153878212,
-0.0006815032684244215,
0.08686051517724991,
-0.05991062894463539,
0.061595868319272995,
-0.053101494908332825,
-0.044459518045186996,
-4.447923629413708e-8,
0.005504064727574587,
0.013771308586001396,
-0.012339246459305286,
-0.04286361485719681,
0.01763421855866909,
-0.008773298934102058,
-0.009926521219313145,
-0.09244492650032043,
0.10024397820234299,
0.045919712632894516,
0.06581518054008484,
-0.01347241923213005,
-0.03254768252372742,
-0.09419809281826019,
0.009586398489773273,
0.06901127099990845,
-0.03752842918038368,
-0.0037368224002420902,
0.031184500083327293,
0.04888952150940895,
0.008789137937128544,
0.03174895420670509,
-0.02541213668882847,
-0.02119487337768078,
0.043569598346948624,
0.10999631881713867,
-0.06233229115605354,
-0.06154026836156845,
0.020951466634869576,
0.020645257085561752,
0.011202655732631683,
0.053214386105537415,
0.011820976622402668,
0.02394864708185196,
0.013017873279750347,
-0.034648485481739044,
0.0937429815530777,
0.004960379097610712,
0.0008431660244241357,
-0.026190252974629402,
-0.00907807145267725,
0.05699054151773453,
0.08268202841281891,
-0.046287957578897476,
-0.013265584595501423,
-0.029560411348938942,
-0.0771159827709198,
0.008640474639832973,
0.02363581769168377,
0.0672232136130333,
0.015373749658465385,
0.017772234976291656,
0.06830562651157379,
-0.01112822350114584,
0.10415386408567429,
-0.02281644381582737,
-0.03847913816571236,
-0.05443992093205452,
0.11445274204015732,
0.002560126595199108,
-0.005662961397320032,
0.008291241712868214,
-0.031921736896038055,
0.039542317390441895
] |
1402.0988
|
Sascha Kurz
|
Sascha Kurz
|
The inverse problem for power distributions in committees
|
46 pages, 2 tables
| null |
10.1007/s00355-015-0946-8
| null |
cs.GT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Several power indices have been introduced in the literature in order to
measure the influence of individual committee members on the aggregated
decision. Here we ask the inverse question and aim to design voting rules for a
committee such that a given desired power distribution is met as closely as
possible. We present an exact algorithm for a large class of different power
indices based on integer linear programming. With respect to negative
approximation results we generalize the approach of Alon and Edelman who
studied power distributions for the Banzhaf index, where most of the power is
concentrated on few coordinates. It turned out that each Banzhaf vector of an
n-member committee that is near to such a desired power distribution, has to be
also near to the Banzhaf vector of a k-member committee. We show that such
Alon-Edelman type results are possible for other power indices like e.g. the
Public Good index or the Coleman index to prevent actions, while they are
principally impossible for e.g. the Johnston index.
|
[
{
"created": "Wed, 5 Feb 2014 09:33:10 GMT",
"version": "v1"
}
] |
2016-01-22
|
[
[
"Kurz",
"Sascha",
""
]
] |
[
-0.061756957322359085,
-0.019326839596033096,
-0.0031046562362462282,
0.03860154002904892,
0.001294443616643548,
0.006520838011056185,
0.055054064840078354,
-0.0132468705996871,
0.03418736904859543,
0.027608413249254227,
-0.09275440871715546,
0.024623511359095573,
0.05040296912193298,
-0.007114829961210489,
-0.10078461468219757,
0.013802409172058105,
0.047251325100660324,
0.05987369641661644,
-0.016844959929585457,
0.07897455245256424,
0.007400551810860634,
-0.02994823083281517,
-0.0389595627784729,
-0.052505236119031906,
0.03013782389461994,
-0.09769599139690399,
0.017765827476978302,
-0.0036417702212929726,
0.05203935131430626,
-0.005609248299151659,
-0.04055934026837349,
0.011678891256451607,
0.11701209843158722,
-0.00020358334586489946,
-0.03441421315073967,
-0.0010920984204858541,
0.0353064201772213,
-0.0009653977467678487,
0.026252372190356255,
0.0503087043762207,
0.007361593656241894,
0.053750794380903244,
-0.005947796627879143,
0.001769547932781279,
-0.010371444746851921,
0.03718746826052666,
0.008241713978350163,
0.021092049777507782,
-0.04870941862463951,
-0.012234652414917946,
-0.05205097794532776,
0.009980103932321072,
0.027164673432707787,
-0.02562939189374447,
-0.006520786788314581,
-0.12476231157779694,
-0.028345638886094093,
-0.10229147225618362,
0.021140847355127335,
0.007086317520588636,
0.007507428992539644,
-0.052942629903554916,
-0.06787852942943573,
-0.05244971439242363,
0.025971315801143646,
0.024861348792910576,
0.04299730807542801,
0.011268327943980694,
-0.0034438155125826597,
0.031197737902402878,
0.02175901085138321,
0.021650657057762146,
-0.15170134603977203,
-0.025710556656122208,
-0.05727315694093704,
0.06292403489351273,
0.013360654003918171,
-0.011418147943913937,
0.03184280917048454,
-0.04605384171009064,
-0.013811865821480751,
0.04864651709794998,
0.0347299799323082,
-0.00783289410173893,
0.12184883654117584,
-0.043603312224149704,
0.01885615475475788,
0.02764628641307354,
0.11694110184907913,
0.047499142587184906,
-0.0147909140214324,
0.11235187202692032,
0.07358400523662567,
-0.007111598737537861,
0.047764748334884644,
-0.0009271280141547322,
0.0313238650560379,
-0.00042326466063968837,
0.026424648240208626,
0.10236445814371109,
-0.08984673023223877,
0.03017033450305462,
-0.0606556311249733,
-0.0712357759475708,
-0.06016893312335014,
-0.023788481950759888,
-0.02811070717871189,
-0.008698332123458385,
0.011738519184291363,
-0.0661129504442215,
-0.03190350532531738,
0.01836063712835312,
-0.016268867999315262,
-0.01358547993004322,
-0.022376960143446922,
-0.02497459389269352,
0.04843215271830559,
0.11760102212429047,
-0.014725912362337112,
-0.012139740400016308,
0.004406699910759926,
-0.01062819268554449,
0.027523860335350037,
0.01018713042140007,
0.08826873451471329,
0.08719189465045929,
-0.054610155522823334,
2.6998397927961206e-33,
-0.0029836948961019516,
-0.0028266836889088154,
0.03193815052509308,
-0.041699931025505066,
0.007439369335770607,
0.01732703112065792,
0.06917928904294968,
-0.10110420733690262,
-0.022739525884389877,
0.05213345214724541,
0.01383700780570507,
0.07923692464828491,
0.11767550557851791,
0.012246988713741302,
0.084508016705513,
-0.026279829442501068,
0.012768559157848358,
0.018510958179831505,
-0.015572214499115944,
-0.07223331928253174,
0.090664342045784,
-0.004392291884869337,
0.07443839311599731,
-0.06097308173775673,
0.046375822275877,
-0.09337376803159714,
-0.0731133446097374,
-0.01934938132762909,
-0.055487290024757385,
0.028986291959881783,
-0.02115529589354992,
-0.001054162159562111,
0.037859752774238586,
-0.0029744242783635855,
-0.042797841131687164,
0.013961433432996273,
-0.02406170964241028,
-0.004869780503213406,
0.060430217534303665,
-0.01760673150420189,
-0.052668485790491104,
0.004341884981840849,
0.04224658012390137,
-0.043625738471746445,
-0.09124597907066345,
0.01994769275188446,
0.02722919173538685,
0.03418824076652527,
0.045373525470495224,
-0.059325795620679855,
-0.03996540978550911,
0.004977021832019091,
0.05196695402264595,
-0.04781552031636238,
-0.011693938635289669,
-0.039752911776304245,
-0.04387277737259865,
0.11442297697067261,
0.026000121608376503,
-0.016113614663481712,
-0.03319292888045311,
0.016951194033026695,
-0.0052502877078950405,
0.027124738320708275,
-0.02611645683646202,
-0.026356417685747147,
-0.07285533100366592,
-0.05305816978216171,
0.1027454361319542,
-0.040477510541677475,
0.03767583146691322,
-0.010539233684539795,
-0.025525925680994987,
-0.05334877595305443,
-0.06230417639017105,
-0.029648486524820328,
0.032255806028842926,
0.007197224069386721,
-0.021376512944698334,
-0.06213800609111786,
-0.08293309807777405,
0.012882458046078682,
0.04292168840765953,
-0.13280466198921204,
0.05988423898816109,
-0.06089342013001442,
0.00834432803094387,
0.06999679654836655,
-0.08418350666761398,
-0.09233392030000687,
-0.05685080215334892,
-0.055207837373018265,
0.06089688837528229,
-0.03332136198878288,
0.04140190780162811,
-4.504287538813658e-33,
-0.1347370743751526,
-0.013694780878722668,
0.021307339891791344,
-0.02605815790593624,
0.012733123265206814,
-0.00961680244654417,
0.0005488467286340892,
-0.1495576649904251,
0.018565412610769272,
0.012001169845461845,
-0.0389661081135273,
-0.024853413924574852,
0.01161782443523407,
-0.0008763623191043735,
0.037042878568172455,
0.0012161839986220002,
-0.05165042728185654,
0.05639106035232544,
0.022112959995865822,
-0.0666407123208046,
0.007465242408216,
0.09087230265140533,
-0.017219433560967445,
0.10210520774126053,
-0.020804312080144882,
-0.035391177982091904,
0.00032515975181013346,
0.006446004379540682,
-0.029505498707294464,
0.007325849495828152,
-0.09154295176267624,
-0.08378001302480698,
-0.06399621814489365,
0.049982987344264984,
0.025168148800730705,
-0.009762960486114025,
-0.02710338681936264,
-0.0518074557185173,
-0.053908925503492355,
0.12224085628986359,
-0.0027348711155354977,
-0.028663674369454384,
0.05216092988848686,
0.017697326838970184,
0.01639663428068161,
-0.010296078398823738,
-0.028875723481178284,
0.02052958682179451,
-0.02410503849387169,
-0.050514157861471176,
-0.027516651898622513,
0.07074926793575287,
0.010262398049235344,
0.17154298722743988,
-0.018077192828059196,
-0.010993759147822857,
0.013457697816193104,
0.016474617645144463,
0.05308544635772705,
-0.024334615096449852,
-0.03513398766517639,
0.023714056238532066,
0.00950706098228693,
0.08543575555086136,
0.004184121731668711,
0.008567661978304386,
-0.03182597830891609,
-0.004510102793574333,
0.02286214753985405,
0.019923564046621323,
-0.02868223935365677,
-0.08689472079277039,
0.003313656197860837,
0.04478971287608147,
-0.08735725283622742,
0.051502227783203125,
0.010173575021326542,
0.05875866860151291,
-0.03093028999865055,
0.004036712925881147,
0.006633182521909475,
0.0637870579957962,
0.0036323091480880976,
-0.024308372288942337,
0.03291710466146469,
0.01356301736086607,
0.11989230662584305,
-0.029036108404397964,
0.041097868233919144,
-0.006017530336976051,
0.00540101109072566,
-0.06424097716808319,
0.1077781468629837,
-0.021574024111032486,
0.0549776591360569,
-4.984660151308162e-8,
0.053349725902080536,
-0.033355195075273514,
-0.040158212184906006,
0.011786011047661304,
0.07285250723361969,
-0.05049838125705719,
-0.042443130165338516,
-0.053110767155885696,
-0.12273596972227097,
0.026989595964550972,
0.1539473831653595,
0.009967471472918987,
0.04598307982087135,
-0.010807343758642673,
-0.02892877534031868,
-0.038381002843379974,
-0.07712326943874359,
0.07339133322238922,
-0.040163323283195496,
-0.030933847650885582,
-0.05877053737640381,
0.012560945935547352,
0.02704826556146145,
0.029222186654806137,
0.010906065814197063,
0.06138925999403,
-0.002727391431108117,
-0.08943456411361694,
0.015911340713500977,
0.07287970185279846,
0.016844281926751137,
0.011513430625200272,
0.04507216811180115,
0.0445479154586792,
0.04667185619473457,
0.0978684276342392,
-0.12143821269273758,
-0.058765437453985214,
-0.014180527999997139,
0.03339371085166931,
0.010708650574088097,
-0.04494279623031616,
0.03622066602110863,
0.01198644656687975,
0.013986476697027683,
0.005019373260438442,
-0.05668005719780922,
-0.04731778800487518,
0.04739183187484741,
-0.013186603784561157,
0.009105123579502106,
-0.017661580815911293,
-0.029003601521253586,
0.01670760102570057,
0.04165540263056755,
0.07282436639070511,
-0.13148371875286102,
-0.009046575054526329,
0.02804064378142357,
-0.04640401899814606,
0.040954966098070145,
0.011358826421201229,
-0.07404670119285583,
-0.04570986330509186
] | null | null | null | null | null | null | null |
[
-0.061756957322359085,
-0.019326839596033096,
-0.0031046562362462282,
0.03860154002904892,
0.001294443616643548,
0.006520838011056185,
0.055054064840078354,
-0.0132468705996871,
0.03418736904859543,
0.027608413249254227,
-0.09275440871715546,
0.024623511359095573,
0.05040296912193298,
-0.007114829961210489,
-0.10078461468219757,
0.013802409172058105,
0.047251325100660324,
0.05987369641661644,
-0.016844959929585457,
0.07897455245256424,
0.007400551810860634,
-0.02994823083281517,
-0.0389595627784729,
-0.052505236119031906,
0.03013782389461994,
-0.09769599139690399,
0.017765827476978302,
-0.0036417702212929726,
0.05203935131430626,
-0.005609248299151659,
-0.04055934026837349,
0.011678891256451607,
0.11701209843158722,
-0.00020358334586489946,
-0.03441421315073967,
-0.0010920984204858541,
0.0353064201772213,
-0.0009653977467678487,
0.026252372190356255,
0.0503087043762207,
0.007361593656241894,
0.053750794380903244,
-0.005947796627879143,
0.001769547932781279,
-0.010371444746851921,
0.03718746826052666,
0.008241713978350163,
0.021092049777507782,
-0.04870941862463951,
-0.012234652414917946,
-0.05205097794532776,
0.009980103932321072,
0.027164673432707787,
-0.02562939189374447,
-0.006520786788314581,
-0.12476231157779694,
-0.028345638886094093,
-0.10229147225618362,
0.021140847355127335,
0.007086317520588636,
0.007507428992539644,
-0.052942629903554916,
-0.06787852942943573,
-0.05244971439242363,
0.025971315801143646,
0.024861348792910576,
0.04299730807542801,
0.011268327943980694,
-0.0034438155125826597,
0.031197737902402878,
0.02175901085138321,
0.021650657057762146,
-0.15170134603977203,
-0.025710556656122208,
-0.05727315694093704,
0.06292403489351273,
0.013360654003918171,
-0.011418147943913937,
0.03184280917048454,
-0.04605384171009064,
-0.013811865821480751,
0.04864651709794998,
0.0347299799323082,
-0.00783289410173893,
0.12184883654117584,
-0.043603312224149704,
0.01885615475475788,
0.02764628641307354,
0.11694110184907913,
0.047499142587184906,
-0.0147909140214324,
0.11235187202692032,
0.07358400523662567,
-0.007111598737537861,
0.047764748334884644,
-0.0009271280141547322,
0.0313238650560379,
-0.00042326466063968837,
0.026424648240208626,
0.10236445814371109,
-0.08984673023223877,
0.03017033450305462,
-0.0606556311249733,
-0.0712357759475708,
-0.06016893312335014,
-0.023788481950759888,
-0.02811070717871189,
-0.008698332123458385,
0.011738519184291363,
-0.0661129504442215,
-0.03190350532531738,
0.01836063712835312,
-0.016268867999315262,
-0.01358547993004322,
-0.022376960143446922,
-0.02497459389269352,
0.04843215271830559,
0.11760102212429047,
-0.014725912362337112,
-0.012139740400016308,
0.004406699910759926,
-0.01062819268554449,
0.027523860335350037,
0.01018713042140007,
0.08826873451471329,
0.08719189465045929,
-0.054610155522823334,
2.6998397927961206e-33,
-0.0029836948961019516,
-0.0028266836889088154,
0.03193815052509308,
-0.041699931025505066,
0.007439369335770607,
0.01732703112065792,
0.06917928904294968,
-0.10110420733690262,
-0.022739525884389877,
0.05213345214724541,
0.01383700780570507,
0.07923692464828491,
0.11767550557851791,
0.012246988713741302,
0.084508016705513,
-0.026279829442501068,
0.012768559157848358,
0.018510958179831505,
-0.015572214499115944,
-0.07223331928253174,
0.090664342045784,
-0.004392291884869337,
0.07443839311599731,
-0.06097308173775673,
0.046375822275877,
-0.09337376803159714,
-0.0731133446097374,
-0.01934938132762909,
-0.055487290024757385,
0.028986291959881783,
-0.02115529589354992,
-0.001054162159562111,
0.037859752774238586,
-0.0029744242783635855,
-0.042797841131687164,
0.013961433432996273,
-0.02406170964241028,
-0.004869780503213406,
0.060430217534303665,
-0.01760673150420189,
-0.052668485790491104,
0.004341884981840849,
0.04224658012390137,
-0.043625738471746445,
-0.09124597907066345,
0.01994769275188446,
0.02722919173538685,
0.03418824076652527,
0.045373525470495224,
-0.059325795620679855,
-0.03996540978550911,
0.004977021832019091,
0.05196695402264595,
-0.04781552031636238,
-0.011693938635289669,
-0.039752911776304245,
-0.04387277737259865,
0.11442297697067261,
0.026000121608376503,
-0.016113614663481712,
-0.03319292888045311,
0.016951194033026695,
-0.0052502877078950405,
0.027124738320708275,
-0.02611645683646202,
-0.026356417685747147,
-0.07285533100366592,
-0.05305816978216171,
0.1027454361319542,
-0.040477510541677475,
0.03767583146691322,
-0.010539233684539795,
-0.025525925680994987,
-0.05334877595305443,
-0.06230417639017105,
-0.029648486524820328,
0.032255806028842926,
0.007197224069386721,
-0.021376512944698334,
-0.06213800609111786,
-0.08293309807777405,
0.012882458046078682,
0.04292168840765953,
-0.13280466198921204,
0.05988423898816109,
-0.06089342013001442,
0.00834432803094387,
0.06999679654836655,
-0.08418350666761398,
-0.09233392030000687,
-0.05685080215334892,
-0.055207837373018265,
0.06089688837528229,
-0.03332136198878288,
0.04140190780162811,
-4.504287538813658e-33,
-0.1347370743751526,
-0.013694780878722668,
0.021307339891791344,
-0.02605815790593624,
0.012733123265206814,
-0.00961680244654417,
0.0005488467286340892,
-0.1495576649904251,
0.018565412610769272,
0.012001169845461845,
-0.0389661081135273,
-0.024853413924574852,
0.01161782443523407,
-0.0008763623191043735,
0.037042878568172455,
0.0012161839986220002,
-0.05165042728185654,
0.05639106035232544,
0.022112959995865822,
-0.0666407123208046,
0.007465242408216,
0.09087230265140533,
-0.017219433560967445,
0.10210520774126053,
-0.020804312080144882,
-0.035391177982091904,
0.00032515975181013346,
0.006446004379540682,
-0.029505498707294464,
0.007325849495828152,
-0.09154295176267624,
-0.08378001302480698,
-0.06399621814489365,
0.049982987344264984,
0.025168148800730705,
-0.009762960486114025,
-0.02710338681936264,
-0.0518074557185173,
-0.053908925503492355,
0.12224085628986359,
-0.0027348711155354977,
-0.028663674369454384,
0.05216092988848686,
0.017697326838970184,
0.01639663428068161,
-0.010296078398823738,
-0.028875723481178284,
0.02052958682179451,
-0.02410503849387169,
-0.050514157861471176,
-0.027516651898622513,
0.07074926793575287,
0.010262398049235344,
0.17154298722743988,
-0.018077192828059196,
-0.010993759147822857,
0.013457697816193104,
0.016474617645144463,
0.05308544635772705,
-0.024334615096449852,
-0.03513398766517639,
0.023714056238532066,
0.00950706098228693,
0.08543575555086136,
0.004184121731668711,
0.008567661978304386,
-0.03182597830891609,
-0.004510102793574333,
0.02286214753985405,
0.019923564046621323,
-0.02868223935365677,
-0.08689472079277039,
0.003313656197860837,
0.04478971287608147,
-0.08735725283622742,
0.051502227783203125,
0.010173575021326542,
0.05875866860151291,
-0.03093028999865055,
0.004036712925881147,
0.006633182521909475,
0.0637870579957962,
0.0036323091480880976,
-0.024308372288942337,
0.03291710466146469,
0.01356301736086607,
0.11989230662584305,
-0.029036108404397964,
0.041097868233919144,
-0.006017530336976051,
0.00540101109072566,
-0.06424097716808319,
0.1077781468629837,
-0.021574024111032486,
0.0549776591360569,
-4.984660151308162e-8,
0.053349725902080536,
-0.033355195075273514,
-0.040158212184906006,
0.011786011047661304,
0.07285250723361969,
-0.05049838125705719,
-0.042443130165338516,
-0.053110767155885696,
-0.12273596972227097,
0.026989595964550972,
0.1539473831653595,
0.009967471472918987,
0.04598307982087135,
-0.010807343758642673,
-0.02892877534031868,
-0.038381002843379974,
-0.07712326943874359,
0.07339133322238922,
-0.040163323283195496,
-0.030933847650885582,
-0.05877053737640381,
0.012560945935547352,
0.02704826556146145,
0.029222186654806137,
0.010906065814197063,
0.06138925999403,
-0.002727391431108117,
-0.08943456411361694,
0.015911340713500977,
0.07287970185279846,
0.016844281926751137,
0.011513430625200272,
0.04507216811180115,
0.0445479154586792,
0.04667185619473457,
0.0978684276342392,
-0.12143821269273758,
-0.058765437453985214,
-0.014180527999997139,
0.03339371085166931,
0.010708650574088097,
-0.04494279623031616,
0.03622066602110863,
0.01198644656687975,
0.013986476697027683,
0.005019373260438442,
-0.05668005719780922,
-0.04731778800487518,
0.04739183187484741,
-0.013186603784561157,
0.009105123579502106,
-0.017661580815911293,
-0.029003601521253586,
0.01670760102570057,
0.04165540263056755,
0.07282436639070511,
-0.13148371875286102,
-0.009046575054526329,
0.02804064378142357,
-0.04640401899814606,
0.040954966098070145,
0.011358826421201229,
-0.07404670119285583,
-0.04570986330509186
] |
1402.0990
|
Darka Labavi\'c
|
Darka Labavic and Hildegard Meyer-Ortmanns
|
A simple mechanism for controlling the onset and arrest of collective
oscillations in genetic circuits
| null | null | null | null |
q-bio.MN nlin.AO physics.bio-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We study a system of dynamical units, each of which shows excitable or
oscillatory behavior, depending on the choice of parameters. When we couple
these units with repressive bonds, we can control the duration of collective
oscillations for an intermediate period between collective fixed-point
behavior. The control mechanism works by monotonically increasing a single
bifurcation parameter. Both the onset and arrest of oscillations are due to
bifurcations. Depending on the coupling strength, the network topology and the
tuning speed, our numerical simulations reveal a rich dynamics
out-of-equilibrium with multiple inherent time scales, long transients towards
the stationary states and interesting transient patterns like self-organized
pacemakers. Zooming into the transition regime, we pursue the arrest of
oscillations along the arms of spirals. We point out possible relations to the
genetic network of segmentation clocks.
|
[
{
"created": "Wed, 5 Feb 2014 09:45:43 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Labavic",
"Darka",
""
],
[
"Meyer-Ortmanns",
"Hildegard",
""
]
] |
[
-0.04716803506016731,
-0.060709718614816666,
0.010603007860481739,
0.07579747587442398,
-0.02928425371646881,
-0.03845672309398651,
-0.06343381851911545,
-0.04878724738955498,
0.059083178639411926,
-0.12746793031692505,
-0.0009141761693172157,
-0.006967106834053993,
-0.0006891857483424246,
-0.044204458594322205,
0.023275265470147133,
-0.030324144288897514,
-0.06055152788758278,
-0.01029565092176199,
0.03543323278427124,
0.025962872430682182,
-0.007379597052931786,
-0.029584184288978577,
-0.054840750992298126,
0.06043298542499542,
-0.03139057382941246,
0.014837966300547123,
-0.014890266582369804,
-0.017649205401539803,
0.011671023443341255,
-0.038665641099214554,
0.05559539794921875,
-0.026073139160871506,
-0.034007053822278976,
0.01363886334002018,
0.01784329116344452,
0.027416368946433067,
0.13273990154266357,
-0.006581672467291355,
0.0030917867552489042,
0.02652382291853428,
0.1504155993461609,
0.02563750185072422,
0.04496123269200325,
0.04741266742348671,
0.024914661422371864,
0.07891541719436646,
-0.006343286484479904,
0.03247362747788429,
-0.1415988802909851,
-0.016484243795275688,
-0.04356082156300545,
-0.0048084803856909275,
-0.041903819888830185,
0.0477411188185215,
0.060148563235998154,
0.06676838546991348,
0.08062933385372162,
0.059256404638290405,
0.033700957894325256,
-0.05113043263554573,
0.017275672405958176,
0.01668396033346653,
-0.0208212211728096,
-0.047564003616571426,
-0.006278268061578274,
0.037157636135816574,
0.03965077921748161,
0.07683021575212479,
0.06615618616342545,
0.038305073976516724,
0.0833863690495491,
-0.023117614910006523,
0.013619164936244488,
-0.0028510240372270346,
0.07275903970003128,
0.051206838339567184,
-0.046413619071245193,
0.022656476125121117,
-0.008448483422398567,
-0.02105448767542839,
-0.03890392556786537,
-0.07960550487041473,
-0.0077023813501000404,
-0.053892701864242554,
-0.03354964405298233,
-0.03948422893881798,
0.06293482333421707,
0.03551027551293373,
0.08154648542404175,
0.020969638600945473,
-0.06825610995292664,
0.10620003193616867,
0.0044484990648925304,
-0.09047744423151016,
0.01696673035621643,
0.055175404995679855,
0.0400015264749527,
0.01841929368674755,
0.04680434241890907,
0.03382206708192825,
0.007066566962748766,
-0.08212333172559738,
0.027944067493081093,
0.10448499768972397,
0.002234508516266942,
0.009523808024823666,
0.023197097703814507,
0.011639358475804329,
0.0026869946159422398,
0.007972347550094128,
0.032368388026952744,
0.05776819586753845,
0.01999651826918125,
0.10474222898483276,
0.07521355897188187,
-0.04727977141737938,
-0.02918275259435177,
0.03950861841440201,
0.07180579751729965,
0.0651085153222084,
0.05220884829759598,
-0.018279388546943665,
-0.10463640093803406,
-0.016298532485961914,
0.020405899733304977,
0.06393948942422867,
-0.07302739471197128,
2.2744794477693986e-33,
-0.030691063031554222,
-0.0177520252764225,
0.04801676794886589,
-0.05280090495944023,
0.06277478486299515,
-0.02019452676177025,
-0.07536613196134567,
-0.03268108889460564,
-0.01790277659893036,
0.005699784029275179,
-0.07061738520860672,
0.018063999712467194,
0.04582960531115532,
0.0751715674996376,
-0.0023187953047454357,
-0.11115582287311554,
0.06064002588391304,
0.015195376239717007,
0.026730913668870926,
-0.07605867087841034,
0.04052623361349106,
0.029156753793358803,
-0.05878989398479462,
-0.04389810934662819,
-0.03344321623444557,
-0.005926104728132486,
-0.055907007306814194,
0.0026062128599733114,
-0.004506944213062525,
0.010534834116697311,
-0.010722910985350609,
0.04811849072575569,
-0.06923326849937439,
0.03570987656712532,
0.03913429379463196,
0.03315722942352295,
0.03703325614333153,
0.02767542004585266,
-0.04101451858878136,
0.024110455065965652,
0.0022015178110450506,
-0.05111107975244522,
-0.03316536173224449,
0.023581713438034058,
-0.016793595626950264,
-0.04101225733757019,
0.05916526913642883,
0.06499088555574417,
-0.09116160869598389,
-0.030681779608130455,
-0.07226897031068802,
-0.021164314821362495,
-0.005178763996809721,
-0.10493277758359909,
0.026434872299432755,
-0.00780370132997632,
0.05326816439628601,
-0.024124611169099808,
-0.0707511380314827,
0.037273868918418884,
0.03634045273065567,
0.009026319719851017,
0.03075551986694336,
-0.059815507382154465,
0.026970183476805687,
0.015912869945168495,
-0.03236854821443558,
-0.035856977105140686,
0.09265328198671341,
-0.026646500453352928,
0.06215581297874451,
0.01020339597016573,
-0.032745324075222015,
-0.059140581637620926,
0.02508222684264183,
-0.013037464581429958,
-0.006378061603754759,
0.07055304199457169,
-0.1386232078075409,
0.02145007625222206,
-0.020117105916142464,
-0.1033538207411766,
-0.04323292523622513,
0.04547496140003204,
0.01363467238843441,
-0.10221493989229202,
0.06151096895337105,
0.06261011958122253,
-0.1355583816766739,
-0.054016243666410446,
0.02539205551147461,
-0.025639750063419342,
0.13294203579425812,
0.03833038732409477,
-0.0685303807258606,
-3.773461762414318e-33,
0.053801242262125015,
-0.0255922582000494,
0.05857589840888977,
0.04001874104142189,
0.013368446379899979,
0.07331761717796326,
-0.0836053267121315,
0.01917893998324871,
-0.07147266715765,
-0.014237836934626102,
0.04607997089624405,
-0.06525920331478119,
-0.008260662667453289,
0.039302095770835876,
-0.016475262120366096,
-0.07900674641132355,
0.09389206767082214,
-0.032775286585092545,
0.1385394185781479,
-0.06288773566484451,
-0.000558528583496809,
-0.016306433826684952,
-0.015688471496105194,
-0.013958060182631016,
0.07260685414075851,
-0.012708054855465889,
-0.022418566048145294,
0.02027294971048832,
-0.004487091209739447,
0.05791669711470604,
-0.08077428489923477,
-0.02134661190211773,
0.0388326421380043,
-0.022989198565483093,
0.021715234965085983,
0.14655360579490662,
-0.05579822510480881,
0.002998834941536188,
0.047705553472042084,
-0.0709633007645607,
0.02086135931313038,
-0.009495786391198635,
0.0063539110124111176,
0.08633970469236374,
0.06207012012600899,
-0.0389852300286293,
-0.005908593535423279,
0.1206236258149147,
-0.12441441416740417,
0.06509178131818771,
0.002723332727327943,
0.00943097472190857,
-0.01113509014248848,
-0.09674865007400513,
-0.09301791340112686,
0.06074870750308037,
-0.0009730537422001362,
0.04910840839147568,
0.029695210978388786,
-0.01507850643247366,
-0.03778524696826935,
-0.07551662623882294,
-0.020057516172528267,
-0.014080273918807507,
-0.04182760789990425,
-0.04465760290622711,
-0.01155997347086668,
-0.0530317984521389,
0.05064161494374275,
-0.009313816204667091,
0.0516275055706501,
0.046097539365291595,
0.02867268957197666,
0.019906237721443176,
-0.05520101264119148,
-0.027569763362407684,
-0.006961825769394636,
-0.06202779337763786,
-0.039255980402231216,
-0.07558295875787735,
-0.05560407042503357,
0.029027998447418213,
0.0023321646731346846,
-0.05544407293200493,
-0.1172909364104271,
-0.06851756572723389,
0.05742868036031723,
0.09406061470508575,
0.013730974867939949,
-0.006102243438363075,
0.062496233731508255,
-0.03392857313156128,
-0.0007883580401539803,
0.04805174842476845,
-0.015048881992697716,
-5.0577039445443006e-8,
0.008697145618498325,
0.05751006677746773,
-0.024513188749551773,
0.06566382944583893,
0.057741452008485794,
0.021945307031273842,
0.09843747317790985,
-0.04577207192778587,
0.016884852200746536,
0.03994712606072426,
0.07892656326293945,
-0.05820746719837189,
-0.008838402107357979,
-0.011423936113715172,
-0.007188271731138229,
0.0003156755701638758,
-0.020118065178394318,
0.0032932539470493793,
-0.04179747402667999,
-0.029690494760870934,
-0.02453489601612091,
0.007829929701983929,
-0.02007550559937954,
0.00597244780510664,
0.0386422723531723,
-0.015408294275403023,
-0.06300422549247742,
0.032023701816797256,
0.010000290349125862,
-0.024525515735149384,
-0.02280481718480587,
-0.0004618750244844705,
-0.024170132353901863,
0.040199246257543564,
-0.08417678624391556,
-0.0032066400162875652,
-0.1029798611998558,
0.055859219282865524,
0.03748423978686333,
-0.020802929997444153,
0.021855922415852547,
-0.000488219695398584,
-0.0882347822189331,
-0.006724459584802389,
0.009696721099317074,
-0.02798699215054512,
0.0202359389513731,
0.000797121087089181,
0.006671409588307142,
0.05393161624670029,
0.00837738998234272,
-0.009472981095314026,
0.003866968210786581,
-0.05752895399928093,
-0.04525655880570412,
0.005117212422192097,
-0.04285314679145813,
-0.026430202648043633,
-0.012477734126150608,
0.050929825752973557,
-0.06921068578958511,
0.022553564980626106,
-0.03329644724726677,
-0.08771945536136627
] | null | null | null | null | null | null | null |
[
-0.04716803506016731,
-0.060709718614816666,
0.010603007860481739,
0.07579747587442398,
-0.02928425371646881,
-0.03845672309398651,
-0.06343381851911545,
-0.04878724738955498,
0.059083178639411926,
-0.12746793031692505,
-0.0009141761693172157,
-0.006967106834053993,
-0.0006891857483424246,
-0.044204458594322205,
0.023275265470147133,
-0.030324144288897514,
-0.06055152788758278,
-0.01029565092176199,
0.03543323278427124,
0.025962872430682182,
-0.007379597052931786,
-0.029584184288978577,
-0.054840750992298126,
0.06043298542499542,
-0.03139057382941246,
0.014837966300547123,
-0.014890266582369804,
-0.017649205401539803,
0.011671023443341255,
-0.038665641099214554,
0.05559539794921875,
-0.026073139160871506,
-0.034007053822278976,
0.01363886334002018,
0.01784329116344452,
0.027416368946433067,
0.13273990154266357,
-0.006581672467291355,
0.0030917867552489042,
0.02652382291853428,
0.1504155993461609,
0.02563750185072422,
0.04496123269200325,
0.04741266742348671,
0.024914661422371864,
0.07891541719436646,
-0.006343286484479904,
0.03247362747788429,
-0.1415988802909851,
-0.016484243795275688,
-0.04356082156300545,
-0.0048084803856909275,
-0.041903819888830185,
0.0477411188185215,
0.060148563235998154,
0.06676838546991348,
0.08062933385372162,
0.059256404638290405,
0.033700957894325256,
-0.05113043263554573,
0.017275672405958176,
0.01668396033346653,
-0.0208212211728096,
-0.047564003616571426,
-0.006278268061578274,
0.037157636135816574,
0.03965077921748161,
0.07683021575212479,
0.06615618616342545,
0.038305073976516724,
0.0833863690495491,
-0.023117614910006523,
0.013619164936244488,
-0.0028510240372270346,
0.07275903970003128,
0.051206838339567184,
-0.046413619071245193,
0.022656476125121117,
-0.008448483422398567,
-0.02105448767542839,
-0.03890392556786537,
-0.07960550487041473,
-0.0077023813501000404,
-0.053892701864242554,
-0.03354964405298233,
-0.03948422893881798,
0.06293482333421707,
0.03551027551293373,
0.08154648542404175,
0.020969638600945473,
-0.06825610995292664,
0.10620003193616867,
0.0044484990648925304,
-0.09047744423151016,
0.01696673035621643,
0.055175404995679855,
0.0400015264749527,
0.01841929368674755,
0.04680434241890907,
0.03382206708192825,
0.007066566962748766,
-0.08212333172559738,
0.027944067493081093,
0.10448499768972397,
0.002234508516266942,
0.009523808024823666,
0.023197097703814507,
0.011639358475804329,
0.0026869946159422398,
0.007972347550094128,
0.032368388026952744,
0.05776819586753845,
0.01999651826918125,
0.10474222898483276,
0.07521355897188187,
-0.04727977141737938,
-0.02918275259435177,
0.03950861841440201,
0.07180579751729965,
0.0651085153222084,
0.05220884829759598,
-0.018279388546943665,
-0.10463640093803406,
-0.016298532485961914,
0.020405899733304977,
0.06393948942422867,
-0.07302739471197128,
2.2744794477693986e-33,
-0.030691063031554222,
-0.0177520252764225,
0.04801676794886589,
-0.05280090495944023,
0.06277478486299515,
-0.02019452676177025,
-0.07536613196134567,
-0.03268108889460564,
-0.01790277659893036,
0.005699784029275179,
-0.07061738520860672,
0.018063999712467194,
0.04582960531115532,
0.0751715674996376,
-0.0023187953047454357,
-0.11115582287311554,
0.06064002588391304,
0.015195376239717007,
0.026730913668870926,
-0.07605867087841034,
0.04052623361349106,
0.029156753793358803,
-0.05878989398479462,
-0.04389810934662819,
-0.03344321623444557,
-0.005926104728132486,
-0.055907007306814194,
0.0026062128599733114,
-0.004506944213062525,
0.010534834116697311,
-0.010722910985350609,
0.04811849072575569,
-0.06923326849937439,
0.03570987656712532,
0.03913429379463196,
0.03315722942352295,
0.03703325614333153,
0.02767542004585266,
-0.04101451858878136,
0.024110455065965652,
0.0022015178110450506,
-0.05111107975244522,
-0.03316536173224449,
0.023581713438034058,
-0.016793595626950264,
-0.04101225733757019,
0.05916526913642883,
0.06499088555574417,
-0.09116160869598389,
-0.030681779608130455,
-0.07226897031068802,
-0.021164314821362495,
-0.005178763996809721,
-0.10493277758359909,
0.026434872299432755,
-0.00780370132997632,
0.05326816439628601,
-0.024124611169099808,
-0.0707511380314827,
0.037273868918418884,
0.03634045273065567,
0.009026319719851017,
0.03075551986694336,
-0.059815507382154465,
0.026970183476805687,
0.015912869945168495,
-0.03236854821443558,
-0.035856977105140686,
0.09265328198671341,
-0.026646500453352928,
0.06215581297874451,
0.01020339597016573,
-0.032745324075222015,
-0.059140581637620926,
0.02508222684264183,
-0.013037464581429958,
-0.006378061603754759,
0.07055304199457169,
-0.1386232078075409,
0.02145007625222206,
-0.020117105916142464,
-0.1033538207411766,
-0.04323292523622513,
0.04547496140003204,
0.01363467238843441,
-0.10221493989229202,
0.06151096895337105,
0.06261011958122253,
-0.1355583816766739,
-0.054016243666410446,
0.02539205551147461,
-0.025639750063419342,
0.13294203579425812,
0.03833038732409477,
-0.0685303807258606,
-3.773461762414318e-33,
0.053801242262125015,
-0.0255922582000494,
0.05857589840888977,
0.04001874104142189,
0.013368446379899979,
0.07331761717796326,
-0.0836053267121315,
0.01917893998324871,
-0.07147266715765,
-0.014237836934626102,
0.04607997089624405,
-0.06525920331478119,
-0.008260662667453289,
0.039302095770835876,
-0.016475262120366096,
-0.07900674641132355,
0.09389206767082214,
-0.032775286585092545,
0.1385394185781479,
-0.06288773566484451,
-0.000558528583496809,
-0.016306433826684952,
-0.015688471496105194,
-0.013958060182631016,
0.07260685414075851,
-0.012708054855465889,
-0.022418566048145294,
0.02027294971048832,
-0.004487091209739447,
0.05791669711470604,
-0.08077428489923477,
-0.02134661190211773,
0.0388326421380043,
-0.022989198565483093,
0.021715234965085983,
0.14655360579490662,
-0.05579822510480881,
0.002998834941536188,
0.047705553472042084,
-0.0709633007645607,
0.02086135931313038,
-0.009495786391198635,
0.0063539110124111176,
0.08633970469236374,
0.06207012012600899,
-0.0389852300286293,
-0.005908593535423279,
0.1206236258149147,
-0.12441441416740417,
0.06509178131818771,
0.002723332727327943,
0.00943097472190857,
-0.01113509014248848,
-0.09674865007400513,
-0.09301791340112686,
0.06074870750308037,
-0.0009730537422001362,
0.04910840839147568,
0.029695210978388786,
-0.01507850643247366,
-0.03778524696826935,
-0.07551662623882294,
-0.020057516172528267,
-0.014080273918807507,
-0.04182760789990425,
-0.04465760290622711,
-0.01155997347086668,
-0.0530317984521389,
0.05064161494374275,
-0.009313816204667091,
0.0516275055706501,
0.046097539365291595,
0.02867268957197666,
0.019906237721443176,
-0.05520101264119148,
-0.027569763362407684,
-0.006961825769394636,
-0.06202779337763786,
-0.039255980402231216,
-0.07558295875787735,
-0.05560407042503357,
0.029027998447418213,
0.0023321646731346846,
-0.05544407293200493,
-0.1172909364104271,
-0.06851756572723389,
0.05742868036031723,
0.09406061470508575,
0.013730974867939949,
-0.006102243438363075,
0.062496233731508255,
-0.03392857313156128,
-0.0007883580401539803,
0.04805174842476845,
-0.015048881992697716,
-5.0577039445443006e-8,
0.008697145618498325,
0.05751006677746773,
-0.024513188749551773,
0.06566382944583893,
0.057741452008485794,
0.021945307031273842,
0.09843747317790985,
-0.04577207192778587,
0.016884852200746536,
0.03994712606072426,
0.07892656326293945,
-0.05820746719837189,
-0.008838402107357979,
-0.011423936113715172,
-0.007188271731138229,
0.0003156755701638758,
-0.020118065178394318,
0.0032932539470493793,
-0.04179747402667999,
-0.029690494760870934,
-0.02453489601612091,
0.007829929701983929,
-0.02007550559937954,
0.00597244780510664,
0.0386422723531723,
-0.015408294275403023,
-0.06300422549247742,
0.032023701816797256,
0.010000290349125862,
-0.024525515735149384,
-0.02280481718480587,
-0.0004618750244844705,
-0.024170132353901863,
0.040199246257543564,
-0.08417678624391556,
-0.0032066400162875652,
-0.1029798611998558,
0.055859219282865524,
0.03748423978686333,
-0.020802929997444153,
0.021855922415852547,
-0.000488219695398584,
-0.0882347822189331,
-0.006724459584802389,
0.009696721099317074,
-0.02798699215054512,
0.0202359389513731,
0.000797121087089181,
0.006671409588307142,
0.05393161624670029,
0.00837738998234272,
-0.009472981095314026,
0.003866968210786581,
-0.05752895399928093,
-0.04525655880570412,
0.005117212422192097,
-0.04285314679145813,
-0.026430202648043633,
-0.012477734126150608,
0.050929825752973557,
-0.06921068578958511,
0.022553564980626106,
-0.03329644724726677,
-0.08771945536136627
] |
1402.0991
|
Nicolas Pos\'e
|
N. Pos\'e and K. J. Schrenk and N. A. M. Ara\'ujo and H. J. Herrmann
|
Shortest path and Schramm-Loewner Evolution
|
7 pages and 5 figures
|
Sci. Rep. 4, 5495 (2014)
|
10.1038/srep05495
| null |
cond-mat.stat-mech physics.comp-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We numerically show that the statistical properties of the shortest path on
critical percolation clusters are consistent with the ones predicted for
Schramm-Loewner evolution (SLE) curves for $\kappa=1.04\pm0.02$. The shortest
path results from a global optimization process. To identify it, one needs to
explore an entire area. Establishing a relation with SLE permits to generate
curves statistically equivalent to the shortest path from a Brownian motion. We
numerically analyze the winding angle, the left passage probability, and the
driving function of the shortest path and compare them to the distributions
predicted for SLE curves with the same fractal dimension. The consistency with
SLE opens the possibility of using a solid theoretical framework to describe
the shortest path and it raises relevant questions regarding conformal
invariance and domain Markov properties, which we also discuss.
|
[
{
"created": "Wed, 5 Feb 2014 09:46:10 GMT",
"version": "v1"
},
{
"created": "Thu, 3 Jul 2014 16:36:42 GMT",
"version": "v2"
}
] |
2014-07-04
|
[
[
"Posé",
"N.",
""
],
[
"Schrenk",
"K. J.",
""
],
[
"Araújo",
"N. A. M.",
""
],
[
"Herrmann",
"H. J.",
""
]
] |
[
-0.04003161936998367,
-0.10078735649585724,
0.02746540866792202,
0.054455436766147614,
0.024135790765285492,
-0.00658747972920537,
-0.07756286859512329,
0.048951856791973114,
0.05530697479844093,
-0.04948063939809799,
-0.06640058010816574,
-0.03537813946604729,
0.011209636926651001,
-0.021026896312832832,
-0.032353390008211136,
-0.05087292194366455,
-0.03680931776762009,
-0.06725262850522995,
-0.008866939693689346,
-0.008599364198744297,
0.035310279577970505,
-0.012165524996817112,
-0.03817218169569969,
0.03374833986163139,
0.012565946206450462,
-0.027993714436888695,
0.06711568683385849,
0.061594393104314804,
-0.00048641214380040765,
-0.010862471535801888,
0.0395684614777565,
0.0030487189069390297,
-0.03798537701368332,
-0.030760347843170166,
0.059600286185741425,
0.03413848951458931,
-0.008859967812895775,
0.039177197962999344,
0.06508352607488632,
0.03134319186210632,
0.10477539151906967,
-0.006471883039921522,
0.0831717699766159,
0.04200896620750427,
0.006594093982130289,
0.004104130435734987,
0.004395924974232912,
-0.05383609980344772,
-0.09430902451276779,
-0.041936445981264114,
0.017208680510520935,
-0.038755808025598526,
-0.08327886462211609,
0.008644000627100468,
-0.05734257772564888,
0.010094537399709225,
0.04972678795456886,
-0.04123067855834961,
0.10396622866392136,
-0.01463957130908966,
0.04047185555100441,
-0.11629752069711685,
0.015284135937690735,
0.04401489347219467,
0.009956536814570427,
-0.002959498204290867,
0.09652753919363022,
-0.007320130243897438,
-0.007837148383259773,
0.05575196444988251,
-0.038329992443323135,
0.09827375411987305,
-0.06071005016565323,
0.028783617541193962,
0.06661897897720337,
0.02585449069738388,
-0.00999551359564066,
0.04651287943124771,
-0.055196069180965424,
-0.07498269528150558,
-0.05482839420437813,
0.01247129961848259,
0.14860372245311737,
0.04642144963145256,
-0.03173428401350975,
-0.017358576878905296,
0.01417841762304306,
-0.05168300122022629,
0.12050379067659378,
-0.04903591424226761,
0.0017031964380294085,
0.10799579322338104,
-0.11147131770849228,
-0.04312276467680931,
-0.035574834793806076,
0.015890276059508324,
-0.027009187266230583,
0.010294688865542412,
0.09122588485479355,
0.030729126185178757,
-0.00971967726945877,
-0.07660156488418579,
0.09342226386070251,
0.006097061559557915,
0.10907988995313644,
0.013830021023750305,
0.03127262368798256,
-0.03618374094367027,
0.04168935865163803,
0.06477595865726471,
0.024835124611854553,
-0.008223365992307663,
0.10522983968257904,
0.03267248719930649,
-0.01899654231965542,
-0.09104396402835846,
0.020182810723781586,
0.04823649674654007,
-0.06519527733325958,
0.06497848778963089,
-0.025111591443419456,
-0.00135093426797539,
-0.06082526966929436,
-0.004176271613687277,
-0.023920124396681786,
-0.011377818882465363,
-0.034049924463033676,
4.045543246059079e-34,
-0.02326452173292637,
-0.023223906755447388,
0.007401436101645231,
-0.024156538769602776,
0.05914966017007828,
-0.030064323917031288,
-0.0496094785630703,
-0.07350850105285645,
-0.08467207849025726,
0.009675327688455582,
-0.04123491048812866,
0.046711597591638565,
-0.06470710039138794,
-0.047585826367139816,
0.0685771033167839,
-0.04491637647151947,
0.04207562655210495,
-0.003707227297127247,
-0.08969107270240784,
-0.07767145335674286,
0.05946994200348854,
-0.01032007671892643,
0.035840149968862534,
-0.026341978460550308,
-0.0048610675148665905,
-0.04019404575228691,
0.04374729096889496,
-0.03585062175989151,
-0.02721681259572506,
0.0028882287442684174,
-0.04538334533572197,
-0.007673895452171564,
-0.06770776957273483,
-0.005417387466877699,
-0.004254558123648167,
0.007310499437153339,
0.013071867637336254,
-0.01582196168601513,
-0.07876445353031158,
-0.04752996191382408,
-0.02054494060575962,
0.01183241419494152,
0.04042087122797966,
-0.020201990380883217,
-0.02680792659521103,
0.01487459521740675,
0.11134336143732071,
0.03984380513429642,
0.03545062616467476,
-0.0380813404917717,
-0.02728739008307457,
-0.05561414733529091,
-0.011674310080707073,
0.01681080460548401,
0.021196860820055008,
0.05331099405884743,
-0.029327888041734695,
-0.025613948702812195,
-0.006739379372447729,
0.07850856333971024,
0.03244499862194061,
-0.006173399742692709,
-0.040276139974594116,
0.014240800403058529,
0.03775624558329582,
-0.011590213514864445,
-0.0007160688401199877,
0.0033684310037642717,
0.09870925545692444,
-0.0171549953520298,
0.025767629966139793,
0.0777178704738617,
-0.027554813772439957,
-0.02504516951739788,
0.03391841799020767,
-0.058915991336107254,
-0.035853490233421326,
-0.026060080155730247,
0.028884824365377426,
0.033096782863140106,
-0.12221447378396988,
-0.10155784338712692,
-0.12390848994255066,
-0.07932790368795395,
-0.04746350273489952,
-0.04219231382012367,
0.05122799426317215,
-0.030182741582393646,
-0.07548507302999496,
-0.03752472624182701,
-0.035306237637996674,
-0.03566810116171837,
0.03156217932701111,
0.07071750611066818,
-0.03150256350636482,
-1.542661113327583e-33,
-0.03688434511423111,
-0.03837430849671364,
0.07810723781585693,
0.10954217612743378,
-0.017261439934372902,
0.09148535877466202,
0.062469691038131714,
0.052747923880815506,
0.014773471280932426,
-0.019790811464190483,
-0.016309481114149094,
0.0563686341047287,
0.01763834059238434,
-0.011545224115252495,
0.038006655871868134,
-0.048910681158304214,
0.10089174658060074,
-0.024882780387997627,
0.019546879455447197,
-0.06615234166383743,
0.008077751845121384,
0.03908884525299072,
-0.08713648468255997,
-0.055934034287929535,
0.0025241270195692778,
0.050256192684173584,
0.007216539699584246,
0.06148574873805046,
-0.13165026903152466,
0.10916874557733536,
-0.08266625553369522,
0.04866011440753937,
-0.022590093314647675,
0.013429748825728893,
-0.10039286315441132,
0.02857866697013378,
0.04332185909152031,
0.08547552675008774,
-0.02291257120668888,
-0.07958003133535385,
0.05326533317565918,
0.008373165503144264,
0.009917615912854671,
0.014798765070736408,
0.030892176553606987,
0.029562413692474365,
-0.008806341327726841,
0.05377889797091484,
-0.014482797123491764,
-0.01668662019073963,
-0.04401574283838272,
0.0447036474943161,
-0.0003112659906037152,
0.07977215200662613,
-0.06636527925729752,
0.012588828802108765,
-0.08082953840494156,
-0.03852109983563423,
-0.007717146538197994,
-0.05798069015145302,
-0.0532253235578537,
0.01359673123806715,
-0.016311312094330788,
0.04954712092876434,
-0.017510298639535904,
-0.04046045243740082,
-0.03825550153851509,
-0.09974860399961472,
0.04356847330927849,
-0.013550562784075737,
-0.006658610422164202,
0.08121894299983978,
0.0012657345505431294,
-0.015398439951241016,
0.03392856940627098,
0.015468447469174862,
0.07493578642606735,
-0.017660094425082207,
-0.05216102674603462,
-0.04447978734970093,
0.02991640754044056,
0.08979552984237671,
-0.001049914164468646,
-0.015344962477684021,
0.01087411679327488,
-0.11720774322748184,
0.1043105497956276,
-0.04279567673802376,
0.10792428255081177,
0.0356399342417717,
0.015517950989305973,
0.008483930490911007,
0.059230443090200424,
0.02056240662932396,
-0.05422673374414444,
-4.474832593359679e-8,
-0.007342169992625713,
0.014140010811388493,
0.005720119923353195,
0.01034275908023119,
0.07958410680294037,
0.047347500920295715,
0.06711414456367493,
0.07550068944692612,
-0.030726401135325432,
0.07547040283679962,
0.08391694724559784,
0.03971809148788452,
0.00321011315099895,
0.0618196576833725,
-0.016705092042684555,
0.014807929284870625,
0.04002689942717552,
0.004857607185840607,
-0.01318316999822855,
-0.012282411567866802,
-0.021771768108010292,
-0.03635954484343529,
-0.007614672649651766,
0.05492943525314331,
-0.0057066986337304115,
-0.012582987546920776,
-0.023203928023576736,
-0.05478372052311897,
-0.06678689271211624,
0.017063451930880547,
-0.09278373420238495,
-0.006920966785401106,
0.040846556425094604,
0.13260461390018463,
-0.08082007616758347,
0.08912403136491776,
-0.05218643322587013,
0.07614681124687195,
0.0407218374311924,
0.035437535494565964,
0.05217473953962326,
0.03145851939916611,
0.019418954849243164,
-0.026302119717001915,
-0.022873276844620705,
0.0235824603587389,
-0.03122054785490036,
0.050874579697847366,
0.09363742917776108,
-0.0009763569105416536,
-0.010619900189340115,
-0.057220056653022766,
-0.051908235996961594,
-0.0010038978653028607,
-0.016935832798480988,
0.005189277231693268,
-0.012358277104794979,
-0.0334102027118206,
-0.053911030292510986,
0.039856377989053726,
0.013681800104677677,
-0.015473872423171997,
-0.016140559688210487,
-0.09709829092025757
] | null | null | null | null | null | null | null |
[
-0.04003161936998367,
-0.10078735649585724,
0.02746540866792202,
0.054455436766147614,
0.024135790765285492,
-0.00658747972920537,
-0.07756286859512329,
0.048951856791973114,
0.05530697479844093,
-0.04948063939809799,
-0.06640058010816574,
-0.03537813946604729,
0.011209636926651001,
-0.021026896312832832,
-0.032353390008211136,
-0.05087292194366455,
-0.03680931776762009,
-0.06725262850522995,
-0.008866939693689346,
-0.008599364198744297,
0.035310279577970505,
-0.012165524996817112,
-0.03817218169569969,
0.03374833986163139,
0.012565946206450462,
-0.027993714436888695,
0.06711568683385849,
0.061594393104314804,
-0.00048641214380040765,
-0.010862471535801888,
0.0395684614777565,
0.0030487189069390297,
-0.03798537701368332,
-0.030760347843170166,
0.059600286185741425,
0.03413848951458931,
-0.008859967812895775,
0.039177197962999344,
0.06508352607488632,
0.03134319186210632,
0.10477539151906967,
-0.006471883039921522,
0.0831717699766159,
0.04200896620750427,
0.006594093982130289,
0.004104130435734987,
0.004395924974232912,
-0.05383609980344772,
-0.09430902451276779,
-0.041936445981264114,
0.017208680510520935,
-0.038755808025598526,
-0.08327886462211609,
0.008644000627100468,
-0.05734257772564888,
0.010094537399709225,
0.04972678795456886,
-0.04123067855834961,
0.10396622866392136,
-0.01463957130908966,
0.04047185555100441,
-0.11629752069711685,
0.015284135937690735,
0.04401489347219467,
0.009956536814570427,
-0.002959498204290867,
0.09652753919363022,
-0.007320130243897438,
-0.007837148383259773,
0.05575196444988251,
-0.038329992443323135,
0.09827375411987305,
-0.06071005016565323,
0.028783617541193962,
0.06661897897720337,
0.02585449069738388,
-0.00999551359564066,
0.04651287943124771,
-0.055196069180965424,
-0.07498269528150558,
-0.05482839420437813,
0.01247129961848259,
0.14860372245311737,
0.04642144963145256,
-0.03173428401350975,
-0.017358576878905296,
0.01417841762304306,
-0.05168300122022629,
0.12050379067659378,
-0.04903591424226761,
0.0017031964380294085,
0.10799579322338104,
-0.11147131770849228,
-0.04312276467680931,
-0.035574834793806076,
0.015890276059508324,
-0.027009187266230583,
0.010294688865542412,
0.09122588485479355,
0.030729126185178757,
-0.00971967726945877,
-0.07660156488418579,
0.09342226386070251,
0.006097061559557915,
0.10907988995313644,
0.013830021023750305,
0.03127262368798256,
-0.03618374094367027,
0.04168935865163803,
0.06477595865726471,
0.024835124611854553,
-0.008223365992307663,
0.10522983968257904,
0.03267248719930649,
-0.01899654231965542,
-0.09104396402835846,
0.020182810723781586,
0.04823649674654007,
-0.06519527733325958,
0.06497848778963089,
-0.025111591443419456,
-0.00135093426797539,
-0.06082526966929436,
-0.004176271613687277,
-0.023920124396681786,
-0.011377818882465363,
-0.034049924463033676,
4.045543246059079e-34,
-0.02326452173292637,
-0.023223906755447388,
0.007401436101645231,
-0.024156538769602776,
0.05914966017007828,
-0.030064323917031288,
-0.0496094785630703,
-0.07350850105285645,
-0.08467207849025726,
0.009675327688455582,
-0.04123491048812866,
0.046711597591638565,
-0.06470710039138794,
-0.047585826367139816,
0.0685771033167839,
-0.04491637647151947,
0.04207562655210495,
-0.003707227297127247,
-0.08969107270240784,
-0.07767145335674286,
0.05946994200348854,
-0.01032007671892643,
0.035840149968862534,
-0.026341978460550308,
-0.0048610675148665905,
-0.04019404575228691,
0.04374729096889496,
-0.03585062175989151,
-0.02721681259572506,
0.0028882287442684174,
-0.04538334533572197,
-0.007673895452171564,
-0.06770776957273483,
-0.005417387466877699,
-0.004254558123648167,
0.007310499437153339,
0.013071867637336254,
-0.01582196168601513,
-0.07876445353031158,
-0.04752996191382408,
-0.02054494060575962,
0.01183241419494152,
0.04042087122797966,
-0.020201990380883217,
-0.02680792659521103,
0.01487459521740675,
0.11134336143732071,
0.03984380513429642,
0.03545062616467476,
-0.0380813404917717,
-0.02728739008307457,
-0.05561414733529091,
-0.011674310080707073,
0.01681080460548401,
0.021196860820055008,
0.05331099405884743,
-0.029327888041734695,
-0.025613948702812195,
-0.006739379372447729,
0.07850856333971024,
0.03244499862194061,
-0.006173399742692709,
-0.040276139974594116,
0.014240800403058529,
0.03775624558329582,
-0.011590213514864445,
-0.0007160688401199877,
0.0033684310037642717,
0.09870925545692444,
-0.0171549953520298,
0.025767629966139793,
0.0777178704738617,
-0.027554813772439957,
-0.02504516951739788,
0.03391841799020767,
-0.058915991336107254,
-0.035853490233421326,
-0.026060080155730247,
0.028884824365377426,
0.033096782863140106,
-0.12221447378396988,
-0.10155784338712692,
-0.12390848994255066,
-0.07932790368795395,
-0.04746350273489952,
-0.04219231382012367,
0.05122799426317215,
-0.030182741582393646,
-0.07548507302999496,
-0.03752472624182701,
-0.035306237637996674,
-0.03566810116171837,
0.03156217932701111,
0.07071750611066818,
-0.03150256350636482,
-1.542661113327583e-33,
-0.03688434511423111,
-0.03837430849671364,
0.07810723781585693,
0.10954217612743378,
-0.017261439934372902,
0.09148535877466202,
0.062469691038131714,
0.052747923880815506,
0.014773471280932426,
-0.019790811464190483,
-0.016309481114149094,
0.0563686341047287,
0.01763834059238434,
-0.011545224115252495,
0.038006655871868134,
-0.048910681158304214,
0.10089174658060074,
-0.024882780387997627,
0.019546879455447197,
-0.06615234166383743,
0.008077751845121384,
0.03908884525299072,
-0.08713648468255997,
-0.055934034287929535,
0.0025241270195692778,
0.050256192684173584,
0.007216539699584246,
0.06148574873805046,
-0.13165026903152466,
0.10916874557733536,
-0.08266625553369522,
0.04866011440753937,
-0.022590093314647675,
0.013429748825728893,
-0.10039286315441132,
0.02857866697013378,
0.04332185909152031,
0.08547552675008774,
-0.02291257120668888,
-0.07958003133535385,
0.05326533317565918,
0.008373165503144264,
0.009917615912854671,
0.014798765070736408,
0.030892176553606987,
0.029562413692474365,
-0.008806341327726841,
0.05377889797091484,
-0.014482797123491764,
-0.01668662019073963,
-0.04401574283838272,
0.0447036474943161,
-0.0003112659906037152,
0.07977215200662613,
-0.06636527925729752,
0.012588828802108765,
-0.08082953840494156,
-0.03852109983563423,
-0.007717146538197994,
-0.05798069015145302,
-0.0532253235578537,
0.01359673123806715,
-0.016311312094330788,
0.04954712092876434,
-0.017510298639535904,
-0.04046045243740082,
-0.03825550153851509,
-0.09974860399961472,
0.04356847330927849,
-0.013550562784075737,
-0.006658610422164202,
0.08121894299983978,
0.0012657345505431294,
-0.015398439951241016,
0.03392856940627098,
0.015468447469174862,
0.07493578642606735,
-0.017660094425082207,
-0.05216102674603462,
-0.04447978734970093,
0.02991640754044056,
0.08979552984237671,
-0.001049914164468646,
-0.015344962477684021,
0.01087411679327488,
-0.11720774322748184,
0.1043105497956276,
-0.04279567673802376,
0.10792428255081177,
0.0356399342417717,
0.015517950989305973,
0.008483930490911007,
0.059230443090200424,
0.02056240662932396,
-0.05422673374414444,
-4.474832593359679e-8,
-0.007342169992625713,
0.014140010811388493,
0.005720119923353195,
0.01034275908023119,
0.07958410680294037,
0.047347500920295715,
0.06711414456367493,
0.07550068944692612,
-0.030726401135325432,
0.07547040283679962,
0.08391694724559784,
0.03971809148788452,
0.00321011315099895,
0.0618196576833725,
-0.016705092042684555,
0.014807929284870625,
0.04002689942717552,
0.004857607185840607,
-0.01318316999822855,
-0.012282411567866802,
-0.021771768108010292,
-0.03635954484343529,
-0.007614672649651766,
0.05492943525314331,
-0.0057066986337304115,
-0.012582987546920776,
-0.023203928023576736,
-0.05478372052311897,
-0.06678689271211624,
0.017063451930880547,
-0.09278373420238495,
-0.006920966785401106,
0.040846556425094604,
0.13260461390018463,
-0.08082007616758347,
0.08912403136491776,
-0.05218643322587013,
0.07614681124687195,
0.0407218374311924,
0.035437535494565964,
0.05217473953962326,
0.03145851939916611,
0.019418954849243164,
-0.026302119717001915,
-0.022873276844620705,
0.0235824603587389,
-0.03122054785490036,
0.050874579697847366,
0.09363742917776108,
-0.0009763569105416536,
-0.010619900189340115,
-0.057220056653022766,
-0.051908235996961594,
-0.0010038978653028607,
-0.016935832798480988,
0.005189277231693268,
-0.012358277104794979,
-0.0334102027118206,
-0.053911030292510986,
0.039856377989053726,
0.013681800104677677,
-0.015473872423171997,
-0.016140559688210487,
-0.09709829092025757
] |
1402.0993
|
Ahmed Alaa
|
Ahmed M. Alaa
|
Defeating the Eavesdropper: On the Achievable Secrecy Capacity using
Reconfigurable Antennas
| null | null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we consider the transmission of confidential messages over
slow fading wireless channels in the presence of an eavesdropper. We propose a
transmission scheme that employs a single reconfigurable antenna at each of the
legitimate partners, whereas the eavesdropper uses a single conventional
antenna. A reconfigurable antenna can switch its propagation characteristics
over time and thus it perceives different fading channels. It is shown that
without channel side information (CSI) at the legitimate partners, the main
channel can be transformed into an ergodic regime offering a \textit{secrecy
capacity} gain for strict outage constraints. If the legitimate partners have
partial or full channel side information (CSI), a sort of selection diversity
can be applied boosting the maximum secret communication rate. In this case,
fading acts as a friend not a foe.
|
[
{
"created": "Wed, 5 Feb 2014 09:59:09 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Alaa",
"Ahmed M.",
""
]
] |
[
-0.023139631375670433,
0.02165987156331539,
-0.02054123766720295,
0.023703357204794884,
0.052123017609119415,
0.005031153094023466,
0.10139594972133636,
-0.0715954601764679,
0.049577392637729645,
-0.028946755453944206,
0.03714919090270996,
0.05926993116736412,
0.04036097973585129,
-0.03045962005853653,
0.021487990394234657,
-0.06293369084596634,
0.06022416055202484,
-0.0013599249068647623,
-0.06779903918504715,
0.022725572809576988,
-0.0123180216178298,
-0.06065865978598595,
-0.007615475915372372,
-0.012568811886012554,
0.014215861447155476,
-0.10404399037361145,
0.09032798558473587,
0.00008569185592932627,
-0.08560147881507874,
-0.05964677408337593,
0.03707205504179001,
0.05693986639380455,
0.032262105494737625,
-0.06167061626911163,
-0.08994956314563751,
0.005706814583390951,
0.015237579122185707,
0.030304044485092163,
-0.018956230953335762,
0.10229231417179108,
-0.048616811633110046,
0.012773582711815834,
-0.09173819422721863,
0.10755700618028641,
-0.09742913395166397,
-0.034805189818143845,
0.08799804002046585,
0.05922200530767441,
-0.010717337019741535,
0.0064798882231116295,
0.12134776264429092,
0.12551718950271606,
-0.08396740257740021,
0.10845356434583664,
-0.01988913305103779,
-0.06687425076961517,
-0.10485140979290009,
0.04398275539278984,
-0.07805860042572021,
0.06727077811956406,
0.04445488378405571,
0.03961015120148659,
-0.012571020983159542,
-0.02280941978096962,
-0.05496155843138695,
0.0027364843990653753,
0.05437210947275162,
0.06602393835783005,
-0.062224481254816055,
0.03989527001976967,
-0.046545565128326416,
-0.04909301549196243,
-0.04205818101763725,
0.01637614518404007,
0.05863749980926514,
0.04248180612921715,
-0.021768562495708466,
0.01581317000091076,
-0.008690131828188896,
0.04269174486398697,
0.003866909770295024,
0.025694064795970917,
0.008471338078379631,
-0.028657903894782066,
0.023073183372616768,
0.0015904726460576057,
-0.03123854473233223,
0.027582308277487755,
0.007304204162210226,
-0.0631861537694931,
-0.12284178286790848,
0.016979267820715904,
-0.010229440405964851,
0.05893337354063988,
0.020109299570322037,
0.012839356437325478,
-0.07385361194610596,
-0.0509018748998642,
-0.07233481109142303,
0.07518840581178665,
-0.054498665034770966,
-0.02743924781680107,
0.06387155503034592,
-0.05228257551789284,
-0.044821370393037796,
-0.04828575998544693,
0.04974943771958351,
-0.003374355612322688,
0.07980672270059586,
0.06155647337436676,
0.019032763317227364,
0.02295413799583912,
0.009934475645422935,
-0.008374125696718693,
0.029884377494454384,
0.11050278693437576,
-0.00234041316434741,
0.10343149304389954,
0.004814579617232084,
0.06406673789024353,
0.05160592123866081,
-0.015317443758249283,
0.04294878989458084,
0.014092342928051949,
-0.0463426411151886,
-0.008247187361121178,
-0.00476084416732192,
2.578950484389618e-33,
-0.0676012933254242,
0.026056654751300812,
-0.07122675329446793,
0.03975488245487213,
-0.006310080643743277,
0.05587439611554146,
0.008482536301016808,
-0.013844541274011135,
-0.029071299359202385,
0.04349573701620102,
-0.07172663509845734,
0.013289051130414009,
0.0038094166666269302,
0.02274044044315815,
0.08851348608732224,
-0.012944737449288368,
-0.03551545739173889,
0.05240374803543091,
0.06396915763616562,
-0.06894480437040329,
0.05840260535478592,
0.002939357655122876,
-0.0520109161734581,
-0.10089895129203796,
0.08634234964847565,
-0.04565254971385002,
-0.012717931531369686,
-0.08241232484579086,
0.07251154631376266,
0.01922926865518093,
-0.043343685567379,
0.03480231761932373,
0.060771435499191284,
-0.007493764162063599,
0.056169092655181885,
0.05592096969485283,
-0.028904037550091743,
-0.04192740097641945,
0.03913011774420738,
-0.04154283180832863,
-0.013865362852811813,
-0.018070299178361893,
-0.08452402800321579,
-0.0021329931914806366,
0.018857700750231743,
-0.07617335766553879,
0.003220414509996772,
-0.011937946081161499,
-0.06800612062215805,
-0.02574514038860798,
0.019921425729990005,
-0.013515186496078968,
-0.07169784605503082,
-0.0026156699750572443,
0.06188897415995598,
0.01207282766699791,
-0.03991958498954773,
0.11958371102809906,
0.022953325882554054,
0.05002564191818237,
-0.04098153114318848,
0.035837993025779724,
0.021545695140957832,
-0.0651647076010704,
0.04035470634698868,
-0.008990992791950703,
-0.02124742791056633,
-0.027935558930039406,
-0.011692085303366184,
0.00005345775207388215,
-0.013258413411676884,
-0.009210091084241867,
0.020391756668686867,
-0.04199216887354851,
-0.10201048851013184,
0.00024873216170817614,
0.038754336535930634,
0.019029732793569565,
0.09196688234806061,
0.010900115594267845,
-0.0779842808842659,
0.0037665311247110367,
0.0100795216858387,
0.013471471145749092,
-0.05457310006022453,
0.04873101785778999,
0.028024734929203987,
0.031786054372787476,
-0.0827905610203743,
0.11684310436248779,
-0.0114077003672719,
0.060307491570711136,
0.027124494314193726,
0.008303236216306686,
0.07555502653121948,
-2.4297988020404937e-33,
-0.10018979758024216,
0.019371865317225456,
-0.09540367871522903,
-0.016346685588359833,
0.037714552134275436,
-0.022818315774202347,
-0.0068885283544659615,
0.031327176839113235,
-0.049618687480688095,
0.03611518070101738,
-0.07936327904462814,
-0.02491740509867668,
0.04816389083862305,
-0.021518580615520477,
-0.010229367762804031,
-0.036713916808366776,
0.10717938840389252,
0.09348254650831223,
0.0024628546088933945,
-0.008104638196527958,
0.05156450718641281,
-0.02789774350821972,
-0.03598067909479141,
0.012637225911021233,
0.06905531883239746,
0.020759794861078262,
-0.01630941778421402,
0.12571501731872559,
-0.015579978004097939,
-0.018420517444610596,
-0.07199852168560028,
-0.01262231171131134,
-0.03575742989778519,
-0.04587330296635628,
-0.007817662321031094,
-0.014641382731497288,
0.0036302360240370035,
0.07492883503437042,
-0.07215674221515656,
0.02095363661646843,
0.03190486133098602,
0.030760936439037323,
0.008141834288835526,
0.01083357073366642,
0.0059862504713237286,
-0.042240142822265625,
0.0007005978841334581,
-0.017767343670129776,
0.03945382311940193,
-0.025469476357102394,
0.08692262321710587,
-0.032542917877435684,
0.020581431686878204,
0.007882311940193176,
-0.06603839993476868,
-0.045136384665966034,
0.01612839102745056,
0.08362160623073578,
0.050787512212991714,
0.07667934149503708,
0.01888773776590824,
-0.03867093473672867,
-0.00041412710561417043,
0.04756854102015495,
0.06871495395898819,
-0.02615768276154995,
0.014455516822636127,
-0.017824439331889153,
-0.005032033193856478,
0.040421344339847565,
0.09342963248491287,
-0.08795711398124695,
-0.014960960485041142,
-0.007001254707574844,
0.05116020515561104,
0.054309017956256866,
-0.0011576020624488592,
-0.05517062172293663,
-0.09593994915485382,
0.05531098693609238,
-0.023522071540355682,
0.0942106619477272,
-0.05251384899020195,
0.02035222388803959,
0.040066711604595184,
0.028581660240888596,
0.02910909429192543,
-0.008102986961603165,
-0.026215888559818268,
-0.029899997636675835,
0.03564789891242981,
-0.06363973021507263,
-0.0150333596393466,
-0.008043850772082806,
0.035821281373500824,
-4.609384873788258e-8,
0.014568492770195007,
-0.010717104189097881,
0.025066819041967392,
-0.12342182546854019,
0.00704602524638176,
-0.012688521295785904,
0.0015919154975563288,
-0.062380023300647736,
0.026869967579841614,
-0.09594542533159256,
0.04311273247003555,
0.02263949066400528,
0.03407985344529152,
0.05310729518532753,
0.06603726744651794,
0.03681055083870888,
-0.08560161292552948,
-0.12104368954896927,
0.0343080572783947,
-0.011737420223653316,
-0.01597386598587036,
-0.030338335782289505,
-0.06795280426740646,
0.02961057424545288,
-0.02848748303949833,
0.02357034757733345,
0.03921276330947876,
-0.004967705346643925,
0.05154046416282654,
0.08878237754106522,
-0.06472159922122955,
-0.06597394496202469,
0.04678631201386452,
0.0630890503525734,
-0.11964443325996399,
0.06532042473554611,
-0.052007921040058136,
-0.03664988651871681,
-0.060838017612695694,
0.06626810878515244,
0.05312627553939819,
-0.06268618255853653,
0.015095207840204239,
-0.008770219050347805,
-0.06578003615140915,
-0.01064828410744667,
0.05839623138308525,
-0.03700556978583336,
-0.04473600909113884,
-0.03314962983131409,
0.05205326899886131,
-0.03955119475722313,
0.018057916313409805,
-0.044273022562265396,
0.012773006223142147,
0.0010390892857685685,
0.033641234040260315,
-0.06869503110647202,
0.04567892104387283,
-0.010454175993800163,
-0.08111342787742615,
0.08025876432657242,
-0.042262963950634,
-0.021231818944215775
] | null | null | null | null | null | null | null |
[
-0.023139631375670433,
0.02165987156331539,
-0.02054123766720295,
0.023703357204794884,
0.052123017609119415,
0.005031153094023466,
0.10139594972133636,
-0.0715954601764679,
0.049577392637729645,
-0.028946755453944206,
0.03714919090270996,
0.05926993116736412,
0.04036097973585129,
-0.03045962005853653,
0.021487990394234657,
-0.06293369084596634,
0.06022416055202484,
-0.0013599249068647623,
-0.06779903918504715,
0.022725572809576988,
-0.0123180216178298,
-0.06065865978598595,
-0.007615475915372372,
-0.012568811886012554,
0.014215861447155476,
-0.10404399037361145,
0.09032798558473587,
0.00008569185592932627,
-0.08560147881507874,
-0.05964677408337593,
0.03707205504179001,
0.05693986639380455,
0.032262105494737625,
-0.06167061626911163,
-0.08994956314563751,
0.005706814583390951,
0.015237579122185707,
0.030304044485092163,
-0.018956230953335762,
0.10229231417179108,
-0.048616811633110046,
0.012773582711815834,
-0.09173819422721863,
0.10755700618028641,
-0.09742913395166397,
-0.034805189818143845,
0.08799804002046585,
0.05922200530767441,
-0.010717337019741535,
0.0064798882231116295,
0.12134776264429092,
0.12551718950271606,
-0.08396740257740021,
0.10845356434583664,
-0.01988913305103779,
-0.06687425076961517,
-0.10485140979290009,
0.04398275539278984,
-0.07805860042572021,
0.06727077811956406,
0.04445488378405571,
0.03961015120148659,
-0.012571020983159542,
-0.02280941978096962,
-0.05496155843138695,
0.0027364843990653753,
0.05437210947275162,
0.06602393835783005,
-0.062224481254816055,
0.03989527001976967,
-0.046545565128326416,
-0.04909301549196243,
-0.04205818101763725,
0.01637614518404007,
0.05863749980926514,
0.04248180612921715,
-0.021768562495708466,
0.01581317000091076,
-0.008690131828188896,
0.04269174486398697,
0.003866909770295024,
0.025694064795970917,
0.008471338078379631,
-0.028657903894782066,
0.023073183372616768,
0.0015904726460576057,
-0.03123854473233223,
0.027582308277487755,
0.007304204162210226,
-0.0631861537694931,
-0.12284178286790848,
0.016979267820715904,
-0.010229440405964851,
0.05893337354063988,
0.020109299570322037,
0.012839356437325478,
-0.07385361194610596,
-0.0509018748998642,
-0.07233481109142303,
0.07518840581178665,
-0.054498665034770966,
-0.02743924781680107,
0.06387155503034592,
-0.05228257551789284,
-0.044821370393037796,
-0.04828575998544693,
0.04974943771958351,
-0.003374355612322688,
0.07980672270059586,
0.06155647337436676,
0.019032763317227364,
0.02295413799583912,
0.009934475645422935,
-0.008374125696718693,
0.029884377494454384,
0.11050278693437576,
-0.00234041316434741,
0.10343149304389954,
0.004814579617232084,
0.06406673789024353,
0.05160592123866081,
-0.015317443758249283,
0.04294878989458084,
0.014092342928051949,
-0.0463426411151886,
-0.008247187361121178,
-0.00476084416732192,
2.578950484389618e-33,
-0.0676012933254242,
0.026056654751300812,
-0.07122675329446793,
0.03975488245487213,
-0.006310080643743277,
0.05587439611554146,
0.008482536301016808,
-0.013844541274011135,
-0.029071299359202385,
0.04349573701620102,
-0.07172663509845734,
0.013289051130414009,
0.0038094166666269302,
0.02274044044315815,
0.08851348608732224,
-0.012944737449288368,
-0.03551545739173889,
0.05240374803543091,
0.06396915763616562,
-0.06894480437040329,
0.05840260535478592,
0.002939357655122876,
-0.0520109161734581,
-0.10089895129203796,
0.08634234964847565,
-0.04565254971385002,
-0.012717931531369686,
-0.08241232484579086,
0.07251154631376266,
0.01922926865518093,
-0.043343685567379,
0.03480231761932373,
0.060771435499191284,
-0.007493764162063599,
0.056169092655181885,
0.05592096969485283,
-0.028904037550091743,
-0.04192740097641945,
0.03913011774420738,
-0.04154283180832863,
-0.013865362852811813,
-0.018070299178361893,
-0.08452402800321579,
-0.0021329931914806366,
0.018857700750231743,
-0.07617335766553879,
0.003220414509996772,
-0.011937946081161499,
-0.06800612062215805,
-0.02574514038860798,
0.019921425729990005,
-0.013515186496078968,
-0.07169784605503082,
-0.0026156699750572443,
0.06188897415995598,
0.01207282766699791,
-0.03991958498954773,
0.11958371102809906,
0.022953325882554054,
0.05002564191818237,
-0.04098153114318848,
0.035837993025779724,
0.021545695140957832,
-0.0651647076010704,
0.04035470634698868,
-0.008990992791950703,
-0.02124742791056633,
-0.027935558930039406,
-0.011692085303366184,
0.00005345775207388215,
-0.013258413411676884,
-0.009210091084241867,
0.020391756668686867,
-0.04199216887354851,
-0.10201048851013184,
0.00024873216170817614,
0.038754336535930634,
0.019029732793569565,
0.09196688234806061,
0.010900115594267845,
-0.0779842808842659,
0.0037665311247110367,
0.0100795216858387,
0.013471471145749092,
-0.05457310006022453,
0.04873101785778999,
0.028024734929203987,
0.031786054372787476,
-0.0827905610203743,
0.11684310436248779,
-0.0114077003672719,
0.060307491570711136,
0.027124494314193726,
0.008303236216306686,
0.07555502653121948,
-2.4297988020404937e-33,
-0.10018979758024216,
0.019371865317225456,
-0.09540367871522903,
-0.016346685588359833,
0.037714552134275436,
-0.022818315774202347,
-0.0068885283544659615,
0.031327176839113235,
-0.049618687480688095,
0.03611518070101738,
-0.07936327904462814,
-0.02491740509867668,
0.04816389083862305,
-0.021518580615520477,
-0.010229367762804031,
-0.036713916808366776,
0.10717938840389252,
0.09348254650831223,
0.0024628546088933945,
-0.008104638196527958,
0.05156450718641281,
-0.02789774350821972,
-0.03598067909479141,
0.012637225911021233,
0.06905531883239746,
0.020759794861078262,
-0.01630941778421402,
0.12571501731872559,
-0.015579978004097939,
-0.018420517444610596,
-0.07199852168560028,
-0.01262231171131134,
-0.03575742989778519,
-0.04587330296635628,
-0.007817662321031094,
-0.014641382731497288,
0.0036302360240370035,
0.07492883503437042,
-0.07215674221515656,
0.02095363661646843,
0.03190486133098602,
0.030760936439037323,
0.008141834288835526,
0.01083357073366642,
0.0059862504713237286,
-0.042240142822265625,
0.0007005978841334581,
-0.017767343670129776,
0.03945382311940193,
-0.025469476357102394,
0.08692262321710587,
-0.032542917877435684,
0.020581431686878204,
0.007882311940193176,
-0.06603839993476868,
-0.045136384665966034,
0.01612839102745056,
0.08362160623073578,
0.050787512212991714,
0.07667934149503708,
0.01888773776590824,
-0.03867093473672867,
-0.00041412710561417043,
0.04756854102015495,
0.06871495395898819,
-0.02615768276154995,
0.014455516822636127,
-0.017824439331889153,
-0.005032033193856478,
0.040421344339847565,
0.09342963248491287,
-0.08795711398124695,
-0.014960960485041142,
-0.007001254707574844,
0.05116020515561104,
0.054309017956256866,
-0.0011576020624488592,
-0.05517062172293663,
-0.09593994915485382,
0.05531098693609238,
-0.023522071540355682,
0.0942106619477272,
-0.05251384899020195,
0.02035222388803959,
0.040066711604595184,
0.028581660240888596,
0.02910909429192543,
-0.008102986961603165,
-0.026215888559818268,
-0.029899997636675835,
0.03564789891242981,
-0.06363973021507263,
-0.0150333596393466,
-0.008043850772082806,
0.035821281373500824,
-4.609384873788258e-8,
0.014568492770195007,
-0.010717104189097881,
0.025066819041967392,
-0.12342182546854019,
0.00704602524638176,
-0.012688521295785904,
0.0015919154975563288,
-0.062380023300647736,
0.026869967579841614,
-0.09594542533159256,
0.04311273247003555,
0.02263949066400528,
0.03407985344529152,
0.05310729518532753,
0.06603726744651794,
0.03681055083870888,
-0.08560161292552948,
-0.12104368954896927,
0.0343080572783947,
-0.011737420223653316,
-0.01597386598587036,
-0.030338335782289505,
-0.06795280426740646,
0.02961057424545288,
-0.02848748303949833,
0.02357034757733345,
0.03921276330947876,
-0.004967705346643925,
0.05154046416282654,
0.08878237754106522,
-0.06472159922122955,
-0.06597394496202469,
0.04678631201386452,
0.0630890503525734,
-0.11964443325996399,
0.06532042473554611,
-0.052007921040058136,
-0.03664988651871681,
-0.060838017612695694,
0.06626810878515244,
0.05312627553939819,
-0.06268618255853653,
0.015095207840204239,
-0.008770219050347805,
-0.06578003615140915,
-0.01064828410744667,
0.05839623138308525,
-0.03700556978583336,
-0.04473600909113884,
-0.03314962983131409,
0.05205326899886131,
-0.03955119475722313,
0.018057916313409805,
-0.044273022562265396,
0.012773006223142147,
0.0010390892857685685,
0.033641234040260315,
-0.06869503110647202,
0.04567892104387283,
-0.010454175993800163,
-0.08111342787742615,
0.08025876432657242,
-0.042262963950634,
-0.021231818944215775
] |
1402.0995
|
Soeren Toxvaerd
|
Soeren Toxvaerd
|
The role of carbohydrates at the origin of homochirality in biosystems
|
26 pages, 6 figures
| null |
10.1007/s11084-013-9342-5
| null |
physics.bio-ph q-bio.BM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Pasteur has demonstrated that the chiral components in a racemic mixture can
separate in homochiral crystals. But with a strong chiral discrimination the
chiral components in a concentrated mixture can also phase separate into
homochiral fluid domains, and the isomerization kinetics can then perform a
symmetry breaking into one thermodynamical stable homochiral system.
Glyceraldehyde has a sufficient chiral discrimination to perform such a
symmetry breaking. The requirement of a high concentration of the chiral
reactant(s) in an aqueous solution in order to perform and $\textit{maintain}$
homochirality; the appearance of phosphorylation of almost all carbohydrates in
the central machinery of life; the basic ideas that the biochemistry and the
glycolysis and gluconeogenesis contain the trace of the biochemical evolution,
all point in the direction of that homochirality was obtained just after- or at
a phosphorylation of the very first products of the formose reaction, at high
concentrations of the reactants in phosphate rich compartments in submarine
hydrothermal vents. A racemic solution of D,L-glyceraldehyde-3-phosphate could
be the template for obtaining homochiral D-glyceraldehyde-3-phosphate(aq) as
well as L-amino acids.
|
[
{
"created": "Wed, 5 Feb 2014 10:13:18 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Toxvaerd",
"Soeren",
""
]
] |
[
-0.02945391647517681,
-0.1466892957687378,
0.00694009056314826,
-0.06403032690286636,
0.020693201571702957,
0.04837137833237648,
-0.026555338874459267,
-0.02275802008807659,
0.03885756433010101,
0.0331789031624794,
0.015017748810350895,
-0.025958675891160965,
-0.02505367621779442,
0.0009264469845220447,
-0.020190762355923653,
-0.001737716025672853,
-0.02973855845630169,
0.01782684214413166,
-0.09806577861309052,
0.06473235785961151,
0.09960615634918213,
-0.04475634917616844,
-0.05761830881237984,
0.020974647253751755,
0.0015272344462573528,
0.035396937280893326,
-0.040740013122558594,
-0.03012196719646454,
-0.0066423867829144,
-0.009405361488461494,
0.011032522656023502,
-0.05942298099398613,
-0.0176046472042799,
-0.022085625678300858,
-0.0438699945807457,
0.11483898013830185,
-0.057558558881282806,
-0.037101857364177704,
0.0021324409171938896,
0.02262604422867298,
-0.012036669999361038,
-0.02776198834180832,
-0.00996219553053379,
0.03763149678707123,
-0.03530445694923401,
-0.0014628443168476224,
0.01932467892765999,
-0.011472340673208237,
-0.04466623440384865,
-0.0701453909277916,
-0.04440455511212349,
-0.030959974974393845,
-0.04334782436490059,
0.008418281562626362,
-0.04418621584773064,
0.05686309188604355,
-0.0442039892077446,
-0.00496603874489665,
0.0005365435499697924,
-0.051640063524246216,
-0.009735872969031334,
0.05520733818411827,
0.014290926977992058,
-0.02475692890584469,
0.06386207789182663,
-0.0821051225066185,
0.03779308870434761,
-0.03135222941637039,
0.02544342912733555,
0.0042165108025074005,
-0.016209004446864128,
0.03995887562632561,
-0.04933986812829971,
-0.01782793551683426,
0.0386560782790184,
0.09601708501577377,
-0.04380171373486519,
-0.03233543410897255,
-0.024261437356472015,
-0.06574508547782898,
0.054834455251693726,
-0.0011595446849241853,
0.022451013326644897,
0.06937158107757568,
-0.004375973250716925,
-0.013872246257960796,
-0.03842557594180107,
0.030957745388150215,
0.024477079510688782,
-0.041874226182699203,
0.0067211659625172615,
0.0292966365814209,
-0.001371007296256721,
-0.056204989552497864,
0.04006939008831978,
-0.009411513805389404,
0.06741303205490112,
0.030431829392910004,
0.1257546842098236,
-0.04148593917489052,
0.019442712888121605,
-0.01656559482216835,
-0.04513676464557648,
0.053959280252456665,
0.07525326311588287,
0.022030919790267944,
0.04116102308034897,
0.057544220238924026,
0.029740680009126663,
0.03357565775513649,
-0.018257221207022667,
0.0489758737385273,
0.06854044646024704,
0.026496853679418564,
-0.049315761774778366,
0.07982799410820007,
-0.019772278144955635,
0.0009640229400247335,
-0.005987502634525299,
0.04414627328515053,
-0.005610187072306871,
0.0022789291106164455,
-0.022801022976636887,
0.049370601773262024,
-0.013885650783777237,
0.05377670377492905,
-0.002026052912697196,
5.77422918730467e-33,
0.10478891432285309,
0.01473455410450697,
0.05009567365050316,
-0.01122764591127634,
-0.04455859959125519,
-0.04246014356613159,
-0.06831330806016922,
-0.06855112314224243,
0.030287912115454674,
0.042319074273109436,
-0.06134137511253357,
0.013330045156180859,
-0.05195470154285431,
0.06592993438243866,
-0.12582488358020782,
0.06466860324144363,
-0.0715268924832344,
-0.025128081440925598,
0.03646424412727356,
-0.06695755571126938,
-0.05067690461874008,
0.06847876310348511,
-0.021514711901545525,
0.02612803876399994,
-0.013276898302137852,
-0.003992452286183834,
-0.016309574246406555,
0.002126202220097184,
-0.00502776401117444,
0.006923055276274681,
0.057323720306158066,
-0.05438698083162308,
-0.10577437281608582,
0.08955445140600204,
0.043362803757190704,
0.001570365740917623,
-0.07271882146596909,
-0.032767318189144135,
0.03298737853765488,
-0.00775791984051466,
0.06685955077409744,
-0.03259613737463951,
-0.05471864342689514,
-0.038280971348285675,
0.07314568012952805,
0.02967982366681099,
0.06805752962827682,
0.024013372138142586,
-0.010131028480827808,
0.008169740438461304,
0.01857835240662098,
0.015250138938426971,
0.058289892971515656,
0.03179389238357544,
-0.06492196768522263,
0.013983724638819695,
0.04667475074529648,
-0.02276613935828209,
0.02892066165804863,
0.06600841879844666,
-0.10658153146505356,
0.10285025835037231,
0.06649097800254822,
-0.040104176849126816,
0.024441514164209366,
0.04437891021370888,
-0.08679632842540741,
-0.09495244175195694,
0.021135369315743446,
-0.0068952348083257675,
-0.020712805911898613,
-0.017230508849024773,
0.016700107604265213,
0.02538810297846794,
-0.011577137745916843,
-0.004535201005637646,
0.031192107126116753,
-0.0065646846778690815,
-0.1157214343547821,
0.020127736032009125,
-0.02360130287706852,
0.04037169739603996,
-0.09174954891204834,
-0.024253971874713898,
-0.09224022924900055,
0.04454635828733444,
0.05191197246313095,
-0.11720781028270721,
0.006397860590368509,
0.05387536808848381,
-0.01704445481300354,
-0.053038399666547775,
0.014449924230575562,
-0.03740902617573738,
-0.009227311238646507,
-6.063267452466531e-33,
0.03904714807868004,
-0.13099323213100433,
0.05669385939836502,
0.06621997803449631,
0.007149042095988989,
0.008673474192619324,
-0.018106425181031227,
0.0043700276874005795,
-0.031557440757751465,
-0.032888706773519516,
0.011972527019679546,
0.05552513524889946,
0.020041946321725845,
-0.10123948752880096,
-0.05751357972621918,
0.0323142409324646,
0.029305309057235718,
0.1522843837738037,
0.03290458396077156,
0.04179221764206886,
-0.033031709492206573,
0.09548628330230713,
-0.010816196911036968,
0.07739212363958359,
0.06129457429051399,
0.03848014399409294,
0.0449061319231987,
0.0112637709826231,
0.0617598257958889,
0.03384096175432205,
0.03141671419143677,
0.0325327105820179,
-0.07444212585687637,
-0.0930095836520195,
-0.05603015795350075,
0.02926424704492092,
-0.09192448854446411,
0.04766824468970299,
0.020964043214917183,
0.05034123733639717,
-0.062410496175289154,
-0.03080747276544571,
0.08576298505067825,
-0.004648998845368624,
0.08744325488805771,
0.01875165104866028,
-0.0012380742700770497,
-0.08573417365550995,
-0.045804593712091446,
0.02125709317624569,
0.019006680697202682,
-0.03471953049302101,
-0.024289941415190697,
0.016432659700512886,
0.07259541004896164,
0.09608333557844162,
-0.06169767305254936,
0.049994222819805145,
-0.016639703884720802,
-0.053956519812345505,
0.002685202518478036,
-0.022741608321666718,
0.039387449622154236,
-0.045180898159742355,
-0.006192432716488838,
0.03857087343931198,
0.009330620989203453,
0.034584444016218185,
0.07542648911476135,
0.11261500418186188,
0.012047621421515942,
0.03884894400835037,
0.09605064243078232,
0.007244916167110205,
0.1272222399711609,
0.018158890306949615,
-0.11772840470075607,
-0.04997682198882103,
-0.04453212767839432,
0.0010029274271801114,
-0.07729122787714005,
0.09849537909030914,
0.02090269885957241,
-0.08130752295255661,
0.05057716369628906,
-0.06477431952953339,
-0.032002780586481094,
0.11119277775287628,
-0.018496304750442505,
-0.05000244453549385,
0.0019050455885007977,
-0.08896307647228241,
-0.027929695323109627,
0.0496843084692955,
0.08943964540958405,
-5.244368850298997e-8,
0.14391207695007324,
-0.011662482284009457,
0.05660005286335945,
-0.011938772164285183,
-0.07292008399963379,
0.030478542670607567,
0.039928365498781204,
-0.010823428630828857,
-0.007589511573314667,
0.01519899070262909,
-0.006362948101013899,
0.07044491171836853,
0.06426416337490082,
-0.06757829338312149,
-0.03826536238193512,
0.006944449618458748,
-0.04851916432380676,
-0.03188556432723999,
-0.06957701593637466,
-0.03256019949913025,
0.01877940259873867,
0.008192458190023899,
-0.06128554046154022,
0.01183424424380064,
0.013741548173129559,
-0.005014732480049133,
0.048930857330560684,
-0.023235563188791275,
-0.08435185253620148,
-0.005927495192736387,
0.06832622736692429,
0.029750095680356026,
-0.021266084164381027,
-0.0700688287615776,
0.06118190288543701,
0.03108786791563034,
-0.044737230986356735,
0.02812000922858715,
-0.012439305894076824,
-0.07896450161933899,
-0.01601177453994751,
0.029013987630605698,
-0.03833258897066116,
0.035622067749500275,
0.019340626895427704,
0.01765298843383789,
-0.07067863643169403,
0.06681330502033234,
0.0053691440261900425,
0.060215674340724945,
0.030754242092370987,
0.02141832932829857,
-0.11515316367149353,
-0.010363377630710602,
-0.08748996257781982,
-0.017352595925331116,
0.027480922639369965,
-0.012211309745907784,
-0.0173944104462862,
-0.02249094843864441,
-0.034172423183918,
-0.038789793848991394,
0.01046750321984291,
-0.13103774189949036
] | null | null | null | null | null | null | null |
[
-0.02945391647517681,
-0.1466892957687378,
0.00694009056314826,
-0.06403032690286636,
0.020693201571702957,
0.04837137833237648,
-0.026555338874459267,
-0.02275802008807659,
0.03885756433010101,
0.0331789031624794,
0.015017748810350895,
-0.025958675891160965,
-0.02505367621779442,
0.0009264469845220447,
-0.020190762355923653,
-0.001737716025672853,
-0.02973855845630169,
0.01782684214413166,
-0.09806577861309052,
0.06473235785961151,
0.09960615634918213,
-0.04475634917616844,
-0.05761830881237984,
0.020974647253751755,
0.0015272344462573528,
0.035396937280893326,
-0.040740013122558594,
-0.03012196719646454,
-0.0066423867829144,
-0.009405361488461494,
0.011032522656023502,
-0.05942298099398613,
-0.0176046472042799,
-0.022085625678300858,
-0.0438699945807457,
0.11483898013830185,
-0.057558558881282806,
-0.037101857364177704,
0.0021324409171938896,
0.02262604422867298,
-0.012036669999361038,
-0.02776198834180832,
-0.00996219553053379,
0.03763149678707123,
-0.03530445694923401,
-0.0014628443168476224,
0.01932467892765999,
-0.011472340673208237,
-0.04466623440384865,
-0.0701453909277916,
-0.04440455511212349,
-0.030959974974393845,
-0.04334782436490059,
0.008418281562626362,
-0.04418621584773064,
0.05686309188604355,
-0.0442039892077446,
-0.00496603874489665,
0.0005365435499697924,
-0.051640063524246216,
-0.009735872969031334,
0.05520733818411827,
0.014290926977992058,
-0.02475692890584469,
0.06386207789182663,
-0.0821051225066185,
0.03779308870434761,
-0.03135222941637039,
0.02544342912733555,
0.0042165108025074005,
-0.016209004446864128,
0.03995887562632561,
-0.04933986812829971,
-0.01782793551683426,
0.0386560782790184,
0.09601708501577377,
-0.04380171373486519,
-0.03233543410897255,
-0.024261437356472015,
-0.06574508547782898,
0.054834455251693726,
-0.0011595446849241853,
0.022451013326644897,
0.06937158107757568,
-0.004375973250716925,
-0.013872246257960796,
-0.03842557594180107,
0.030957745388150215,
0.024477079510688782,
-0.041874226182699203,
0.0067211659625172615,
0.0292966365814209,
-0.001371007296256721,
-0.056204989552497864,
0.04006939008831978,
-0.009411513805389404,
0.06741303205490112,
0.030431829392910004,
0.1257546842098236,
-0.04148593917489052,
0.019442712888121605,
-0.01656559482216835,
-0.04513676464557648,
0.053959280252456665,
0.07525326311588287,
0.022030919790267944,
0.04116102308034897,
0.057544220238924026,
0.029740680009126663,
0.03357565775513649,
-0.018257221207022667,
0.0489758737385273,
0.06854044646024704,
0.026496853679418564,
-0.049315761774778366,
0.07982799410820007,
-0.019772278144955635,
0.0009640229400247335,
-0.005987502634525299,
0.04414627328515053,
-0.005610187072306871,
0.0022789291106164455,
-0.022801022976636887,
0.049370601773262024,
-0.013885650783777237,
0.05377670377492905,
-0.002026052912697196,
5.77422918730467e-33,
0.10478891432285309,
0.01473455410450697,
0.05009567365050316,
-0.01122764591127634,
-0.04455859959125519,
-0.04246014356613159,
-0.06831330806016922,
-0.06855112314224243,
0.030287912115454674,
0.042319074273109436,
-0.06134137511253357,
0.013330045156180859,
-0.05195470154285431,
0.06592993438243866,
-0.12582488358020782,
0.06466860324144363,
-0.0715268924832344,
-0.025128081440925598,
0.03646424412727356,
-0.06695755571126938,
-0.05067690461874008,
0.06847876310348511,
-0.021514711901545525,
0.02612803876399994,
-0.013276898302137852,
-0.003992452286183834,
-0.016309574246406555,
0.002126202220097184,
-0.00502776401117444,
0.006923055276274681,
0.057323720306158066,
-0.05438698083162308,
-0.10577437281608582,
0.08955445140600204,
0.043362803757190704,
0.001570365740917623,
-0.07271882146596909,
-0.032767318189144135,
0.03298737853765488,
-0.00775791984051466,
0.06685955077409744,
-0.03259613737463951,
-0.05471864342689514,
-0.038280971348285675,
0.07314568012952805,
0.02967982366681099,
0.06805752962827682,
0.024013372138142586,
-0.010131028480827808,
0.008169740438461304,
0.01857835240662098,
0.015250138938426971,
0.058289892971515656,
0.03179389238357544,
-0.06492196768522263,
0.013983724638819695,
0.04667475074529648,
-0.02276613935828209,
0.02892066165804863,
0.06600841879844666,
-0.10658153146505356,
0.10285025835037231,
0.06649097800254822,
-0.040104176849126816,
0.024441514164209366,
0.04437891021370888,
-0.08679632842540741,
-0.09495244175195694,
0.021135369315743446,
-0.0068952348083257675,
-0.020712805911898613,
-0.017230508849024773,
0.016700107604265213,
0.02538810297846794,
-0.011577137745916843,
-0.004535201005637646,
0.031192107126116753,
-0.0065646846778690815,
-0.1157214343547821,
0.020127736032009125,
-0.02360130287706852,
0.04037169739603996,
-0.09174954891204834,
-0.024253971874713898,
-0.09224022924900055,
0.04454635828733444,
0.05191197246313095,
-0.11720781028270721,
0.006397860590368509,
0.05387536808848381,
-0.01704445481300354,
-0.053038399666547775,
0.014449924230575562,
-0.03740902617573738,
-0.009227311238646507,
-6.063267452466531e-33,
0.03904714807868004,
-0.13099323213100433,
0.05669385939836502,
0.06621997803449631,
0.007149042095988989,
0.008673474192619324,
-0.018106425181031227,
0.0043700276874005795,
-0.031557440757751465,
-0.032888706773519516,
0.011972527019679546,
0.05552513524889946,
0.020041946321725845,
-0.10123948752880096,
-0.05751357972621918,
0.0323142409324646,
0.029305309057235718,
0.1522843837738037,
0.03290458396077156,
0.04179221764206886,
-0.033031709492206573,
0.09548628330230713,
-0.010816196911036968,
0.07739212363958359,
0.06129457429051399,
0.03848014399409294,
0.0449061319231987,
0.0112637709826231,
0.0617598257958889,
0.03384096175432205,
0.03141671419143677,
0.0325327105820179,
-0.07444212585687637,
-0.0930095836520195,
-0.05603015795350075,
0.02926424704492092,
-0.09192448854446411,
0.04766824468970299,
0.020964043214917183,
0.05034123733639717,
-0.062410496175289154,
-0.03080747276544571,
0.08576298505067825,
-0.004648998845368624,
0.08744325488805771,
0.01875165104866028,
-0.0012380742700770497,
-0.08573417365550995,
-0.045804593712091446,
0.02125709317624569,
0.019006680697202682,
-0.03471953049302101,
-0.024289941415190697,
0.016432659700512886,
0.07259541004896164,
0.09608333557844162,
-0.06169767305254936,
0.049994222819805145,
-0.016639703884720802,
-0.053956519812345505,
0.002685202518478036,
-0.022741608321666718,
0.039387449622154236,
-0.045180898159742355,
-0.006192432716488838,
0.03857087343931198,
0.009330620989203453,
0.034584444016218185,
0.07542648911476135,
0.11261500418186188,
0.012047621421515942,
0.03884894400835037,
0.09605064243078232,
0.007244916167110205,
0.1272222399711609,
0.018158890306949615,
-0.11772840470075607,
-0.04997682198882103,
-0.04453212767839432,
0.0010029274271801114,
-0.07729122787714005,
0.09849537909030914,
0.02090269885957241,
-0.08130752295255661,
0.05057716369628906,
-0.06477431952953339,
-0.032002780586481094,
0.11119277775287628,
-0.018496304750442505,
-0.05000244453549385,
0.0019050455885007977,
-0.08896307647228241,
-0.027929695323109627,
0.0496843084692955,
0.08943964540958405,
-5.244368850298997e-8,
0.14391207695007324,
-0.011662482284009457,
0.05660005286335945,
-0.011938772164285183,
-0.07292008399963379,
0.030478542670607567,
0.039928365498781204,
-0.010823428630828857,
-0.007589511573314667,
0.01519899070262909,
-0.006362948101013899,
0.07044491171836853,
0.06426416337490082,
-0.06757829338312149,
-0.03826536238193512,
0.006944449618458748,
-0.04851916432380676,
-0.03188556432723999,
-0.06957701593637466,
-0.03256019949913025,
0.01877940259873867,
0.008192458190023899,
-0.06128554046154022,
0.01183424424380064,
0.013741548173129559,
-0.005014732480049133,
0.048930857330560684,
-0.023235563188791275,
-0.08435185253620148,
-0.005927495192736387,
0.06832622736692429,
0.029750095680356026,
-0.021266084164381027,
-0.0700688287615776,
0.06118190288543701,
0.03108786791563034,
-0.044737230986356735,
0.02812000922858715,
-0.012439305894076824,
-0.07896450161933899,
-0.01601177453994751,
0.029013987630605698,
-0.03833258897066116,
0.035622067749500275,
0.019340626895427704,
0.01765298843383789,
-0.07067863643169403,
0.06681330502033234,
0.0053691440261900425,
0.060215674340724945,
0.030754242092370987,
0.02141832932829857,
-0.11515316367149353,
-0.010363377630710602,
-0.08748996257781982,
-0.017352595925331116,
0.027480922639369965,
-0.012211309745907784,
-0.0173944104462862,
-0.02249094843864441,
-0.034172423183918,
-0.038789793848991394,
0.01046750321984291,
-0.13103774189949036
] |
1402.0997
|
Liliana Pasquale
|
Liliana Pasquale. Yijun Yu, Luca Cavallaro, Mazeiar Salehie, Thein
Than Tun, Bashar Nuseibeh
|
Engineering Adaptive Digital Investigations using Forensics Requirements
| null | null | null | null |
cs.SE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A digital forensic investigation aims to collect and analyse the evidence
necessary to demonstrate a potential hypothesis of a digital crime. Despite the
availability of several digital forensics tools, investigators still approach
each crime case from scratch, postulating potential hypotheses and analysing
large volumes of data. This paper proposes to explicitly model forensic
requirements in order to engineer software systems that are forensic-ready and
guide the activities of a digital investigation. Forensic requirements relate
some speculative hypotheses of a crime to the evidence that should be collected
and analysed in a crime scene. In contrast to existing approaches, we propose
to perform proactive activities to preserve important - potentially ephemeral -
evidence, depending on the risk of a crime to take place. Once an investigation
starts, the evidence collected proactively is analysed to assess if some of the
speculative hypotheses of a crime hold and what further evidence is necessary
to support them. For each hypothesis that is satisfied, a structured argument
is generated to demonstrate how the evidence collected supports that
hypothesis. Our evaluation results suggest that the approach provides correct
investigative findings and reduces significantly the amount of evidence to be
collected and the hypotheses to be analysed.
|
[
{
"created": "Wed, 5 Feb 2014 10:19:25 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Yu",
"Liliana Pasquale. Yijun",
""
],
[
"Cavallaro",
"Luca",
""
],
[
"Salehie",
"Mazeiar",
""
],
[
"Tun",
"Thein Than",
""
],
[
"Nuseibeh",
"Bashar",
""
]
] |
[
-0.06698070466518402,
0.06709282845258713,
-0.035422373563051224,
-0.08863528072834015,
0.11497124284505844,
-0.009600982069969177,
0.004919443279504776,
0.054677899926900864,
0.05461680516600609,
0.06309657543897629,
0.029366767033934593,
-0.0869290828704834,
0.029247013852000237,
0.048068396747112274,
0.03972814977169037,
-0.011923993937671185,
0.03763466700911522,
-0.012627572752535343,
-0.0289746280759573,
0.020554084330797195,
-0.021714139729738235,
-0.0768163800239563,
0.09075522422790527,
-0.06458941102027893,
-0.05455853417515755,
0.012286101467907429,
0.0533020906150341,
-0.05442679673433304,
-0.05890268459916115,
0.01002688892185688,
0.0764375850558281,
0.01615011878311634,
0.06039994955062866,
0.043740127235651016,
0.05446659028530121,
-0.00995592214167118,
0.1274084597826004,
-0.02145588956773281,
-0.06504708528518677,
-0.012206340208649635,
-0.049516499042510986,
-0.034294724464416504,
-0.00718694319948554,
0.03047006204724312,
0.004218286834657192,
-0.049522269517183304,
0.03453700244426727,
0.04949777573347092,
-0.03396555036306381,
0.03220636770129204,
-0.08654016256332397,
0.00587922427803278,
-0.026025626808404922,
-0.0047768172807991505,
-0.006464829668402672,
0.020961245521903038,
0.10977207869291306,
-0.02016492746770382,
0.011723584495484829,
-0.09535355120897293,
0.02751993201673031,
0.033166587352752686,
-0.07239952683448792,
-0.002673417329788208,
-0.001123789930716157,
0.05885796993970871,
0.032392825931310654,
-0.014052200131118298,
0.08847840875387192,
0.08294061571359634,
-0.04168155789375305,
0.055502768605947495,
-0.046249330043792725,
0.08353783935308456,
-0.09727051854133606,
-0.025169985368847847,
-0.05032976716756821,
0.014684457331895828,
-0.02335936203598976,
-0.1164255291223526,
0.02203165553510189,
-0.018048714846372604,
-0.03730495274066925,
0.044890083372592926,
-0.028235377743840218,
0.03200678154826164,
-0.023081591352820396,
-0.008214490488171577,
-0.03030432015657425,
0.015452619642019272,
0.00047224413719959557,
-0.020723801106214523,
-0.0037729968316853046,
-0.0004608604940585792,
0.0789976716041565,
-0.010186645202338696,
-0.019880134612321854,
-0.0038904391694813967,
0.092598557472229,
0.018816644325852394,
-0.06632620841264725,
0.029559215530753136,
0.002202340867370367,
-0.1311349719762802,
-0.015343711711466312,
0.022786814719438553,
0.04578046500682831,
0.020776530727744102,
0.04198961332440376,
0.01732540689408779,
0.06799402832984924,
-0.02248712256550789,
-0.02449110895395279,
-0.020435934886336327,
0.12097416818141937,
-0.04629134759306908,
-0.026101374998688698,
0.02814873494207859,
-0.08758851140737534,
0.0008202518220059574,
0.12443988770246506,
0.05801223963499069,
-0.026172665879130363,
-0.024524293839931488,
0.012695025652647018,
-0.05592837557196617,
-0.058411240577697754,
7.756950386187e-34,
0.05042874068021774,
0.02382717840373516,
-0.07556778192520142,
0.057436805218458176,
-0.02433578111231327,
-0.04572631046175957,
-0.015733027830719948,
0.043041739612817764,
-0.011020349338650703,
0.07583819329738617,
-0.024376483634114265,
0.01084987074136734,
-0.06497257947921753,
-0.01263193879276514,
0.04237367957830429,
0.039608608931303024,
-0.005814588628709316,
0.03489852696657181,
0.035195186734199524,
-0.02739899232983589,
0.013871554285287857,
-0.10117832571268082,
0.001467254594899714,
-0.03405715152621269,
-0.01693537086248398,
0.00038995101931504905,
0.055655207484960556,
0.005151849240064621,
-0.010878106579184532,
-0.009539717808365822,
-0.041879624128341675,
-0.05475090444087982,
0.058333951979875565,
0.0005428773583844304,
0.06538799405097961,
0.019902171567082405,
-0.0165716502815485,
-0.04206292703747749,
0.015561566688120365,
0.05609307065606117,
-0.056818146258592606,
-0.026624219492077827,
-0.0005879901582375169,
-0.015225803479552269,
-0.0134761743247509,
-0.03921452909708023,
-0.08862905204296112,
0.003263126825913787,
-0.043915800750255585,
0.03301803767681122,
0.1131075769662857,
0.0032590795308351517,
0.05469748005270958,
0.008537613786756992,
-0.11613114178180695,
0.08349070698022842,
-0.04075072333216667,
-0.06611210107803345,
0.07466733455657959,
0.09766887873411179,
0.04607422277331352,
0.07330641150474548,
-0.029399901628494263,
0.026226170361042023,
-0.052210818976163864,
-0.005506901536136866,
0.07374658435583115,
-0.011258300393819809,
0.08079984784126282,
-0.02139298804104328,
-0.08267015963792801,
0.016374673694372177,
0.036417290568351746,
-0.028289692476391792,
0.007423304952681065,
-0.004773745778948069,
-0.0004300720465835184,
-0.04350170120596886,
-0.03321472555398941,
-0.005808492656797171,
0.0020293223205953836,
-0.019982924684882164,
0.05764581635594368,
-0.01609555073082447,
-0.0011335784802213311,
0.027989234775304794,
-0.05544804036617279,
0.006856377702206373,
-0.07995783537626266,
0.031150037422776222,
-0.046168528497219086,
-0.07214760780334473,
-0.09097352623939514,
-0.03318594768643379,
0.13244330883026123,
-2.71001626779638e-33,
-0.03132665902376175,
-0.06335382163524628,
-0.06775791943073273,
0.024795839563012123,
-0.007648037280887365,
-0.03763308376073837,
-0.084646075963974,
-0.11167104542255402,
0.005795598030090332,
-0.018053077161312103,
-0.08976126462221146,
-0.053377874195575714,
0.05701039731502533,
-0.01879832334816456,
-0.03663349151611328,
0.026980049908161163,
-0.04476092383265495,
-0.042863260954618454,
-0.051874373108148575,
0.04872165247797966,
0.039466604590415955,
0.02773650921881199,
-0.05880746245384216,
-0.0302277784794569,
0.014104443602263927,
0.03461093455553055,
-0.026891043409705162,
-0.006817810703068972,
0.05394021421670914,
0.020248251035809517,
-0.0074280137196183205,
-0.023745199665427208,
0.007367887534201145,
-0.018371175974607468,
-0.02716372348368168,
0.015297028236091137,
0.17609527707099915,
-0.05853499472141266,
0.028598729521036148,
0.019566113129258156,
0.06906932592391968,
0.0470094159245491,
-0.032193321734666824,
-0.0624634325504303,
-0.054462920874357224,
-0.028775274753570557,
-0.01071185152977705,
0.12037067860364914,
0.0002911854535341263,
-0.04193269461393356,
0.01605215296149254,
0.062294285744428635,
-0.038759756833314896,
-0.03336619958281517,
0.019194580614566803,
-0.008972709067165852,
-0.022061070427298546,
-0.02836562693119049,
0.04380829259753227,
-0.012126320041716099,
-0.02179042436182499,
0.013865684159100056,
-0.042106423527002335,
0.07364756613969803,
0.07476852089166641,
-0.04286392033100128,
-0.0031809064093977213,
-0.02283889427781105,
-0.07222581654787064,
0.021251702681183815,
0.02156892791390419,
-0.013640662655234337,
-0.026321353390812874,
0.01692979596555233,
0.02236947976052761,
-0.044041212648153305,
-0.019734710454940796,
-0.01812051609158516,
-0.018736660480499268,
0.06920628994703293,
0.014365289360284805,
-0.07674475014209747,
0.000056533372116973624,
0.044662196189165115,
0.025743994861841202,
0.026495659723877907,
-0.01797906681895256,
0.021258044987916946,
0.004492826294153929,
0.03373861685395241,
-0.08145090192556381,
-0.020895790308713913,
-0.06033502146601677,
0.010647241957485676,
-0.05600464344024658,
-4.795815655711522e-8,
0.019743766635656357,
-0.039399679750204086,
0.05871156230568886,
0.03552461415529251,
0.03021950088441372,
0.03662097826600075,
-0.0388081893324852,
0.009541289880871773,
-0.04250846058130264,
-0.14797541499137878,
0.05181482806801796,
-0.021829120814800262,
-0.07155782729387283,
-0.004347795620560646,
-0.06200091168284416,
-0.029305456206202507,
0.02222426049411297,
-0.0583188496530056,
-0.07964916527271271,
-0.0030540090519934893,
0.03398759663105011,
0.03714695945382118,
-0.043505892157554626,
0.04090747982263565,
0.08147595077753067,
-0.047356583178043365,
0.04975166171789169,
0.07212060689926147,
0.018955202773213387,
0.05910291150212288,
-0.021415209397673607,
-0.003641607938334346,
-0.04904506728053093,
-0.027344608679413795,
0.05337398871779442,
-0.024111416190862656,
0.12129060178995132,
0.03505253046751022,
0.01751837134361267,
-0.10214990377426147,
-0.014237194322049618,
-0.0013783058384433389,
-0.04360243305563927,
0.06506194174289703,
0.005119750741869211,
-0.1045183390378952,
-0.04969964921474457,
-0.04300907626748085,
0.045115940272808075,
-0.020757298916578293,
-0.08583264797925949,
-0.07365131378173828,
-0.030323825776576996,
0.12915877997875214,
0.0013619455276057124,
0.1045357808470726,
0.051680609583854675,
0.07704199850559235,
0.020296389237046242,
0.010021332651376724,
0.12345164269208908,
0.09126575291156769,
0.03589705377817154,
-0.04668460413813591
] | null | null | null | null | null | null | null |
[
-0.06698070466518402,
0.06709282845258713,
-0.035422373563051224,
-0.08863528072834015,
0.11497124284505844,
-0.009600982069969177,
0.004919443279504776,
0.054677899926900864,
0.05461680516600609,
0.06309657543897629,
0.029366767033934593,
-0.0869290828704834,
0.029247013852000237,
0.048068396747112274,
0.03972814977169037,
-0.011923993937671185,
0.03763466700911522,
-0.012627572752535343,
-0.0289746280759573,
0.020554084330797195,
-0.021714139729738235,
-0.0768163800239563,
0.09075522422790527,
-0.06458941102027893,
-0.05455853417515755,
0.012286101467907429,
0.0533020906150341,
-0.05442679673433304,
-0.05890268459916115,
0.01002688892185688,
0.0764375850558281,
0.01615011878311634,
0.06039994955062866,
0.043740127235651016,
0.05446659028530121,
-0.00995592214167118,
0.1274084597826004,
-0.02145588956773281,
-0.06504708528518677,
-0.012206340208649635,
-0.049516499042510986,
-0.034294724464416504,
-0.00718694319948554,
0.03047006204724312,
0.004218286834657192,
-0.049522269517183304,
0.03453700244426727,
0.04949777573347092,
-0.03396555036306381,
0.03220636770129204,
-0.08654016256332397,
0.00587922427803278,
-0.026025626808404922,
-0.0047768172807991505,
-0.006464829668402672,
0.020961245521903038,
0.10977207869291306,
-0.02016492746770382,
0.011723584495484829,
-0.09535355120897293,
0.02751993201673031,
0.033166587352752686,
-0.07239952683448792,
-0.002673417329788208,
-0.001123789930716157,
0.05885796993970871,
0.032392825931310654,
-0.014052200131118298,
0.08847840875387192,
0.08294061571359634,
-0.04168155789375305,
0.055502768605947495,
-0.046249330043792725,
0.08353783935308456,
-0.09727051854133606,
-0.025169985368847847,
-0.05032976716756821,
0.014684457331895828,
-0.02335936203598976,
-0.1164255291223526,
0.02203165553510189,
-0.018048714846372604,
-0.03730495274066925,
0.044890083372592926,
-0.028235377743840218,
0.03200678154826164,
-0.023081591352820396,
-0.008214490488171577,
-0.03030432015657425,
0.015452619642019272,
0.00047224413719959557,
-0.020723801106214523,
-0.0037729968316853046,
-0.0004608604940585792,
0.0789976716041565,
-0.010186645202338696,
-0.019880134612321854,
-0.0038904391694813967,
0.092598557472229,
0.018816644325852394,
-0.06632620841264725,
0.029559215530753136,
0.002202340867370367,
-0.1311349719762802,
-0.015343711711466312,
0.022786814719438553,
0.04578046500682831,
0.020776530727744102,
0.04198961332440376,
0.01732540689408779,
0.06799402832984924,
-0.02248712256550789,
-0.02449110895395279,
-0.020435934886336327,
0.12097416818141937,
-0.04629134759306908,
-0.026101374998688698,
0.02814873494207859,
-0.08758851140737534,
0.0008202518220059574,
0.12443988770246506,
0.05801223963499069,
-0.026172665879130363,
-0.024524293839931488,
0.012695025652647018,
-0.05592837557196617,
-0.058411240577697754,
7.756950386187e-34,
0.05042874068021774,
0.02382717840373516,
-0.07556778192520142,
0.057436805218458176,
-0.02433578111231327,
-0.04572631046175957,
-0.015733027830719948,
0.043041739612817764,
-0.011020349338650703,
0.07583819329738617,
-0.024376483634114265,
0.01084987074136734,
-0.06497257947921753,
-0.01263193879276514,
0.04237367957830429,
0.039608608931303024,
-0.005814588628709316,
0.03489852696657181,
0.035195186734199524,
-0.02739899232983589,
0.013871554285287857,
-0.10117832571268082,
0.001467254594899714,
-0.03405715152621269,
-0.01693537086248398,
0.00038995101931504905,
0.055655207484960556,
0.005151849240064621,
-0.010878106579184532,
-0.009539717808365822,
-0.041879624128341675,
-0.05475090444087982,
0.058333951979875565,
0.0005428773583844304,
0.06538799405097961,
0.019902171567082405,
-0.0165716502815485,
-0.04206292703747749,
0.015561566688120365,
0.05609307065606117,
-0.056818146258592606,
-0.026624219492077827,
-0.0005879901582375169,
-0.015225803479552269,
-0.0134761743247509,
-0.03921452909708023,
-0.08862905204296112,
0.003263126825913787,
-0.043915800750255585,
0.03301803767681122,
0.1131075769662857,
0.0032590795308351517,
0.05469748005270958,
0.008537613786756992,
-0.11613114178180695,
0.08349070698022842,
-0.04075072333216667,
-0.06611210107803345,
0.07466733455657959,
0.09766887873411179,
0.04607422277331352,
0.07330641150474548,
-0.029399901628494263,
0.026226170361042023,
-0.052210818976163864,
-0.005506901536136866,
0.07374658435583115,
-0.011258300393819809,
0.08079984784126282,
-0.02139298804104328,
-0.08267015963792801,
0.016374673694372177,
0.036417290568351746,
-0.028289692476391792,
0.007423304952681065,
-0.004773745778948069,
-0.0004300720465835184,
-0.04350170120596886,
-0.03321472555398941,
-0.005808492656797171,
0.0020293223205953836,
-0.019982924684882164,
0.05764581635594368,
-0.01609555073082447,
-0.0011335784802213311,
0.027989234775304794,
-0.05544804036617279,
0.006856377702206373,
-0.07995783537626266,
0.031150037422776222,
-0.046168528497219086,
-0.07214760780334473,
-0.09097352623939514,
-0.03318594768643379,
0.13244330883026123,
-2.71001626779638e-33,
-0.03132665902376175,
-0.06335382163524628,
-0.06775791943073273,
0.024795839563012123,
-0.007648037280887365,
-0.03763308376073837,
-0.084646075963974,
-0.11167104542255402,
0.005795598030090332,
-0.018053077161312103,
-0.08976126462221146,
-0.053377874195575714,
0.05701039731502533,
-0.01879832334816456,
-0.03663349151611328,
0.026980049908161163,
-0.04476092383265495,
-0.042863260954618454,
-0.051874373108148575,
0.04872165247797966,
0.039466604590415955,
0.02773650921881199,
-0.05880746245384216,
-0.0302277784794569,
0.014104443602263927,
0.03461093455553055,
-0.026891043409705162,
-0.006817810703068972,
0.05394021421670914,
0.020248251035809517,
-0.0074280137196183205,
-0.023745199665427208,
0.007367887534201145,
-0.018371175974607468,
-0.02716372348368168,
0.015297028236091137,
0.17609527707099915,
-0.05853499472141266,
0.028598729521036148,
0.019566113129258156,
0.06906932592391968,
0.0470094159245491,
-0.032193321734666824,
-0.0624634325504303,
-0.054462920874357224,
-0.028775274753570557,
-0.01071185152977705,
0.12037067860364914,
0.0002911854535341263,
-0.04193269461393356,
0.01605215296149254,
0.062294285744428635,
-0.038759756833314896,
-0.03336619958281517,
0.019194580614566803,
-0.008972709067165852,
-0.022061070427298546,
-0.02836562693119049,
0.04380829259753227,
-0.012126320041716099,
-0.02179042436182499,
0.013865684159100056,
-0.042106423527002335,
0.07364756613969803,
0.07476852089166641,
-0.04286392033100128,
-0.0031809064093977213,
-0.02283889427781105,
-0.07222581654787064,
0.021251702681183815,
0.02156892791390419,
-0.013640662655234337,
-0.026321353390812874,
0.01692979596555233,
0.02236947976052761,
-0.044041212648153305,
-0.019734710454940796,
-0.01812051609158516,
-0.018736660480499268,
0.06920628994703293,
0.014365289360284805,
-0.07674475014209747,
0.000056533372116973624,
0.044662196189165115,
0.025743994861841202,
0.026495659723877907,
-0.01797906681895256,
0.021258044987916946,
0.004492826294153929,
0.03373861685395241,
-0.08145090192556381,
-0.020895790308713913,
-0.06033502146601677,
0.010647241957485676,
-0.05600464344024658,
-4.795815655711522e-8,
0.019743766635656357,
-0.039399679750204086,
0.05871156230568886,
0.03552461415529251,
0.03021950088441372,
0.03662097826600075,
-0.0388081893324852,
0.009541289880871773,
-0.04250846058130264,
-0.14797541499137878,
0.05181482806801796,
-0.021829120814800262,
-0.07155782729387283,
-0.004347795620560646,
-0.06200091168284416,
-0.029305456206202507,
0.02222426049411297,
-0.0583188496530056,
-0.07964916527271271,
-0.0030540090519934893,
0.03398759663105011,
0.03714695945382118,
-0.043505892157554626,
0.04090747982263565,
0.08147595077753067,
-0.047356583178043365,
0.04975166171789169,
0.07212060689926147,
0.018955202773213387,
0.05910291150212288,
-0.021415209397673607,
-0.003641607938334346,
-0.04904506728053093,
-0.027344608679413795,
0.05337398871779442,
-0.024111416190862656,
0.12129060178995132,
0.03505253046751022,
0.01751837134361267,
-0.10214990377426147,
-0.014237194322049618,
-0.0013783058384433389,
-0.04360243305563927,
0.06506194174289703,
0.005119750741869211,
-0.1045183390378952,
-0.04969964921474457,
-0.04300907626748085,
0.045115940272808075,
-0.020757298916578293,
-0.08583264797925949,
-0.07365131378173828,
-0.030323825776576996,
0.12915877997875214,
0.0013619455276057124,
0.1045357808470726,
0.051680609583854675,
0.07704199850559235,
0.020296389237046242,
0.010021332651376724,
0.12345164269208908,
0.09126575291156769,
0.03589705377817154,
-0.04668460413813591
] |
1402.0998
|
Julius Reiss
|
Julius Reiss
|
A family of energy stable, skew-symmetric finite difference schemes on
collocated grids
| null | null | null | null |
physics.flu-dyn cs.NA math.NA
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A simple scheme for incompressible, constant density flows is presented,
which avoids odd-even decoupling for the Laplacian on a collocated grids.
Energy stability is implied by maintaining strict energy conservation. Momentum
is conserved. Arbitrary order in space and time can easily be obtained. The
conservation properties hold on transformed grids.
|
[
{
"created": "Wed, 5 Feb 2014 10:19:38 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Reiss",
"Julius",
""
]
] |
[
-0.03437190130352974,
0.04020810127258301,
-0.06987454742193222,
0.05255104973912239,
0.03517754375934601,
-0.056149743497371674,
-0.06693992763757706,
-0.09156705439090729,
-0.01071065105497837,
-0.037781838327646255,
-0.0276905857026577,
0.05469070002436638,
-0.04813097417354584,
-0.03513412922620773,
-0.07378728687763214,
-0.06453385949134827,
-0.04074500873684883,
0.056210558861494064,
-0.030343351885676384,
-0.00974675640463829,
-0.03529542312026024,
-0.0636994019150734,
-0.07059881091117859,
-0.006562875118106604,
0.0888151153922081,
0.05579821392893791,
-0.013279122300446033,
0.044033896178007126,
0.08799270540475845,
-0.028494752943515778,
0.08037622272968292,
-0.06715521216392517,
-0.13103002309799194,
0.027731766924262047,
-0.008753550238907337,
-0.020359694957733154,
0.016695313155651093,
0.06491672247648239,
-0.01956975646317005,
0.049107875674963,
-0.03434508293867111,
-0.028496794402599335,
0.04798546060919762,
-0.04763062670826912,
-0.04806610196828842,
-0.02291787974536419,
-0.017389647662639618,
-0.008361894637346268,
0.007659811060875654,
-0.05271487310528755,
0.004264747723937035,
-0.031582366675138474,
0.003688899800181389,
-0.015646807849407196,
-0.007157216779887676,
-0.013678078539669514,
0.02520768716931343,
-0.00833177287131548,
0.036193978041410446,
-0.021299593150615692,
-0.0006828882615081966,
-0.007601150311529636,
-0.009417247958481312,
0.10436924546957016,
-0.07869467884302139,
-0.05199497193098068,
-0.016243476420640945,
0.13206534087657928,
0.0129836555570364,
0.102779321372509,
-0.006635518278926611,
-0.028264090418815613,
-0.04212098568677902,
-0.0750117227435112,
0.08453036099672318,
0.035722166299819946,
0.007410254329442978,
-0.015405564568936825,
0.01930077373981476,
0.0879526361823082,
0.0411246083676815,
0.026056908071041107,
-0.08608145266771317,
-0.038378264755010605,
-0.08725950866937637,
-0.06230860576033592,
-0.09023349732160568,
0.0519484244287014,
0.038416538387537,
-0.06180154159665108,
0.027492893859744072,
0.09101555496454239,
0.05485674366354942,
-0.011343193240463734,
0.03040159121155739,
0.045010898262262344,
0.013029804453253746,
-0.04604537785053253,
0.004796268884092569,
-0.00579296937212348,
-0.05872127413749695,
-0.020796094089746475,
0.06327904015779495,
0.07264376431703568,
0.04336513951420784,
-0.018157929182052612,
0.026206376031041145,
0.036274705082178116,
0.0627485066652298,
0.02041599713265896,
0.03776354715228081,
-0.035964980721473694,
-0.055934373289346695,
0.049732256680727005,
-0.04438791424036026,
-0.07281791418790817,
0.06069214269518852,
-0.007788472343236208,
-0.010698022320866585,
-0.07360131293535233,
-0.0567418597638607,
-0.035581134259700775,
-0.07668476551771164,
-0.033268947154283524,
0.05234629660844803,
0.10900174826383591,
0.04354174807667732,
3.022665622691453e-33,
0.0008800695068202913,
0.010260523296892643,
-0.03481525555253029,
0.06812845170497894,
0.06772075593471527,
0.00459873815998435,
0.04856911674141884,
-0.03002854809165001,
0.035735879093408585,
0.0503801666200161,
-0.05674472451210022,
0.08702969551086426,
-0.07445298880338669,
0.07846073806285858,
-0.05134836211800575,
-0.018951216712594032,
0.08628817647695541,
0.05100974440574646,
0.0367545522749424,
-0.05497961491346359,
0.08815333247184753,
-0.024346016347408295,
0.010648602619767189,
-0.0903155580163002,
0.008062866516411304,
-0.038811393082141876,
0.017344623804092407,
-0.030954597517848015,
-0.005359045695513487,
0.03276890888810158,
-0.07396233081817627,
0.02321930229663849,
0.0276082381606102,
-0.01757989451289177,
0.02232508920133114,
-0.005399356596171856,
-0.0048321629874408245,
0.017682423815131187,
0.027008043602108955,
-0.05449403449892998,
-0.005478580482304096,
-0.011713776737451553,
0.004247014876455069,
-0.008382671512663364,
-0.02104375511407852,
-0.007088633254170418,
0.10615861415863037,
-0.054327674210071564,
-0.03767012804746628,
-0.023088570684194565,
-0.012085175141692162,
0.09854523092508316,
-0.06694724410772324,
0.014137648977339268,
0.0671122670173645,
-0.015978889539837837,
-0.0023953933268785477,
0.043029069900512695,
0.02608032152056694,
0.01985505409538746,
-0.054240837693214417,
0.08708512037992477,
-0.013103351928293705,
-0.005175773054361343,
0.0396258607506752,
-0.02793095074594021,
-0.0347316637635231,
0.029861442744731903,
0.03777509555220604,
-0.05207613483071327,
-0.032984983175992966,
0.004567278549075127,
-0.0010927686234936118,
-0.008574196137487888,
0.08188024908304214,
-0.06232684478163719,
-0.01806584559381008,
-0.006313016172498465,
-0.005855880677700043,
-0.005343202967196703,
-0.021116986870765686,
-0.010586938820779324,
-0.015974441543221474,
0.08375000208616257,
0.009017003700137138,
-0.045714300125837326,
-0.03537578880786896,
0.005553032737225294,
-0.014416076242923737,
-0.07672186195850372,
-0.0528007447719574,
-0.05224378779530525,
0.12525878846645355,
-0.03134980797767639,
0.006804120726883411,
-4.915406769780168e-33,
-0.02472136728465557,
0.04792850837111473,
-0.07715780287981033,
0.025908231735229492,
0.013375514186918736,
0.04884565621614456,
0.02152254246175289,
0.03879501298069954,
0.0362231619656086,
-0.0517076812684536,
-0.059648893773555756,
0.0013121487572789192,
-0.020088080316781998,
0.03423219546675682,
0.06623775511980057,
-0.003957443404942751,
-0.02365739271044731,
-0.0427289754152298,
-0.10029705613851547,
-0.017226573079824448,
-0.03809855505824089,
0.01665782555937767,
0.021961500868201256,
0.008270962163805962,
0.07880496233701706,
0.015974881127476692,
-0.01301542203873396,
0.013039427809417248,
0.029270941391587257,
0.08829670399427414,
-0.017285345122218132,
0.06064032390713692,
0.028237277641892433,
-0.02513590082526207,
-0.00798324216157198,
-0.004100182093679905,
-0.05753335729241371,
0.0701085552573204,
0.01026823092252016,
0.028069663792848587,
0.016731778159737587,
-0.029489299282431602,
-0.0024363098200410604,
0.04866090789437294,
0.04105513542890549,
-0.03861640766263008,
0.04652654752135277,
-0.02168978378176689,
-0.04283493757247925,
0.027593044564127922,
-0.10326039046049118,
0.027341756969690323,
-0.06295640766620636,
0.10856734961271286,
0.10472258925437927,
-0.027486076578497887,
0.02556610479950905,
0.10550888627767563,
-0.012439709156751633,
-0.1092514619231224,
-0.08483690768480301,
-0.046886324882507324,
0.029770299792289734,
0.055552296340465546,
0.044343627989292145,
0.03826303407549858,
-0.06821825355291367,
-0.09299051761627197,
-0.0035004925448447466,
0.03631560504436493,
0.04769216105341911,
-0.010648160241544247,
-0.08035065978765488,
-0.02071196213364601,
0.054495878517627716,
-0.020206650719046593,
0.07228019088506699,
0.03200449049472809,
0.018017955124378204,
0.003888934850692749,
-0.027071043848991394,
0.03304526209831238,
0.02887585759162903,
-0.02813573367893696,
0.05597469583153725,
-0.12687860429286957,
-0.050020623952150345,
-0.0944841280579567,
-0.005925506353378296,
0.04586503282189369,
0.09661228209733963,
-0.031057478860020638,
0.025287704542279243,
0.020318256691098213,
0.045167095959186554,
-4.462356173462467e-8,
-0.05253303796052933,
0.010380882769823074,
-0.014239811338484287,
-0.01980636641383171,
-0.04879103973507881,
-0.07392898947000504,
-0.008572372607886791,
0.02078518085181713,
0.0650080218911171,
-0.028605515137314796,
0.08104459196329117,
-0.08355487138032913,
0.04495784267783165,
-0.07624880224466324,
-0.07645019143819809,
0.060439322143793106,
-0.01241646334528923,
0.013982838951051235,
-0.026502806693315506,
0.02299881912767887,
-0.03163792937994003,
-0.01218231488019228,
-0.04961702600121498,
0.08935307711362839,
-0.013736769556999207,
0.02667580172419548,
-0.020416894927620888,
-0.124883271753788,
0.06674568355083466,
0.008714224211871624,
-0.05842738226056099,
0.038109056651592255,
0.05200610309839249,
0.10817592591047287,
-0.01648005284368992,
0.021180223673582077,
0.04378019645810127,
0.04003807157278061,
-0.024068627506494522,
-0.03428720682859421,
-0.03317791968584061,
0.027681726962327957,
-0.03199531137943268,
-0.049068305641412735,
-0.03605691343545914,
0.1606978178024292,
-0.04801981523633003,
0.03553619608283043,
-0.0375659316778183,
0.0669197291135788,
-0.08748871833086014,
0.004051583353430033,
0.045746300369501114,
0.01107102632522583,
0.045933425426483154,
-0.1007976308465004,
-0.1368221938610077,
0.0332334041595459,
0.060058947652578354,
-0.010793154127895832,
-0.023479662835597992,
0.1061457097530365,
-0.05897440016269684,
-0.010719900950789452
] | null | null | null | null | null | null | null |
[
-0.03437190130352974,
0.04020810127258301,
-0.06987454742193222,
0.05255104973912239,
0.03517754375934601,
-0.056149743497371674,
-0.06693992763757706,
-0.09156705439090729,
-0.01071065105497837,
-0.037781838327646255,
-0.0276905857026577,
0.05469070002436638,
-0.04813097417354584,
-0.03513412922620773,
-0.07378728687763214,
-0.06453385949134827,
-0.04074500873684883,
0.056210558861494064,
-0.030343351885676384,
-0.00974675640463829,
-0.03529542312026024,
-0.0636994019150734,
-0.07059881091117859,
-0.006562875118106604,
0.0888151153922081,
0.05579821392893791,
-0.013279122300446033,
0.044033896178007126,
0.08799270540475845,
-0.028494752943515778,
0.08037622272968292,
-0.06715521216392517,
-0.13103002309799194,
0.027731766924262047,
-0.008753550238907337,
-0.020359694957733154,
0.016695313155651093,
0.06491672247648239,
-0.01956975646317005,
0.049107875674963,
-0.03434508293867111,
-0.028496794402599335,
0.04798546060919762,
-0.04763062670826912,
-0.04806610196828842,
-0.02291787974536419,
-0.017389647662639618,
-0.008361894637346268,
0.007659811060875654,
-0.05271487310528755,
0.004264747723937035,
-0.031582366675138474,
0.003688899800181389,
-0.015646807849407196,
-0.007157216779887676,
-0.013678078539669514,
0.02520768716931343,
-0.00833177287131548,
0.036193978041410446,
-0.021299593150615692,
-0.0006828882615081966,
-0.007601150311529636,
-0.009417247958481312,
0.10436924546957016,
-0.07869467884302139,
-0.05199497193098068,
-0.016243476420640945,
0.13206534087657928,
0.0129836555570364,
0.102779321372509,
-0.006635518278926611,
-0.028264090418815613,
-0.04212098568677902,
-0.0750117227435112,
0.08453036099672318,
0.035722166299819946,
0.007410254329442978,
-0.015405564568936825,
0.01930077373981476,
0.0879526361823082,
0.0411246083676815,
0.026056908071041107,
-0.08608145266771317,
-0.038378264755010605,
-0.08725950866937637,
-0.06230860576033592,
-0.09023349732160568,
0.0519484244287014,
0.038416538387537,
-0.06180154159665108,
0.027492893859744072,
0.09101555496454239,
0.05485674366354942,
-0.011343193240463734,
0.03040159121155739,
0.045010898262262344,
0.013029804453253746,
-0.04604537785053253,
0.004796268884092569,
-0.00579296937212348,
-0.05872127413749695,
-0.020796094089746475,
0.06327904015779495,
0.07264376431703568,
0.04336513951420784,
-0.018157929182052612,
0.026206376031041145,
0.036274705082178116,
0.0627485066652298,
0.02041599713265896,
0.03776354715228081,
-0.035964980721473694,
-0.055934373289346695,
0.049732256680727005,
-0.04438791424036026,
-0.07281791418790817,
0.06069214269518852,
-0.007788472343236208,
-0.010698022320866585,
-0.07360131293535233,
-0.0567418597638607,
-0.035581134259700775,
-0.07668476551771164,
-0.033268947154283524,
0.05234629660844803,
0.10900174826383591,
0.04354174807667732,
3.022665622691453e-33,
0.0008800695068202913,
0.010260523296892643,
-0.03481525555253029,
0.06812845170497894,
0.06772075593471527,
0.00459873815998435,
0.04856911674141884,
-0.03002854809165001,
0.035735879093408585,
0.0503801666200161,
-0.05674472451210022,
0.08702969551086426,
-0.07445298880338669,
0.07846073806285858,
-0.05134836211800575,
-0.018951216712594032,
0.08628817647695541,
0.05100974440574646,
0.0367545522749424,
-0.05497961491346359,
0.08815333247184753,
-0.024346016347408295,
0.010648602619767189,
-0.0903155580163002,
0.008062866516411304,
-0.038811393082141876,
0.017344623804092407,
-0.030954597517848015,
-0.005359045695513487,
0.03276890888810158,
-0.07396233081817627,
0.02321930229663849,
0.0276082381606102,
-0.01757989451289177,
0.02232508920133114,
-0.005399356596171856,
-0.0048321629874408245,
0.017682423815131187,
0.027008043602108955,
-0.05449403449892998,
-0.005478580482304096,
-0.011713776737451553,
0.004247014876455069,
-0.008382671512663364,
-0.02104375511407852,
-0.007088633254170418,
0.10615861415863037,
-0.054327674210071564,
-0.03767012804746628,
-0.023088570684194565,
-0.012085175141692162,
0.09854523092508316,
-0.06694724410772324,
0.014137648977339268,
0.0671122670173645,
-0.015978889539837837,
-0.0023953933268785477,
0.043029069900512695,
0.02608032152056694,
0.01985505409538746,
-0.054240837693214417,
0.08708512037992477,
-0.013103351928293705,
-0.005175773054361343,
0.0396258607506752,
-0.02793095074594021,
-0.0347316637635231,
0.029861442744731903,
0.03777509555220604,
-0.05207613483071327,
-0.032984983175992966,
0.004567278549075127,
-0.0010927686234936118,
-0.008574196137487888,
0.08188024908304214,
-0.06232684478163719,
-0.01806584559381008,
-0.006313016172498465,
-0.005855880677700043,
-0.005343202967196703,
-0.021116986870765686,
-0.010586938820779324,
-0.015974441543221474,
0.08375000208616257,
0.009017003700137138,
-0.045714300125837326,
-0.03537578880786896,
0.005553032737225294,
-0.014416076242923737,
-0.07672186195850372,
-0.0528007447719574,
-0.05224378779530525,
0.12525878846645355,
-0.03134980797767639,
0.006804120726883411,
-4.915406769780168e-33,
-0.02472136728465557,
0.04792850837111473,
-0.07715780287981033,
0.025908231735229492,
0.013375514186918736,
0.04884565621614456,
0.02152254246175289,
0.03879501298069954,
0.0362231619656086,
-0.0517076812684536,
-0.059648893773555756,
0.0013121487572789192,
-0.020088080316781998,
0.03423219546675682,
0.06623775511980057,
-0.003957443404942751,
-0.02365739271044731,
-0.0427289754152298,
-0.10029705613851547,
-0.017226573079824448,
-0.03809855505824089,
0.01665782555937767,
0.021961500868201256,
0.008270962163805962,
0.07880496233701706,
0.015974881127476692,
-0.01301542203873396,
0.013039427809417248,
0.029270941391587257,
0.08829670399427414,
-0.017285345122218132,
0.06064032390713692,
0.028237277641892433,
-0.02513590082526207,
-0.00798324216157198,
-0.004100182093679905,
-0.05753335729241371,
0.0701085552573204,
0.01026823092252016,
0.028069663792848587,
0.016731778159737587,
-0.029489299282431602,
-0.0024363098200410604,
0.04866090789437294,
0.04105513542890549,
-0.03861640766263008,
0.04652654752135277,
-0.02168978378176689,
-0.04283493757247925,
0.027593044564127922,
-0.10326039046049118,
0.027341756969690323,
-0.06295640766620636,
0.10856734961271286,
0.10472258925437927,
-0.027486076578497887,
0.02556610479950905,
0.10550888627767563,
-0.012439709156751633,
-0.1092514619231224,
-0.08483690768480301,
-0.046886324882507324,
0.029770299792289734,
0.055552296340465546,
0.044343627989292145,
0.03826303407549858,
-0.06821825355291367,
-0.09299051761627197,
-0.0035004925448447466,
0.03631560504436493,
0.04769216105341911,
-0.010648160241544247,
-0.08035065978765488,
-0.02071196213364601,
0.054495878517627716,
-0.020206650719046593,
0.07228019088506699,
0.03200449049472809,
0.018017955124378204,
0.003888934850692749,
-0.027071043848991394,
0.03304526209831238,
0.02887585759162903,
-0.02813573367893696,
0.05597469583153725,
-0.12687860429286957,
-0.050020623952150345,
-0.0944841280579567,
-0.005925506353378296,
0.04586503282189369,
0.09661228209733963,
-0.031057478860020638,
0.025287704542279243,
0.020318256691098213,
0.045167095959186554,
-4.462356173462467e-8,
-0.05253303796052933,
0.010380882769823074,
-0.014239811338484287,
-0.01980636641383171,
-0.04879103973507881,
-0.07392898947000504,
-0.008572372607886791,
0.02078518085181713,
0.0650080218911171,
-0.028605515137314796,
0.08104459196329117,
-0.08355487138032913,
0.04495784267783165,
-0.07624880224466324,
-0.07645019143819809,
0.060439322143793106,
-0.01241646334528923,
0.013982838951051235,
-0.026502806693315506,
0.02299881912767887,
-0.03163792937994003,
-0.01218231488019228,
-0.04961702600121498,
0.08935307711362839,
-0.013736769556999207,
0.02667580172419548,
-0.020416894927620888,
-0.124883271753788,
0.06674568355083466,
0.008714224211871624,
-0.05842738226056099,
0.038109056651592255,
0.05200610309839249,
0.10817592591047287,
-0.01648005284368992,
0.021180223673582077,
0.04378019645810127,
0.04003807157278061,
-0.024068627506494522,
-0.03428720682859421,
-0.03317791968584061,
0.027681726962327957,
-0.03199531137943268,
-0.049068305641412735,
-0.03605691343545914,
0.1606978178024292,
-0.04801981523633003,
0.03553619608283043,
-0.0375659316778183,
0.0669197291135788,
-0.08748871833086014,
0.004051583353430033,
0.045746300369501114,
0.01107102632522583,
0.045933425426483154,
-0.1007976308465004,
-0.1368221938610077,
0.0332334041595459,
0.060058947652578354,
-0.010793154127895832,
-0.023479662835597992,
0.1061457097530365,
-0.05897440016269684,
-0.010719900950789452
] |
1402.1001
|
Tiago Guerreiro
|
Hugo Nicolau, Jo\~ao Guerreiro, Tiago Guerreiro
|
Stressing the Boundaries of Mobile Accessibility
|
3 pages, two figures, ACM CHI 2013 Mobile Accessibility Workshop
| null | null | null |
cs.HC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Mobile devices gather the communication capabilities as no other gadget.
Plus, they now comprise a wider set of applications while still maintaining
reduced size and weight. They have started to include accessibility features
that enable the inclusion of disabled people. However, these inclusive efforts
still fall short considering the possibilities of such devices. This is mainly
due to the lack of interoperability and extensibility of current mobile
operating systems (OS). In this paper, we present a case study of a
multi-impaired person where access to basic mobile applications was provided in
an applicational basis. We outline the main flaws in current mobile OS and
suggest how these could further empower developers to provide accessibility
components. These could then be compounded to provide system-wide inclusion to
a wider range of (multi)-impairments.
|
[
{
"created": "Wed, 5 Feb 2014 10:30:52 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Nicolau",
"Hugo",
""
],
[
"Guerreiro",
"João",
""
],
[
"Guerreiro",
"Tiago",
""
]
] |
[
-0.04963671416044235,
0.012377400882542133,
0.06022454425692558,
-0.05798286944627762,
0.02558419667184353,
0.01477102842181921,
0.05394415929913521,
0.05518433824181557,
-0.07941488176584244,
-0.03660403937101364,
0.0496794618666172,
-0.022727277129888535,
0.05483744665980339,
-0.02849441207945347,
0.05897286534309387,
-0.08470290154218674,
0.06535658985376358,
-0.020207015797495842,
-0.017108863219618797,
0.03308943286538124,
0.005936130415648222,
0.10785490274429321,
-0.0486888587474823,
0.03165697306394577,
-0.00878417119383812,
-0.07685180753469467,
-0.0777018666267395,
-0.05782129988074303,
0.06782839447259903,
0.02258465811610222,
-0.02591012977063656,
0.06695812940597534,
0.04144730046391487,
0.038313306868076324,
-0.059016358107328415,
-0.06766112148761749,
0.08151920139789581,
0.013230308890342712,
-0.1037815511226654,
-0.102094367146492,
-0.17546002566814423,
-0.014812126755714417,
-0.02375616878271103,
0.06062086671590805,
-0.02360827475786209,
-0.13433624804019928,
0.0348239541053772,
-0.027242807671427727,
0.006530155893415213,
-0.050887104123830795,
0.06339675933122635,
-0.01048542931675911,
0.05088018625974655,
0.024187596514821053,
-0.05803991109132767,
-0.036507297307252884,
-0.02617058902978897,
0.08168427646160126,
0.024133112281560898,
0.03862825781106949,
-0.015737801790237427,
-0.02015475369989872,
0.016039971262216568,
0.04846047982573509,
-0.004061262123286724,
0.06908699870109558,
-0.007762889843434095,
-0.06917845457792282,
-0.018475661054253578,
-0.06042109429836273,
-0.08804338425397873,
-0.0038522337563335896,
0.08007675409317017,
0.03763178735971451,
-0.04955584928393364,
-0.012695832177996635,
-0.04611210897564888,
0.005936495494097471,
0.008479169569909573,
0.00920733530074358,
-0.02007439360022545,
-0.01496059074997902,
-0.04688035324215889,
0.05426139011979103,
0.011146524921059608,
0.0665135458111763,
-0.09865901619195938,
0.023543497547507286,
-0.06319920718669891,
0.025728046894073486,
-0.03579306975007057,
0.017449917271733284,
0.0462283119559288,
-0.021681979298591614,
0.02356855757534504,
-0.0942048579454422,
0.10952140390872955,
-0.06791552901268005,
-0.09615883976221085,
0.05629725754261017,
0.024796564131975174,
0.051798444241285324,
0.07748819142580032,
-0.004613060504198074,
0.04671303555369377,
0.04983647167682648,
0.077405646443367,
-0.04086657240986824,
-0.03903363272547722,
0.01996465027332306,
-0.028819512575864792,
-0.05051664635539055,
-0.03796309232711792,
-0.028663065284490585,
-0.02420317567884922,
0.0025069115217775106,
-0.04078470543026924,
-0.05045679956674576,
0.06554347276687622,
0.01783876307308674,
-0.021458100527524948,
0.00048424836131744087,
0.006922162137925625,
-0.07299376279115677,
0.04705473408102989,
0.07029782235622406,
-0.06173861026763916,
1.0577769486175858e-33,
-0.04656442627310753,
0.010225416161119938,
-0.05042117461562157,
0.04329037666320801,
0.024087511003017426,
-0.07359044998884201,
-0.04827791079878807,
-0.026732346042990685,
-0.042487941682338715,
-0.011853052303195,
0.06364765018224716,
0.07528816163539886,
0.03899099677801132,
-0.022358955815434456,
0.10809681564569473,
-0.014233690686523914,
0.0208425335586071,
0.053930751979351044,
-0.020554153248667717,
0.025966443121433258,
0.0006984264473430812,
-0.06790786981582642,
0.007499275263398886,
0.025905851274728775,
0.020372336730360985,
0.06892408430576324,
-0.008549193851649761,
-0.05995677411556244,
0.1581973284482956,
0.007344096899032593,
-0.08215267211198807,
0.02948174625635147,
0.029666274785995483,
-0.07001474499702454,
0.020474573597311974,
-0.06740682572126389,
0.021065713837742805,
-0.07563694566488266,
0.05421733111143112,
-0.02676926553249359,
-0.10189246386289597,
-0.05964893847703934,
0.02181210368871689,
-0.08591791242361069,
-0.005896837450563908,
0.01736496202647686,
0.05480394512414932,
0.0014566947938874364,
-0.046516671776771545,
0.02592894621193409,
-0.05137992277741432,
0.09015689045190811,
-0.04950222745537758,
-0.03895985335111618,
-0.04403853416442871,
-0.05823756754398346,
-0.04217670485377312,
-0.005922163836658001,
0.017057036980986595,
-0.006107736378908157,
-0.020944297313690186,
0.03322018310427666,
0.011738386005163193,
0.014985672198235989,
-0.018310917541384697,
-0.06789673119783401,
0.02876012958586216,
-0.03393128141760826,
-0.034357257187366486,
0.006661308463662863,
-0.04004836082458496,
-0.014976952224969864,
0.02406996674835682,
0.06158249080181122,
-0.06532580405473709,
0.04517238214612007,
0.023369459435343742,
-0.03353821858763695,
-0.025694463402032852,
-0.0179057028144598,
-0.022807957604527473,
0.029750989750027657,
0.015191612765192986,
0.006910616997629404,
0.05260660871863365,
-0.022330928593873978,
-0.07111962139606476,
-0.08149350434541702,
-0.08534154295921326,
0.02877160534262657,
-0.02460251934826374,
0.0721687525510788,
-0.007980069145560265,
-0.03412707522511482,
-0.051494523882865906,
-3.765117221891418e-33,
-0.018264664337038994,
-0.016108054667711258,
-0.03631975129246712,
-0.09297104179859161,
0.06658589839935303,
-0.08931416273117065,
0.003510397858917713,
-0.015597997233271599,
-0.007545765023678541,
-0.000807765987701714,
-0.09051651507616043,
0.03268103674054146,
0.06965841352939606,
-0.02423105016350746,
-0.014630598947405815,
0.0044085304252803326,
0.009477019309997559,
0.021869460120797157,
0.027124876156449318,
0.06638021767139435,
0.038080982863903046,
0.04422405734658241,
0.021712247282266617,
0.014390069991350174,
-0.02067539654672146,
0.015764569863677025,
-0.08580624312162399,
-0.018407339230179787,
-0.05273478850722313,
-0.06924989074468613,
0.017008544877171516,
-0.004420058336108923,
0.0054961093701422215,
-0.12380237132310867,
0.06544190645217896,
-0.019366808235645294,
-0.05576498433947563,
0.0269118994474411,
-0.09114707261323929,
-0.026295429095625877,
0.10996799170970917,
0.004188053775578737,
-0.0033267245162278414,
-0.020053908228874207,
0.09241192042827606,
0.06811411678791046,
-0.033556774258613586,
-0.07599493116140366,
-0.014827469363808632,
-0.07367540150880814,
0.10094763338565826,
-0.03393683582544327,
0.06381434202194214,
-0.03231276944279671,
-0.02410878986120224,
0.035589396953582764,
0.09233293682336807,
-0.07942447811365128,
0.01533988956362009,
0.003516365308314562,
0.026727022603154182,
-0.07453350722789764,
-0.03768473118543625,
0.05383995920419693,
-0.006208756472915411,
-0.006648565176874399,
0.03293661028146744,
0.032853852957487106,
-0.06115560233592987,
0.03373713046312332,
0.061415888369083405,
-0.037268850952386856,
-0.00989523995667696,
-0.017317382618784904,
0.06680498272180557,
0.11498813331127167,
0.00027114228578284383,
0.00473551731556654,
-0.07830355316400528,
-0.06003812327980995,
0.04041174426674843,
0.056611865758895874,
0.031791288405656815,
0.023493673652410507,
0.018628519028425217,
-0.005366357043385506,
0.0065116132609546185,
-0.03256102278828621,
0.003452800214290619,
-0.032568708062171936,
-0.09307178109884262,
0.08992120623588562,
-0.07080252468585968,
0.0822049155831337,
-0.04349915310740471,
-4.2080589679471814e-8,
0.04859443008899689,
0.03881705924868584,
-0.038104355335235596,
-0.05872609093785286,
-0.06372455507516861,
-0.004046399611979723,
-0.025120984762907028,
-0.02094496786594391,
-0.015262911096215248,
0.08630720525979996,
-0.053970396518707275,
-0.09483575820922852,
0.007479940541088581,
0.07160481065511703,
0.13323184847831726,
0.09257569909095764,
-0.027316173538565636,
0.04852619022130966,
-0.06886465102434158,
0.05368712916970253,
0.06834080815315247,
0.04691203683614731,
-0.0089260283857584,
0.11375816911458969,
0.08079633861780167,
-0.02001471072435379,
-0.035998035222291946,
-0.06412269920110703,
-0.005069667473435402,
0.027236483991146088,
0.016436919569969177,
0.043349992483854294,
0.015445344150066376,
0.02629975788295269,
0.00307603576220572,
0.003901504911482334,
0.022384202107787132,
0.03924885019659996,
0.027594951912760735,
0.017261391505599022,
-0.036270759999752045,
-0.03162846341729164,
-0.0027665221132338047,
0.0335582010447979,
-0.003251725109294057,
-0.01085311733186245,
-0.0500502847135067,
-0.02731921151280403,
-0.014643887989223003,
0.006576288491487503,
-0.020849617198109627,
0.013050791807472706,
0.056508734822273254,
-0.004698543809354305,
0.07801268994808197,
0.03447575494647026,
0.07789691537618637,
-0.012571391649544239,
-0.013360007666051388,
-0.017545010894536972,
0.07833963632583618,
0.046773023903369904,
-0.010628488846123219,
0.04113783687353134
] | null | null | null | null | null | null | null |
[
-0.04963671416044235,
0.012377400882542133,
0.06022454425692558,
-0.05798286944627762,
0.02558419667184353,
0.01477102842181921,
0.05394415929913521,
0.05518433824181557,
-0.07941488176584244,
-0.03660403937101364,
0.0496794618666172,
-0.022727277129888535,
0.05483744665980339,
-0.02849441207945347,
0.05897286534309387,
-0.08470290154218674,
0.06535658985376358,
-0.020207015797495842,
-0.017108863219618797,
0.03308943286538124,
0.005936130415648222,
0.10785490274429321,
-0.0486888587474823,
0.03165697306394577,
-0.00878417119383812,
-0.07685180753469467,
-0.0777018666267395,
-0.05782129988074303,
0.06782839447259903,
0.02258465811610222,
-0.02591012977063656,
0.06695812940597534,
0.04144730046391487,
0.038313306868076324,
-0.059016358107328415,
-0.06766112148761749,
0.08151920139789581,
0.013230308890342712,
-0.1037815511226654,
-0.102094367146492,
-0.17546002566814423,
-0.014812126755714417,
-0.02375616878271103,
0.06062086671590805,
-0.02360827475786209,
-0.13433624804019928,
0.0348239541053772,
-0.027242807671427727,
0.006530155893415213,
-0.050887104123830795,
0.06339675933122635,
-0.01048542931675911,
0.05088018625974655,
0.024187596514821053,
-0.05803991109132767,
-0.036507297307252884,
-0.02617058902978897,
0.08168427646160126,
0.024133112281560898,
0.03862825781106949,
-0.015737801790237427,
-0.02015475369989872,
0.016039971262216568,
0.04846047982573509,
-0.004061262123286724,
0.06908699870109558,
-0.007762889843434095,
-0.06917845457792282,
-0.018475661054253578,
-0.06042109429836273,
-0.08804338425397873,
-0.0038522337563335896,
0.08007675409317017,
0.03763178735971451,
-0.04955584928393364,
-0.012695832177996635,
-0.04611210897564888,
0.005936495494097471,
0.008479169569909573,
0.00920733530074358,
-0.02007439360022545,
-0.01496059074997902,
-0.04688035324215889,
0.05426139011979103,
0.011146524921059608,
0.0665135458111763,
-0.09865901619195938,
0.023543497547507286,
-0.06319920718669891,
0.025728046894073486,
-0.03579306975007057,
0.017449917271733284,
0.0462283119559288,
-0.021681979298591614,
0.02356855757534504,
-0.0942048579454422,
0.10952140390872955,
-0.06791552901268005,
-0.09615883976221085,
0.05629725754261017,
0.024796564131975174,
0.051798444241285324,
0.07748819142580032,
-0.004613060504198074,
0.04671303555369377,
0.04983647167682648,
0.077405646443367,
-0.04086657240986824,
-0.03903363272547722,
0.01996465027332306,
-0.028819512575864792,
-0.05051664635539055,
-0.03796309232711792,
-0.028663065284490585,
-0.02420317567884922,
0.0025069115217775106,
-0.04078470543026924,
-0.05045679956674576,
0.06554347276687622,
0.01783876307308674,
-0.021458100527524948,
0.00048424836131744087,
0.006922162137925625,
-0.07299376279115677,
0.04705473408102989,
0.07029782235622406,
-0.06173861026763916,
1.0577769486175858e-33,
-0.04656442627310753,
0.010225416161119938,
-0.05042117461562157,
0.04329037666320801,
0.024087511003017426,
-0.07359044998884201,
-0.04827791079878807,
-0.026732346042990685,
-0.042487941682338715,
-0.011853052303195,
0.06364765018224716,
0.07528816163539886,
0.03899099677801132,
-0.022358955815434456,
0.10809681564569473,
-0.014233690686523914,
0.0208425335586071,
0.053930751979351044,
-0.020554153248667717,
0.025966443121433258,
0.0006984264473430812,
-0.06790786981582642,
0.007499275263398886,
0.025905851274728775,
0.020372336730360985,
0.06892408430576324,
-0.008549193851649761,
-0.05995677411556244,
0.1581973284482956,
0.007344096899032593,
-0.08215267211198807,
0.02948174625635147,
0.029666274785995483,
-0.07001474499702454,
0.020474573597311974,
-0.06740682572126389,
0.021065713837742805,
-0.07563694566488266,
0.05421733111143112,
-0.02676926553249359,
-0.10189246386289597,
-0.05964893847703934,
0.02181210368871689,
-0.08591791242361069,
-0.005896837450563908,
0.01736496202647686,
0.05480394512414932,
0.0014566947938874364,
-0.046516671776771545,
0.02592894621193409,
-0.05137992277741432,
0.09015689045190811,
-0.04950222745537758,
-0.03895985335111618,
-0.04403853416442871,
-0.05823756754398346,
-0.04217670485377312,
-0.005922163836658001,
0.017057036980986595,
-0.006107736378908157,
-0.020944297313690186,
0.03322018310427666,
0.011738386005163193,
0.014985672198235989,
-0.018310917541384697,
-0.06789673119783401,
0.02876012958586216,
-0.03393128141760826,
-0.034357257187366486,
0.006661308463662863,
-0.04004836082458496,
-0.014976952224969864,
0.02406996674835682,
0.06158249080181122,
-0.06532580405473709,
0.04517238214612007,
0.023369459435343742,
-0.03353821858763695,
-0.025694463402032852,
-0.0179057028144598,
-0.022807957604527473,
0.029750989750027657,
0.015191612765192986,
0.006910616997629404,
0.05260660871863365,
-0.022330928593873978,
-0.07111962139606476,
-0.08149350434541702,
-0.08534154295921326,
0.02877160534262657,
-0.02460251934826374,
0.0721687525510788,
-0.007980069145560265,
-0.03412707522511482,
-0.051494523882865906,
-3.765117221891418e-33,
-0.018264664337038994,
-0.016108054667711258,
-0.03631975129246712,
-0.09297104179859161,
0.06658589839935303,
-0.08931416273117065,
0.003510397858917713,
-0.015597997233271599,
-0.007545765023678541,
-0.000807765987701714,
-0.09051651507616043,
0.03268103674054146,
0.06965841352939606,
-0.02423105016350746,
-0.014630598947405815,
0.0044085304252803326,
0.009477019309997559,
0.021869460120797157,
0.027124876156449318,
0.06638021767139435,
0.038080982863903046,
0.04422405734658241,
0.021712247282266617,
0.014390069991350174,
-0.02067539654672146,
0.015764569863677025,
-0.08580624312162399,
-0.018407339230179787,
-0.05273478850722313,
-0.06924989074468613,
0.017008544877171516,
-0.004420058336108923,
0.0054961093701422215,
-0.12380237132310867,
0.06544190645217896,
-0.019366808235645294,
-0.05576498433947563,
0.0269118994474411,
-0.09114707261323929,
-0.026295429095625877,
0.10996799170970917,
0.004188053775578737,
-0.0033267245162278414,
-0.020053908228874207,
0.09241192042827606,
0.06811411678791046,
-0.033556774258613586,
-0.07599493116140366,
-0.014827469363808632,
-0.07367540150880814,
0.10094763338565826,
-0.03393683582544327,
0.06381434202194214,
-0.03231276944279671,
-0.02410878986120224,
0.035589396953582764,
0.09233293682336807,
-0.07942447811365128,
0.01533988956362009,
0.003516365308314562,
0.026727022603154182,
-0.07453350722789764,
-0.03768473118543625,
0.05383995920419693,
-0.006208756472915411,
-0.006648565176874399,
0.03293661028146744,
0.032853852957487106,
-0.06115560233592987,
0.03373713046312332,
0.061415888369083405,
-0.037268850952386856,
-0.00989523995667696,
-0.017317382618784904,
0.06680498272180557,
0.11498813331127167,
0.00027114228578284383,
0.00473551731556654,
-0.07830355316400528,
-0.06003812327980995,
0.04041174426674843,
0.056611865758895874,
0.031791288405656815,
0.023493673652410507,
0.018628519028425217,
-0.005366357043385506,
0.0065116132609546185,
-0.03256102278828621,
0.003452800214290619,
-0.032568708062171936,
-0.09307178109884262,
0.08992120623588562,
-0.07080252468585968,
0.0822049155831337,
-0.04349915310740471,
-4.2080589679471814e-8,
0.04859443008899689,
0.03881705924868584,
-0.038104355335235596,
-0.05872609093785286,
-0.06372455507516861,
-0.004046399611979723,
-0.025120984762907028,
-0.02094496786594391,
-0.015262911096215248,
0.08630720525979996,
-0.053970396518707275,
-0.09483575820922852,
0.007479940541088581,
0.07160481065511703,
0.13323184847831726,
0.09257569909095764,
-0.027316173538565636,
0.04852619022130966,
-0.06886465102434158,
0.05368712916970253,
0.06834080815315247,
0.04691203683614731,
-0.0089260283857584,
0.11375816911458969,
0.08079633861780167,
-0.02001471072435379,
-0.035998035222291946,
-0.06412269920110703,
-0.005069667473435402,
0.027236483991146088,
0.016436919569969177,
0.043349992483854294,
0.015445344150066376,
0.02629975788295269,
0.00307603576220572,
0.003901504911482334,
0.022384202107787132,
0.03924885019659996,
0.027594951912760735,
0.017261391505599022,
-0.036270759999752045,
-0.03162846341729164,
-0.0027665221132338047,
0.0335582010447979,
-0.003251725109294057,
-0.01085311733186245,
-0.0500502847135067,
-0.02731921151280403,
-0.014643887989223003,
0.006576288491487503,
-0.020849617198109627,
0.013050791807472706,
0.056508734822273254,
-0.004698543809354305,
0.07801268994808197,
0.03447575494647026,
0.07789691537618637,
-0.012571391649544239,
-0.013360007666051388,
-0.017545010894536972,
0.07833963632583618,
0.046773023903369904,
-0.010628488846123219,
0.04113783687353134
] |
1402.1010
|
Henrik Sandberg
|
Henrik Sandberg, Jean-Charles Delvenne, Nigel J. Newton, Sanjoy K.
Mitter
|
Maximum work extraction and implementation costs for non-equilibrium
Maxwell's demons
| null |
Phys. Rev. E 90, 042119, October 2014
|
10.1103/PhysRevE.90.042119
| null |
cond-mat.stat-mech cs.SY math.OC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this theoretical study, we determine the maximum amount of work
extractable in finite time by a demon performing continuous measurements on a
quadratic Hamiltonian system subjected to thermal fluctuations, in terms of the
information extracted from the system. This is in contrast to many recent
studies that focus on demons' maximizing the extracted work over received
information, and operate close to equilibrium. The maximum work demon is found
to apply a high-gain continuous feedback using a Kalman-Bucy estimate of the
system state. A simple and concrete electrical implementation of the feedback
protocol is proposed, which allows for analytic expressions of the flows of
energy and entropy inside the demon. This let us show that any implementation
of the demon must necessarily include an external power source, which we prove
both from classical thermodynamics arguments and from a version of Landauer's
memory erasure argument extended to non-equilibrium linear systems.
|
[
{
"created": "Wed, 5 Feb 2014 11:02:44 GMT",
"version": "v1"
},
{
"created": "Tue, 22 Jul 2014 14:47:15 GMT",
"version": "v2"
}
] |
2014-10-21
|
[
[
"Sandberg",
"Henrik",
""
],
[
"Delvenne",
"Jean-Charles",
""
],
[
"Newton",
"Nigel J.",
""
],
[
"Mitter",
"Sanjoy K.",
""
]
] |
[
-0.10304118692874908,
0.068693608045578,
-0.042440008372068405,
0.04571901261806488,
-0.01757628284394741,
0.007382724899798632,
0.020305657759308815,
-0.040435295552015305,
0.07941693812608719,
0.054824743419885635,
0.004893157165497541,
0.07739195227622986,
0.0658397451043129,
-0.032266803085803986,
-0.05194549262523651,
0.033491481095552444,
0.0567936897277832,
0.0533023364841938,
0.04984324052929878,
-0.0449717715382576,
0.10873208194971085,
0.0469399057328701,
-0.009612570516765118,
0.04994497820734978,
0.014994875527918339,
0.017280228435993195,
-0.054561372846364975,
0.009266756474971771,
0.005104521289467812,
-0.025496479123830795,
-0.05419950932264328,
-0.0647410973906517,
-0.052173905074596405,
-0.038248900324106216,
0.009057382121682167,
0.04908693581819534,
-0.0412919707596302,
0.05465702340006828,
-0.049061369150877,
-0.0022026461083441973,
-0.0007484330562874675,
0.05247968062758446,
-0.008967975154519081,
0.01614944264292717,
-0.07683800905942917,
-0.019897649064660072,
0.071754589676857,
-0.05157697573304176,
-0.030413752421736717,
-0.08196622133255005,
0.0025383117608726025,
0.060315173119306564,
0.1278356909751892,
0.06557884812355042,
0.03124520555138588,
-0.021870138123631477,
0.021250851452350616,
-0.019306670874357224,
-0.05001803860068321,
0.011544324457645416,
0.01069454662501812,
0.055588413029909134,
-0.055099278688430786,
-0.001977404346689582,
0.0494818314909935,
0.005705876275897026,
0.01218855008482933,
0.05743052810430527,
-0.0633201152086258,
0.02101846970617771,
-0.026563473045825958,
-0.02852184884250164,
-0.01313428021967411,
-0.12500536441802979,
0.05718789994716644,
-0.10094909369945526,
-0.04354668781161308,
-0.008957312442362309,
-0.0243642870336771,
0.0409715436398983,
0.06021838262677193,
-0.07618417590856552,
0.04904419556260109,
-0.06812291592359543,
-0.0020615665707737207,
0.013528525829315186,
0.042423639446496964,
0.047059495002031326,
0.12651564180850983,
-0.07206841558218002,
-0.02761533483862877,
-0.0334654338657856,
-0.07958614081144333,
0.03718967363238335,
0.08197518438100815,
-0.10589509457349777,
0.07367853075265884,
0.021625172346830368,
0.08501758426427841,
0.12653748691082,
-0.00897750910371542,
0.002158405724912882,
-0.03656819090247154,
0.04908658191561699,
-0.0036123956087976694,
-0.03126361966133118,
0.022456930950284004,
0.055657099932432175,
0.00132383790332824,
-0.015877965837717056,
0.02350655198097229,
-0.05752771347761154,
-0.004828407894819975,
0.09923800826072693,
0.056354280561208725,
-0.06900713592767715,
0.0006103048799559474,
0.05269387736916542,
-0.03747892007231712,
0.039674706757068634,
0.03358379751443863,
0.04551834240555763,
0.03052118420600891,
0.05586592108011246,
-0.011343349702656269,
0.042700640857219696,
0.04844585061073303,
-1.429321692895725e-33,
-0.01408387254923582,
-0.008728588931262493,
0.013795369304716587,
-0.02439914271235466,
0.01506203506141901,
0.03888886049389839,
-0.014340950176119804,
0.04602690041065216,
0.06425593048334122,
0.024205759167671204,
0.02329530566930771,
0.054814450442790985,
0.007569215726107359,
0.09657657146453857,
0.05910705775022507,
0.03393726795911789,
-0.02084917388856411,
-0.016244813799858093,
0.12342903017997742,
-0.05004238709807396,
0.05249485373497009,
-0.038061682134866714,
-0.03274399787187576,
-0.03120763972401619,
0.034508850425481796,
-0.014668678864836693,
0.002585673239082098,
0.0545324981212616,
-0.050628941506147385,
0.015362710691988468,
-0.07600387185811996,
0.035337913781404495,
-0.005220204126089811,
-0.0340673103928566,
-0.018150294199585915,
0.0421966128051281,
0.030464094132184982,
-0.026057889685034752,
-0.05703256279230118,
-0.043247662484645844,
0.08492286503314972,
0.045049998909235,
-0.03677964210510254,
-0.051091279834508896,
-0.0951637253165245,
-0.06112658232450485,
0.019121859222650528,
0.02728085033595562,
-0.03563248738646507,
-0.03408396989107132,
-0.03131026774644852,
-0.009364607743918896,
-0.03847737982869148,
-0.030511632561683655,
0.014796685427427292,
-0.06330827623605728,
-0.04213301092386246,
0.008908008225262165,
0.029486924409866333,
0.09594960510730743,
-0.026635311543941498,
0.05269421637058258,
0.08184612542390823,
-0.08381526172161102,
0.0015530617674812675,
0.06651205569505692,
-0.023325858637690544,
-0.0018887158948928118,
0.08927182108163834,
-0.06630557030439377,
-0.08106321096420288,
0.026323001831769943,
0.014920067973434925,
-0.04593481868505478,
0.08378162235021591,
-0.039558812975883484,
0.0025203111581504345,
-0.034161873161792755,
-0.09244146943092346,
0.01110468152910471,
-0.017660537734627724,
-0.16743995249271393,
0.05614728480577469,
0.06430082768201828,
0.032006628811359406,
-0.08568847179412842,
-0.09331159293651581,
0.012011460028588772,
-0.07542651891708374,
0.007551964372396469,
-0.08769789338111877,
-0.0036720456555485725,
0.06320235878229141,
0.05228104814887047,
-0.043233100324869156,
-1.6046427263945343e-33,
-0.00318514765240252,
-0.018423819914460182,
-0.0039838338270783424,
0.027704326435923576,
0.017418688163161278,
0.024227676913142204,
-0.11347965151071548,
-0.032372839748859406,
-0.05378247797489166,
-0.014079999178647995,
-0.031683530658483505,
-0.02334153652191162,
-0.0038901076186448336,
0.020007718354463577,
0.04084596782922745,
-0.013981403782963753,
-0.03520864248275757,
-0.01812804862856865,
0.001491663046181202,
-0.014173797331750393,
-0.024632703512907028,
0.09067337214946747,
0.019147662445902824,
-0.05246000736951828,
0.0735960453748703,
0.0373631976544857,
-0.041648101061582565,
0.046042755246162415,
-0.014210517518222332,
0.023596355691552162,
-0.034786373376846313,
-0.09480488300323486,
-0.059954214841127396,
0.011713788844645023,
-0.0729733258485794,
0.03661205992102623,
-0.02224399708211422,
0.06602078676223755,
0.051454346626996994,
0.05132206156849861,
0.0818939357995987,
0.05724604055285454,
-0.06216010823845863,
0.006485631223767996,
0.04136087745428085,
-0.028671400621533394,
-0.0055236429907381535,
0.0018022494623437524,
0.0821513682603836,
0.0006269323057495058,
0.09474898129701614,
-0.015863751992583275,
-0.03058030642569065,
0.037796489894390106,
-0.1089249849319458,
-0.07846544682979584,
-0.04057279974222183,
0.01351767498999834,
-0.011207737028598785,
0.00145420478656888,
-0.0041180807165801525,
-0.08847281336784363,
-0.054097019135951996,
0.07156611979007721,
0.015497815795242786,
-0.03822324424982071,
-0.015468819998204708,
0.05235237255692482,
0.09653777629137039,
-0.014897641725838184,
0.02114242874085903,
0.0007411150727421045,
0.022930700331926346,
0.11176539212465286,
0.05980541929602623,
0.056928765028715134,
0.052036676555871964,
-0.10463148355484009,
-0.021921714767813683,
-0.025780916213989258,
-0.08993735164403915,
0.06640545278787613,
0.06457531452178955,
-0.006304148118942976,
0.031162889674305916,
-0.05518564581871033,
-0.028097834438085556,
-0.09812728315591812,
0.06292292475700378,
-0.12401048094034195,
0.024476174265146255,
-0.02626246027648449,
0.040124427527189255,
-0.03646835312247276,
-0.0177917517721653,
-4.816455145828513e-8,
0.05916498601436615,
-0.03265073895454407,
0.03083219937980175,
0.01912740245461464,
0.07117223739624023,
-0.014064819552004337,
0.009397052228450775,
-0.06585448235273361,
0.02715311013162136,
-0.04839060455560684,
0.0892067402601242,
0.02580844610929489,
0.0011280897306278348,
-0.06686525046825409,
-0.02422962337732315,
-0.017281871289014816,
0.0034577299375087023,
0.0647977814078331,
-0.024066021665930748,
-0.08180908858776093,
-0.023889895528554916,
-0.02314802072942257,
-0.028328025713562965,
-0.018749302253127098,
0.0281404796987772,
-0.02508988417685032,
0.008801205083727837,
-0.015150781720876694,
0.02364489808678627,
0.033534273505210876,
-0.04724821448326111,
0.06047786399722099,
0.007641623727977276,
-0.0061666155233979225,
-0.03353334590792656,
-0.04930093139410019,
-0.057334788143634796,
0.04032288119196892,
-0.0017342936480417848,
-0.0768856629729271,
-0.020872030407190323,
-0.016454728320240974,
-0.042302634567022324,
-0.016712769865989685,
0.011557592079043388,
-0.028255438432097435,
-0.08879002928733826,
-0.03373115882277489,
-0.004548429977148771,
0.029102729633450508,
0.007534481585025787,
0.06737198680639267,
0.038151003420352936,
0.05875962972640991,
0.00017009595467243344,
-0.03806513175368309,
-0.0006177815957926214,
-0.08603274077177048,
-0.09617280215024948,
-0.08967704325914383,
0.07000444084405899,
0.051034558564424515,
-0.07673922926187515,
-0.0069421809166669846
] | null | null | null | null | null | null | null |
[
-0.10304118692874908,
0.068693608045578,
-0.042440008372068405,
0.04571901261806488,
-0.01757628284394741,
0.007382724899798632,
0.020305657759308815,
-0.040435295552015305,
0.07941693812608719,
0.054824743419885635,
0.004893157165497541,
0.07739195227622986,
0.0658397451043129,
-0.032266803085803986,
-0.05194549262523651,
0.033491481095552444,
0.0567936897277832,
0.0533023364841938,
0.04984324052929878,
-0.0449717715382576,
0.10873208194971085,
0.0469399057328701,
-0.009612570516765118,
0.04994497820734978,
0.014994875527918339,
0.017280228435993195,
-0.054561372846364975,
0.009266756474971771,
0.005104521289467812,
-0.025496479123830795,
-0.05419950932264328,
-0.0647410973906517,
-0.052173905074596405,
-0.038248900324106216,
0.009057382121682167,
0.04908693581819534,
-0.0412919707596302,
0.05465702340006828,
-0.049061369150877,
-0.0022026461083441973,
-0.0007484330562874675,
0.05247968062758446,
-0.008967975154519081,
0.01614944264292717,
-0.07683800905942917,
-0.019897649064660072,
0.071754589676857,
-0.05157697573304176,
-0.030413752421736717,
-0.08196622133255005,
0.0025383117608726025,
0.060315173119306564,
0.1278356909751892,
0.06557884812355042,
0.03124520555138588,
-0.021870138123631477,
0.021250851452350616,
-0.019306670874357224,
-0.05001803860068321,
0.011544324457645416,
0.01069454662501812,
0.055588413029909134,
-0.055099278688430786,
-0.001977404346689582,
0.0494818314909935,
0.005705876275897026,
0.01218855008482933,
0.05743052810430527,
-0.0633201152086258,
0.02101846970617771,
-0.026563473045825958,
-0.02852184884250164,
-0.01313428021967411,
-0.12500536441802979,
0.05718789994716644,
-0.10094909369945526,
-0.04354668781161308,
-0.008957312442362309,
-0.0243642870336771,
0.0409715436398983,
0.06021838262677193,
-0.07618417590856552,
0.04904419556260109,
-0.06812291592359543,
-0.0020615665707737207,
0.013528525829315186,
0.042423639446496964,
0.047059495002031326,
0.12651564180850983,
-0.07206841558218002,
-0.02761533483862877,
-0.0334654338657856,
-0.07958614081144333,
0.03718967363238335,
0.08197518438100815,
-0.10589509457349777,
0.07367853075265884,
0.021625172346830368,
0.08501758426427841,
0.12653748691082,
-0.00897750910371542,
0.002158405724912882,
-0.03656819090247154,
0.04908658191561699,
-0.0036123956087976694,
-0.03126361966133118,
0.022456930950284004,
0.055657099932432175,
0.00132383790332824,
-0.015877965837717056,
0.02350655198097229,
-0.05752771347761154,
-0.004828407894819975,
0.09923800826072693,
0.056354280561208725,
-0.06900713592767715,
0.0006103048799559474,
0.05269387736916542,
-0.03747892007231712,
0.039674706757068634,
0.03358379751443863,
0.04551834240555763,
0.03052118420600891,
0.05586592108011246,
-0.011343349702656269,
0.042700640857219696,
0.04844585061073303,
-1.429321692895725e-33,
-0.01408387254923582,
-0.008728588931262493,
0.013795369304716587,
-0.02439914271235466,
0.01506203506141901,
0.03888886049389839,
-0.014340950176119804,
0.04602690041065216,
0.06425593048334122,
0.024205759167671204,
0.02329530566930771,
0.054814450442790985,
0.007569215726107359,
0.09657657146453857,
0.05910705775022507,
0.03393726795911789,
-0.02084917388856411,
-0.016244813799858093,
0.12342903017997742,
-0.05004238709807396,
0.05249485373497009,
-0.038061682134866714,
-0.03274399787187576,
-0.03120763972401619,
0.034508850425481796,
-0.014668678864836693,
0.002585673239082098,
0.0545324981212616,
-0.050628941506147385,
0.015362710691988468,
-0.07600387185811996,
0.035337913781404495,
-0.005220204126089811,
-0.0340673103928566,
-0.018150294199585915,
0.0421966128051281,
0.030464094132184982,
-0.026057889685034752,
-0.05703256279230118,
-0.043247662484645844,
0.08492286503314972,
0.045049998909235,
-0.03677964210510254,
-0.051091279834508896,
-0.0951637253165245,
-0.06112658232450485,
0.019121859222650528,
0.02728085033595562,
-0.03563248738646507,
-0.03408396989107132,
-0.03131026774644852,
-0.009364607743918896,
-0.03847737982869148,
-0.030511632561683655,
0.014796685427427292,
-0.06330827623605728,
-0.04213301092386246,
0.008908008225262165,
0.029486924409866333,
0.09594960510730743,
-0.026635311543941498,
0.05269421637058258,
0.08184612542390823,
-0.08381526172161102,
0.0015530617674812675,
0.06651205569505692,
-0.023325858637690544,
-0.0018887158948928118,
0.08927182108163834,
-0.06630557030439377,
-0.08106321096420288,
0.026323001831769943,
0.014920067973434925,
-0.04593481868505478,
0.08378162235021591,
-0.039558812975883484,
0.0025203111581504345,
-0.034161873161792755,
-0.09244146943092346,
0.01110468152910471,
-0.017660537734627724,
-0.16743995249271393,
0.05614728480577469,
0.06430082768201828,
0.032006628811359406,
-0.08568847179412842,
-0.09331159293651581,
0.012011460028588772,
-0.07542651891708374,
0.007551964372396469,
-0.08769789338111877,
-0.0036720456555485725,
0.06320235878229141,
0.05228104814887047,
-0.043233100324869156,
-1.6046427263945343e-33,
-0.00318514765240252,
-0.018423819914460182,
-0.0039838338270783424,
0.027704326435923576,
0.017418688163161278,
0.024227676913142204,
-0.11347965151071548,
-0.032372839748859406,
-0.05378247797489166,
-0.014079999178647995,
-0.031683530658483505,
-0.02334153652191162,
-0.0038901076186448336,
0.020007718354463577,
0.04084596782922745,
-0.013981403782963753,
-0.03520864248275757,
-0.01812804862856865,
0.001491663046181202,
-0.014173797331750393,
-0.024632703512907028,
0.09067337214946747,
0.019147662445902824,
-0.05246000736951828,
0.0735960453748703,
0.0373631976544857,
-0.041648101061582565,
0.046042755246162415,
-0.014210517518222332,
0.023596355691552162,
-0.034786373376846313,
-0.09480488300323486,
-0.059954214841127396,
0.011713788844645023,
-0.0729733258485794,
0.03661205992102623,
-0.02224399708211422,
0.06602078676223755,
0.051454346626996994,
0.05132206156849861,
0.0818939357995987,
0.05724604055285454,
-0.06216010823845863,
0.006485631223767996,
0.04136087745428085,
-0.028671400621533394,
-0.0055236429907381535,
0.0018022494623437524,
0.0821513682603836,
0.0006269323057495058,
0.09474898129701614,
-0.015863751992583275,
-0.03058030642569065,
0.037796489894390106,
-0.1089249849319458,
-0.07846544682979584,
-0.04057279974222183,
0.01351767498999834,
-0.011207737028598785,
0.00145420478656888,
-0.0041180807165801525,
-0.08847281336784363,
-0.054097019135951996,
0.07156611979007721,
0.015497815795242786,
-0.03822324424982071,
-0.015468819998204708,
0.05235237255692482,
0.09653777629137039,
-0.014897641725838184,
0.02114242874085903,
0.0007411150727421045,
0.022930700331926346,
0.11176539212465286,
0.05980541929602623,
0.056928765028715134,
0.052036676555871964,
-0.10463148355484009,
-0.021921714767813683,
-0.025780916213989258,
-0.08993735164403915,
0.06640545278787613,
0.06457531452178955,
-0.006304148118942976,
0.031162889674305916,
-0.05518564581871033,
-0.028097834438085556,
-0.09812728315591812,
0.06292292475700378,
-0.12401048094034195,
0.024476174265146255,
-0.02626246027648449,
0.040124427527189255,
-0.03646835312247276,
-0.0177917517721653,
-4.816455145828513e-8,
0.05916498601436615,
-0.03265073895454407,
0.03083219937980175,
0.01912740245461464,
0.07117223739624023,
-0.014064819552004337,
0.009397052228450775,
-0.06585448235273361,
0.02715311013162136,
-0.04839060455560684,
0.0892067402601242,
0.02580844610929489,
0.0011280897306278348,
-0.06686525046825409,
-0.02422962337732315,
-0.017281871289014816,
0.0034577299375087023,
0.0647977814078331,
-0.024066021665930748,
-0.08180908858776093,
-0.023889895528554916,
-0.02314802072942257,
-0.028328025713562965,
-0.018749302253127098,
0.0281404796987772,
-0.02508988417685032,
0.008801205083727837,
-0.015150781720876694,
0.02364489808678627,
0.033534273505210876,
-0.04724821448326111,
0.06047786399722099,
0.007641623727977276,
-0.0061666155233979225,
-0.03353334590792656,
-0.04930093139410019,
-0.057334788143634796,
0.04032288119196892,
-0.0017342936480417848,
-0.0768856629729271,
-0.020872030407190323,
-0.016454728320240974,
-0.042302634567022324,
-0.016712769865989685,
0.011557592079043388,
-0.028255438432097435,
-0.08879002928733826,
-0.03373115882277489,
-0.004548429977148771,
0.029102729633450508,
0.007534481585025787,
0.06737198680639267,
0.038151003420352936,
0.05875962972640991,
0.00017009595467243344,
-0.03806513175368309,
-0.0006177815957926214,
-0.08603274077177048,
-0.09617280215024948,
-0.08967704325914383,
0.07000444084405899,
0.051034558564424515,
-0.07673922926187515,
-0.0069421809166669846
] |
1402.1012
|
Siti Nurul Hayatie Ishak
|
Siti Nurul Hayatie Ishak, Ariza Nordin
|
Sequencing Participatory Action Research and i* Modeling Framework in
Capturing Multiple Roles Requirements
|
Siti Nurul Hayatie Ishak, Ariza Nordin"Sequencing Participatory
Action Research and i* Modeling Framework in Capturing Multiple Roles
Requirements", International Journal of Soft Computing and Software
Engineering [JSCSE], Vol. 3, No. 3, pp. 123-130, 2013, Doi:
10.7321/jscse.v3.n3.20
| null |
10.7321/jscse.v3.n3.20
| null |
cs.SE
|
http://creativecommons.org/licenses/by/3.0/
|
This paper presents the conceptual framework for sequencing of Participatory
Action Research (PAR) methodology with the implementation of i* modeling
framework in capturing multiple roles requirements. There are multiple roles
involved in the development of information system, thus it involves with
difference users requirements and preferences, context as well as the demands
which become a challenge in development of system. This is due to these roles
where information of the project monitoring is perceived in accordance to their
role and domain. In the development of information systems, requirement
engineering is a vital methodology. Requirement engineering (RE) consists of
several phases which elicitation is a crucial phase in RE since it requires
researcher to gather the requirement from the users. Methods of eliciting
requirements are now more co-operative. Based on the preliminary study of
construction-based in Malaysia, evidence of dynamic requirements has been
observed according to the environments, economic, technology and manpower
involved in the construction project. An adaptive design for project monitoring
is needed which allow the physical system to self-adapt in response to the
changing environments. Adaptive design requires selecting the right techniques
of requirements elicitation. The conceptual framework defined shall be used to
elicit requirements from a local construction company.
|
[
{
"created": "Wed, 5 Feb 2014 11:12:20 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Ishak",
"Siti Nurul Hayatie",
""
],
[
"Nordin",
"Ariza",
""
]
] |
[
-0.016364403069019318,
-0.005607526749372482,
0.014711728319525719,
-0.017483079805970192,
-0.009116730652749538,
-0.07701662927865982,
0.028359699994325638,
0.04670269042253494,
-0.01675870269536972,
-0.008871316909790039,
-0.07037957012653351,
-0.1137692779302597,
0.08553556352853775,
0.0580795519053936,
0.030555007979273796,
-0.0638868510723114,
0.05197446420788765,
-0.11029250174760818,
-0.05728701129555702,
-0.004927732981741428,
0.03527464345097542,
-0.051790639758110046,
0.024080680683255196,
0.0012868595076724887,
-0.10330811142921448,
-0.025385065004229546,
0.07433422654867172,
0.029830705374479294,
0.0036333256866782904,
-0.001056475448422134,
0.07475649565458298,
0.06584111601114273,
0.09952665120363235,
-0.05139788240194321,
0.026135409250855446,
0.060909390449523926,
0.05035322904586792,
0.04119496047496796,
-0.0031356397084891796,
-0.03532104194164276,
-0.16380560398101807,
-0.01834200508892536,
0.017796406522393227,
-0.0335487462580204,
0.02094939723610878,
-0.01356477476656437,
-0.007250315044075251,
-0.03814077749848366,
-0.0880134105682373,
0.0631464496254921,
-0.012402324937283993,
-0.004560241010040045,
0.015854399651288986,
-0.060257598757743835,
-0.015416453592479229,
0.01275792345404625,
0.036722008138895035,
0.0022198969963937998,
-0.06055651605129242,
-0.03652452677488327,
0.023845193907618523,
0.03897026926279068,
-0.07946659624576569,
-0.07483332604169846,
-0.02493634633719921,
0.0077471607364714146,
-0.008187752217054367,
0.005867902189493179,
0.01595245487987995,
0.0442981943488121,
-0.022946743294596672,
-0.01993538998067379,
-0.03527705371379852,
-0.046123504638671875,
-0.008174494840204716,
-0.007879831828176975,
-0.0307772159576416,
0.05874395743012428,
0.046225257217884064,
-0.0542713925242424,
0.007511107251048088,
0.07986848056316376,
-0.07491124421358109,
0.07987505197525024,
0.023833483457565308,
-0.011553766205906868,
0.048305612057447433,
0.0864086002111435,
-0.03362884745001793,
-0.013397281058132648,
-0.009260009974241257,
-0.07142399251461029,
-0.023021912202239037,
0.04105692356824875,
0.05162731185555458,
-0.030368871986865997,
0.029057880863547325,
-0.014641606248915195,
0.057299256324768066,
0.039606980979442596,
-0.05425773188471794,
0.004497633781284094,
0.0851115882396698,
-0.04509315639734268,
-0.04944850131869316,
-0.012441294267773628,
-0.012339017353951931,
0.017144225537776947,
0.041982654482126236,
0.07610612362623215,
-0.05339397117495537,
-0.10186701267957687,
-0.002665196545422077,
-0.1003197729587555,
-0.004643179010599852,
-0.038593899458646774,
-0.02242264151573181,
0.021540025249123573,
-0.035782549530267715,
0.0347188338637352,
0.06585494428873062,
0.025920823216438293,
0.013210128992795944,
-0.04014712944626808,
0.0784679725766182,
-0.05027716979384422,
0.006166402716189623,
-7.525837176555799e-34,
0.020732179284095764,
0.035779908299446106,
-0.008600655943155289,
0.11219393461942673,
0.04164282605051994,
-0.012908906675875187,
0.04863135144114494,
0.08972004801034927,
-0.04132482409477234,
-0.08086784929037094,
0.034446824342012405,
0.027751395478844643,
-0.026357337832450867,
0.00916116964071989,
0.11562547832727432,
-0.061046089977025986,
-0.012704222463071346,
0.0034634529147297144,
-0.010305487550795078,
-0.0034988487605005503,
-0.04564317315816879,
-0.14061641693115234,
0.005472590681165457,
-0.03185367211699486,
0.14902231097221375,
-0.005135296378284693,
0.11528971046209335,
0.08379464596509933,
-0.08608061820268631,
-0.002790445229038596,
0.04613860696554184,
-0.040003444999456406,
0.028697118163108826,
-0.0007805444765836,
0.017401255667209625,
-0.028074463829398155,
0.030887607485055923,
-0.039870284497737885,
0.05010894685983658,
-0.019567448645830154,
-0.04970850422978401,
-0.014379004016518593,
0.013601446524262428,
0.013482616282999516,
-0.03788528963923454,
-0.015050954185426235,
0.059401433914899826,
-0.046862125396728516,
0.03363307937979698,
0.029596760869026184,
0.08400719612836838,
-0.022732555866241455,
0.09184963256120682,
-0.0020791811402887106,
-0.013405749574303627,
-0.0531730093061924,
-0.00566546805202961,
-0.08204630762338638,
0.009850166738033295,
-0.025747032836079597,
-0.026512974873185158,
-0.016873836517333984,
0.018977463245391846,
0.08704682439565659,
0.048882801085710526,
-0.034743569791316986,
0.038680899888277054,
0.045847371220588684,
0.08629278093576431,
-0.11828415840864182,
-0.07469884306192398,
-0.02670568786561489,
0.028778286650776863,
-0.0031826873309910297,
-0.09805101901292801,
0.01960708759725094,
-0.07497792690992355,
0.04512954503297806,
-0.00879624392837286,
0.0909896120429039,
-0.07873324304819107,
0.022261055186390877,
0.05009554699063301,
-0.03249121084809303,
0.07587729394435883,
0.018278012052178383,
0.05245494097471237,
0.06137850880622864,
-0.05688962712883949,
0.007530460599809885,
0.010707716457545757,
0.037962138652801514,
-0.10672404617071152,
0.07019797712564468,
0.09918684512376785,
-1.379189522062543e-33,
-0.02317093499004841,
-0.04961046203970909,
-0.06460133194923401,
-0.046456895768642426,
0.13157768547534943,
-0.011445318348705769,
-0.04484966769814491,
-0.15495000779628754,
0.05088458210229874,
0.06069127097725868,
-0.0620778389275074,
-0.1079837903380394,
0.02789885550737381,
-0.01529487781226635,
-0.03909440338611603,
0.035834845155477524,
-0.050052888691425323,
-0.01774328388273716,
0.012661530636250973,
0.06877601891756058,
-0.02229788526892662,
0.020684532821178436,
-0.09357397258281708,
-0.06892301142215729,
-0.030491726472973824,
-0.0010019670007750392,
-0.0732409879565239,
-0.011996031738817692,
0.0538947656750679,
0.027618365362286568,
-0.026821130886673927,
-0.10552626103162766,
-0.08177359402179718,
0.006208835635334253,
-0.03512049838900566,
-0.05200177803635597,
-0.020449943840503693,
-0.001256707706488669,
-0.045397136360406876,
0.013630720786750317,
0.06453226506710052,
0.026678387075662613,
0.0725923627614975,
0.021808918565511703,
-0.011029969900846481,
0.009040113538503647,
0.05938723310828209,
-0.016619965434074402,
-0.0717260017991066,
-0.1203509122133255,
0.0481421984732151,
0.023280339315533638,
0.002574537880718708,
-0.013416297733783722,
0.03913669288158417,
-0.002788978861644864,
0.020244618877768517,
-0.030407147482037544,
0.029233142733573914,
0.0672876387834549,
0.028912726789712906,
0.042734820395708084,
0.07813762873411179,
-0.0016970623983070254,
0.029501289129257202,
0.003440422471612692,
0.03709396719932556,
-0.042082224041223526,
-0.02512732706964016,
-0.02814515307545662,
-0.03577626869082451,
-0.06141147017478943,
-0.03584979474544525,
0.06667402386665344,
0.0609683021903038,
-0.0840708538889885,
-0.06995255500078201,
0.015104910358786583,
-0.030416132882237434,
-0.05846317112445831,
0.03593989834189415,
-0.015147135592997074,
-0.03958239033818245,
0.018848462030291557,
-0.030704518780112267,
-0.001391256577335298,
-0.006590595003217459,
0.04309472441673279,
0.00381190562620759,
-0.04823356121778488,
-0.012482231482863426,
0.023100554943084717,
-0.005862841382622719,
0.05476883798837662,
-0.03947996348142624,
-4.982884860282866e-8,
-0.0005918937386013567,
0.016557704657316208,
-0.04155368730425835,
-0.04151340201497078,
-0.02280067279934883,
-0.0013221101835370064,
0.011212778277695179,
0.009505285881459713,
0.06356226652860641,
-0.006823859643191099,
0.03763424977660179,
-0.06805923581123352,
0.03198201209306717,
0.07924673706293106,
-0.03268131986260414,
-0.03409920632839203,
0.058108534663915634,
0.08231845498085022,
-0.03857361152768135,
0.0001965994160855189,
0.033188413828611374,
-0.004629819188266993,
-0.03157128021121025,
0.007931457832455635,
0.06602749973535538,
-0.04273073375225067,
0.010042929090559483,
0.04500926658511162,
0.04930480942130089,
0.01148966234177351,
0.024071473628282547,
0.03913868963718414,
0.01408141478896141,
0.02036476694047451,
-0.019964037463068962,
-0.04441492259502411,
0.05249571055173874,
0.006840078625828028,
0.009073278866708279,
-0.05672438442707062,
0.03266773372888565,
0.06283552944660187,
-0.03158341720700264,
0.03744838386774063,
0.049317050725221634,
0.04889168590307236,
-0.10586921125650406,
-0.0792202427983284,
-0.028349945321679115,
-0.07116822153329849,
-0.04238840937614441,
-0.028740279376506805,
0.024891942739486694,
0.1068013608455658,
0.012028492987155914,
0.06434745341539383,
0.05833299085497856,
0.004569134209305048,
0.092051200568676,
-0.015478171408176422,
0.05768390744924545,
0.08900438994169235,
-0.009666970930993557,
0.06571241468191147
] | null | null | null | null | null | null | null |
[
-0.016364403069019318,
-0.005607526749372482,
0.014711728319525719,
-0.017483079805970192,
-0.009116730652749538,
-0.07701662927865982,
0.028359699994325638,
0.04670269042253494,
-0.01675870269536972,
-0.008871316909790039,
-0.07037957012653351,
-0.1137692779302597,
0.08553556352853775,
0.0580795519053936,
0.030555007979273796,
-0.0638868510723114,
0.05197446420788765,
-0.11029250174760818,
-0.05728701129555702,
-0.004927732981741428,
0.03527464345097542,
-0.051790639758110046,
0.024080680683255196,
0.0012868595076724887,
-0.10330811142921448,
-0.025385065004229546,
0.07433422654867172,
0.029830705374479294,
0.0036333256866782904,
-0.001056475448422134,
0.07475649565458298,
0.06584111601114273,
0.09952665120363235,
-0.05139788240194321,
0.026135409250855446,
0.060909390449523926,
0.05035322904586792,
0.04119496047496796,
-0.0031356397084891796,
-0.03532104194164276,
-0.16380560398101807,
-0.01834200508892536,
0.017796406522393227,
-0.0335487462580204,
0.02094939723610878,
-0.01356477476656437,
-0.007250315044075251,
-0.03814077749848366,
-0.0880134105682373,
0.0631464496254921,
-0.012402324937283993,
-0.004560241010040045,
0.015854399651288986,
-0.060257598757743835,
-0.015416453592479229,
0.01275792345404625,
0.036722008138895035,
0.0022198969963937998,
-0.06055651605129242,
-0.03652452677488327,
0.023845193907618523,
0.03897026926279068,
-0.07946659624576569,
-0.07483332604169846,
-0.02493634633719921,
0.0077471607364714146,
-0.008187752217054367,
0.005867902189493179,
0.01595245487987995,
0.0442981943488121,
-0.022946743294596672,
-0.01993538998067379,
-0.03527705371379852,
-0.046123504638671875,
-0.008174494840204716,
-0.007879831828176975,
-0.0307772159576416,
0.05874395743012428,
0.046225257217884064,
-0.0542713925242424,
0.007511107251048088,
0.07986848056316376,
-0.07491124421358109,
0.07987505197525024,
0.023833483457565308,
-0.011553766205906868,
0.048305612057447433,
0.0864086002111435,
-0.03362884745001793,
-0.013397281058132648,
-0.009260009974241257,
-0.07142399251461029,
-0.023021912202239037,
0.04105692356824875,
0.05162731185555458,
-0.030368871986865997,
0.029057880863547325,
-0.014641606248915195,
0.057299256324768066,
0.039606980979442596,
-0.05425773188471794,
0.004497633781284094,
0.0851115882396698,
-0.04509315639734268,
-0.04944850131869316,
-0.012441294267773628,
-0.012339017353951931,
0.017144225537776947,
0.041982654482126236,
0.07610612362623215,
-0.05339397117495537,
-0.10186701267957687,
-0.002665196545422077,
-0.1003197729587555,
-0.004643179010599852,
-0.038593899458646774,
-0.02242264151573181,
0.021540025249123573,
-0.035782549530267715,
0.0347188338637352,
0.06585494428873062,
0.025920823216438293,
0.013210128992795944,
-0.04014712944626808,
0.0784679725766182,
-0.05027716979384422,
0.006166402716189623,
-7.525837176555799e-34,
0.020732179284095764,
0.035779908299446106,
-0.008600655943155289,
0.11219393461942673,
0.04164282605051994,
-0.012908906675875187,
0.04863135144114494,
0.08972004801034927,
-0.04132482409477234,
-0.08086784929037094,
0.034446824342012405,
0.027751395478844643,
-0.026357337832450867,
0.00916116964071989,
0.11562547832727432,
-0.061046089977025986,
-0.012704222463071346,
0.0034634529147297144,
-0.010305487550795078,
-0.0034988487605005503,
-0.04564317315816879,
-0.14061641693115234,
0.005472590681165457,
-0.03185367211699486,
0.14902231097221375,
-0.005135296378284693,
0.11528971046209335,
0.08379464596509933,
-0.08608061820268631,
-0.002790445229038596,
0.04613860696554184,
-0.040003444999456406,
0.028697118163108826,
-0.0007805444765836,
0.017401255667209625,
-0.028074463829398155,
0.030887607485055923,
-0.039870284497737885,
0.05010894685983658,
-0.019567448645830154,
-0.04970850422978401,
-0.014379004016518593,
0.013601446524262428,
0.013482616282999516,
-0.03788528963923454,
-0.015050954185426235,
0.059401433914899826,
-0.046862125396728516,
0.03363307937979698,
0.029596760869026184,
0.08400719612836838,
-0.022732555866241455,
0.09184963256120682,
-0.0020791811402887106,
-0.013405749574303627,
-0.0531730093061924,
-0.00566546805202961,
-0.08204630762338638,
0.009850166738033295,
-0.025747032836079597,
-0.026512974873185158,
-0.016873836517333984,
0.018977463245391846,
0.08704682439565659,
0.048882801085710526,
-0.034743569791316986,
0.038680899888277054,
0.045847371220588684,
0.08629278093576431,
-0.11828415840864182,
-0.07469884306192398,
-0.02670568786561489,
0.028778286650776863,
-0.0031826873309910297,
-0.09805101901292801,
0.01960708759725094,
-0.07497792690992355,
0.04512954503297806,
-0.00879624392837286,
0.0909896120429039,
-0.07873324304819107,
0.022261055186390877,
0.05009554699063301,
-0.03249121084809303,
0.07587729394435883,
0.018278012052178383,
0.05245494097471237,
0.06137850880622864,
-0.05688962712883949,
0.007530460599809885,
0.010707716457545757,
0.037962138652801514,
-0.10672404617071152,
0.07019797712564468,
0.09918684512376785,
-1.379189522062543e-33,
-0.02317093499004841,
-0.04961046203970909,
-0.06460133194923401,
-0.046456895768642426,
0.13157768547534943,
-0.011445318348705769,
-0.04484966769814491,
-0.15495000779628754,
0.05088458210229874,
0.06069127097725868,
-0.0620778389275074,
-0.1079837903380394,
0.02789885550737381,
-0.01529487781226635,
-0.03909440338611603,
0.035834845155477524,
-0.050052888691425323,
-0.01774328388273716,
0.012661530636250973,
0.06877601891756058,
-0.02229788526892662,
0.020684532821178436,
-0.09357397258281708,
-0.06892301142215729,
-0.030491726472973824,
-0.0010019670007750392,
-0.0732409879565239,
-0.011996031738817692,
0.0538947656750679,
0.027618365362286568,
-0.026821130886673927,
-0.10552626103162766,
-0.08177359402179718,
0.006208835635334253,
-0.03512049838900566,
-0.05200177803635597,
-0.020449943840503693,
-0.001256707706488669,
-0.045397136360406876,
0.013630720786750317,
0.06453226506710052,
0.026678387075662613,
0.0725923627614975,
0.021808918565511703,
-0.011029969900846481,
0.009040113538503647,
0.05938723310828209,
-0.016619965434074402,
-0.0717260017991066,
-0.1203509122133255,
0.0481421984732151,
0.023280339315533638,
0.002574537880718708,
-0.013416297733783722,
0.03913669288158417,
-0.002788978861644864,
0.020244618877768517,
-0.030407147482037544,
0.029233142733573914,
0.0672876387834549,
0.028912726789712906,
0.042734820395708084,
0.07813762873411179,
-0.0016970623983070254,
0.029501289129257202,
0.003440422471612692,
0.03709396719932556,
-0.042082224041223526,
-0.02512732706964016,
-0.02814515307545662,
-0.03577626869082451,
-0.06141147017478943,
-0.03584979474544525,
0.06667402386665344,
0.0609683021903038,
-0.0840708538889885,
-0.06995255500078201,
0.015104910358786583,
-0.030416132882237434,
-0.05846317112445831,
0.03593989834189415,
-0.015147135592997074,
-0.03958239033818245,
0.018848462030291557,
-0.030704518780112267,
-0.001391256577335298,
-0.006590595003217459,
0.04309472441673279,
0.00381190562620759,
-0.04823356121778488,
-0.012482231482863426,
0.023100554943084717,
-0.005862841382622719,
0.05476883798837662,
-0.03947996348142624,
-4.982884860282866e-8,
-0.0005918937386013567,
0.016557704657316208,
-0.04155368730425835,
-0.04151340201497078,
-0.02280067279934883,
-0.0013221101835370064,
0.011212778277695179,
0.009505285881459713,
0.06356226652860641,
-0.006823859643191099,
0.03763424977660179,
-0.06805923581123352,
0.03198201209306717,
0.07924673706293106,
-0.03268131986260414,
-0.03409920632839203,
0.058108534663915634,
0.08231845498085022,
-0.03857361152768135,
0.0001965994160855189,
0.033188413828611374,
-0.004629819188266993,
-0.03157128021121025,
0.007931457832455635,
0.06602749973535538,
-0.04273073375225067,
0.010042929090559483,
0.04500926658511162,
0.04930480942130089,
0.01148966234177351,
0.024071473628282547,
0.03913868963718414,
0.01408141478896141,
0.02036476694047451,
-0.019964037463068962,
-0.04441492259502411,
0.05249571055173874,
0.006840078625828028,
0.009073278866708279,
-0.05672438442707062,
0.03266773372888565,
0.06283552944660187,
-0.03158341720700264,
0.03744838386774063,
0.049317050725221634,
0.04889168590307236,
-0.10586921125650406,
-0.0792202427983284,
-0.028349945321679115,
-0.07116822153329849,
-0.04238840937614441,
-0.028740279376506805,
0.024891942739486694,
0.1068013608455658,
0.012028492987155914,
0.06434745341539383,
0.05833299085497856,
0.004569134209305048,
0.092051200568676,
-0.015478171408176422,
0.05768390744924545,
0.08900438994169235,
-0.009666970930993557,
0.06571241468191147
] |
1402.1027
|
Vesal Hakami
|
Vesal Hakami and Mehdi Dehghan
|
Learning Stationary Correlated Equilibria in Constrained General-Sum
Stochastic Games
|
25 pages, 2 figures, 5 tables in IEEE Transactions on Cybernetics,
Vol. XX, No. XX, 2015
|
IEEE Transactions on Cybernetics, Vol. 46, No. 7, pp. 1640-1654,
July 2016
|
10.1109/TCYB.2015.2453165
| null |
cs.GT cs.MA
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We study constrained general-sum stochastic games with unknown Markovian
dynamics. A distributed constrained no-regret Q-learning scheme (CNRQ) is
presented to guarantee convergence to the set of stationary correlated
equilibria of the game. Prior art addresses the unconstrained case only, is
structured with nested control loops, and has no convergence result. CNRQ is
cast as a single-loop three-timescale asynchronous stochastic approximation
algorithm with set-valued update increments. A rigorous convergence analysis
with differential inclusion arguments is given which draws on recent extensions
of the theory of stochastic approximation to the case of asynchronous recursive
inclusions with set-valued mean fields. Numerical results are given for the
exemplary application of CNRQ to decentralized resource control in
heterogeneous wireless networks (HetNets).
|
[
{
"created": "Wed, 5 Feb 2014 12:50:40 GMT",
"version": "v1"
},
{
"created": "Mon, 10 Feb 2014 10:21:29 GMT",
"version": "v2"
},
{
"created": "Sat, 1 Mar 2014 11:38:52 GMT",
"version": "v3"
},
{
"created": "Mon, 1 Jun 2015 11:26:42 GMT",
"version": "v4"
}
] |
2016-06-16
|
[
[
"Hakami",
"Vesal",
""
],
[
"Dehghan",
"Mehdi",
""
]
] |
[
-0.010221953503787518,
0.040780261158943176,
0.006956689525395632,
-0.016219962388277054,
-0.031218670308589935,
0.02649739198386669,
0.0354359932243824,
-0.02893739566206932,
0.08591888844966888,
0.012186462990939617,
-0.021937252953648567,
0.08192911744117737,
0.07808762043714523,
-0.0468720868229866,
0.003737254301086068,
0.07975267618894577,
0.03469794616103172,
-0.0761481449007988,
0.03274093568325043,
-0.00786051619797945,
-0.06552089005708694,
0.04320079833269119,
0.0690319687128067,
-0.026491791009902954,
0.04833979532122612,
0.008954626508057117,
-0.06689904630184174,
0.05415884405374527,
-0.016033561900258064,
0.053021833300590515,
-0.005408663768321276,
-0.07500538975000381,
-0.024086855351924896,
-0.10296118259429932,
0.015213512815535069,
0.04067690297961235,
-0.11600010097026825,
-0.001749440678395331,
-0.048220060765743256,
0.12508423626422882,
-0.022274954244494438,
0.05460990220308304,
-0.04007624089717865,
0.042421936988830566,
0.011514950543642044,
0.003518220968544483,
0.004947991110384464,
-0.014965862967073917,
-0.035862017422914505,
-0.15342095494270325,
0.06477055698633194,
0.0231622364372015,
-0.03716825321316719,
0.03848428279161453,
0.06268024444580078,
0.014742107130587101,
-0.008946086280047894,
0.061945367604494095,
-0.004927072208374739,
-0.01785767823457718,
0.03560022637248039,
-0.08532162010669708,
0.009040129370987415,
0.0015950731467455626,
-0.00946036260575056,
0.007156737614423037,
-0.036922067403793335,
0.08080238848924637,
-0.018810804933309555,
0.006258668843656778,
-0.005486614070832729,
-0.0036450631450861692,
0.00665495777502656,
-0.0049272216856479645,
-0.009082025848329067,
0.051830749958753586,
0.04294415935873985,
0.01596154272556305,
0.01378570031374693,
0.017972048372030258,
0.0015515427803620696,
0.043532226234674454,
0.018034271895885468,
-0.04714994877576828,
0.05146666616201401,
-0.04653305932879448,
0.007294056471437216,
0.004876410122960806,
0.11995045095682144,
-0.08637829124927521,
-0.03852009400725365,
-0.002574612619355321,
-0.04056640714406967,
0.0160524845123291,
0.009683577343821526,
-0.020192835479974747,
0.012732015922665596,
-0.07051306962966919,
0.015947820618748665,
0.08073321729898453,
0.03297077864408493,
0.011008922010660172,
0.02674068510532379,
-0.03444882482290268,
0.04827812314033508,
-0.04301988705992699,
-0.004338264465332031,
0.06697805970907211,
0.029788387939333916,
-0.06442554295063019,
-0.0006441326695494354,
0.009358060546219349,
0.0010093142045661807,
0.06211167201399803,
-0.11169491708278656,
0.06146286800503731,
0.0975843220949173,
0.004040184430778027,
-0.057879187166690826,
0.04733293503522873,
-0.038457829505205154,
-0.10309572517871857,
0.03525197133421898,
0.010808250866830349,
0.01090526394546032,
0.0017799679189920425,
-0.020967084914445877,
2.107224050391657e-33,
-0.017959024757146835,
-0.0806480199098587,
0.04404348507523537,
-0.11463459581136703,
0.05444128066301346,
-0.002202177420258522,
0.08677534013986588,
-0.03006807342171669,
-0.06591624021530151,
0.00003628203194239177,
0.05697685480117798,
-0.0036066588945686817,
-0.09333030879497528,
0.006692617665976286,
0.06821583211421967,
-0.08750306069850922,
-0.05809611827135086,
-0.05352915823459625,
0.11960822343826294,
-0.09685878455638885,
0.09382568299770355,
-0.08729377388954163,
-0.0473753921687603,
-0.050986118614673615,
-0.00404228875413537,
0.0276262816041708,
-0.0281330905854702,
0.054984502494335175,
0.08133157342672348,
-0.010684960521757603,
-0.020026974380016327,
0.01954825408756733,
-0.03405822813510895,
0.0014235724229365587,
0.010624497197568417,
0.039243753999471664,
-0.09114088118076324,
0.0045699370093643665,
0.006706234999001026,
-0.03601985424757004,
0.025349924340844154,
-0.028882630169391632,
0.01359256636351347,
-0.0165330171585083,
-0.07174916565418243,
-0.07693125307559967,
0.02938978374004364,
0.013378110714256763,
-0.1001889631152153,
-0.046038031578063965,
-0.026659604161977768,
-0.008330613374710083,
-0.06666896492242813,
-0.04512458294630051,
0.0033209482207894325,
-0.013134432025253773,
0.013972985558211803,
0.086055688560009,
-0.08145251125097275,
0.061584241688251495,
0.04643518850207329,
-0.09593426436185837,
-0.014497336000204086,
0.00663294643163681,
0.0308206919580698,
0.07201866060495377,
-0.028949666768312454,
0.09671121090650558,
0.1271333396434784,
-0.05931714549660683,
0.07036574929952621,
0.015358304604887962,
-0.006382961291819811,
-0.014027370139956474,
0.02631966769695282,
-0.015688613057136536,
0.013538346625864506,
0.041171614080667496,
-0.06985641270875931,
0.0293632410466671,
0.0013140173396095634,
-0.007854086346924305,
-0.11519497632980347,
0.02421639673411846,
-0.044160664081573486,
-0.05498142167925835,
0.032028380781412125,
-0.021808484569191933,
-0.013125511817634106,
0.05531063675880432,
-0.07939168065786362,
0.00869224313646555,
-0.020455574616789818,
0.0565953254699707,
-0.006415718235075474,
-3.330990627743439e-33,
0.010981698520481586,
-0.06398923695087433,
0.009774084202945232,
-0.03790397569537163,
0.10318512469530106,
-0.028880489990115166,
-0.03704429790377617,
-0.04195448011159897,
0.006317970808595419,
-0.02734055556356907,
-0.10151255875825882,
0.032367534935474396,
-0.017992429435253143,
-0.019843026995658875,
-0.03675584867596626,
-0.033802542835474014,
0.006090744864195585,
0.04468494653701782,
0.03918544948101044,
0.03286709636449814,
-0.03677866980433464,
-0.03321395814418793,
0.004891968797892332,
0.03404301032423973,
0.10602616518735886,
0.05349121615290642,
-0.025615496560931206,
0.0500311478972435,
-0.0724080502986908,
-0.0035077312495559454,
-0.058115966618061066,
-0.1475321650505066,
-0.06826505064964294,
0.02486959472298622,
0.013931706547737122,
0.004316023550927639,
0.06920726597309113,
0.07645212113857269,
0.013816769234836102,
0.05790704861283302,
0.08457271009683609,
-0.09286178648471832,
-0.02896725945174694,
0.07435464859008789,
0.11102277040481567,
-0.02295248582959175,
-0.04331658035516739,
-0.005541234742850065,
0.014910212717950344,
-0.01876351237297058,
0.02702825702726841,
0.02400633692741394,
-0.06934613734483719,
0.03490300104022026,
-0.07548565417528152,
0.024573367089033127,
0.0067937979474663734,
-0.018666861578822136,
0.08304723352193832,
0.0043569100089371204,
-0.012040261179208755,
-0.061992574483156204,
-0.10334934294223785,
0.10539114475250244,
0.018696926534175873,
-0.06606561690568924,
-0.03147363290190697,
-0.08970120549201965,
0.04013814404606819,
-0.006040401756763458,
-0.05322647467255592,
0.013457467779517174,
-0.035234544426202774,
-0.05707745626568794,
0.022135786712169647,
0.009905901737511158,
0.016182327643036842,
0.031987544149160385,
0.007642197888344526,
-0.06175297871232033,
-0.006019881460815668,
0.04615533724427223,
0.03675692901015282,
-0.03248073160648346,
0.0478939488530159,
0.04671972990036011,
0.07608139514923096,
-0.025279995054006577,
-0.029220903292298317,
-0.0891713872551918,
0.014009583741426468,
0.02467915788292885,
0.03926382213830948,
0.032628096640110016,
-0.12700721621513367,
-4.2313683223937915e-8,
0.015439500100910664,
-0.01558556780219078,
0.019758619368076324,
-0.012324647046625614,
0.13494116067886353,
0.012467295862734318,
0.006286436691880226,
-0.10931318253278732,
0.02455299347639084,
-0.0008968835463747382,
-0.0025107129476964474,
0.01859491504728794,
0.06132892891764641,
-0.03403015062212944,
-0.05874710530042648,
0.03448037430644035,
-0.05381190404295921,
-0.04991923272609711,
0.05260699242353439,
0.04378851130604744,
0.015462497249245644,
-0.006017239298671484,
-0.0064565748907625675,
0.05926705151796341,
0.007144042290747166,
0.029821852222085,
0.024675555527210236,
-0.007961920462548733,
0.0634562149643898,
0.06870782375335693,
0.00905670877546072,
0.007455355022102594,
0.11844591796398163,
-0.006466348189860582,
0.007769424933940172,
0.032778747379779816,
-0.007955883629620075,
0.0003287389117758721,
-0.05722854658961296,
-0.048996005207300186,
0.002697134856134653,
0.009999084286391735,
0.021728014573454857,
-0.017529597505927086,
-0.012040680274367332,
0.013634650968015194,
-0.062249209731817245,
0.029277978464961052,
0.07162854820489883,
-0.018749414011836052,
0.08967439830303192,
0.03486516699194908,
0.03729603439569473,
-0.04344692826271057,
0.07163340598344803,
-0.054075367748737335,
0.0860588327050209,
-0.09063632786273956,
0.015626538544893265,
0.021505871787667274,
-0.05928335711359978,
-0.05656169354915619,
-0.039908748120069504,
0.03862280398607254
] | null | null | null | null | null | null | null |
[
-0.010221953503787518,
0.040780261158943176,
0.006956689525395632,
-0.016219962388277054,
-0.031218670308589935,
0.02649739198386669,
0.0354359932243824,
-0.02893739566206932,
0.08591888844966888,
0.012186462990939617,
-0.021937252953648567,
0.08192911744117737,
0.07808762043714523,
-0.0468720868229866,
0.003737254301086068,
0.07975267618894577,
0.03469794616103172,
-0.0761481449007988,
0.03274093568325043,
-0.00786051619797945,
-0.06552089005708694,
0.04320079833269119,
0.0690319687128067,
-0.026491791009902954,
0.04833979532122612,
0.008954626508057117,
-0.06689904630184174,
0.05415884405374527,
-0.016033561900258064,
0.053021833300590515,
-0.005408663768321276,
-0.07500538975000381,
-0.024086855351924896,
-0.10296118259429932,
0.015213512815535069,
0.04067690297961235,
-0.11600010097026825,
-0.001749440678395331,
-0.048220060765743256,
0.12508423626422882,
-0.022274954244494438,
0.05460990220308304,
-0.04007624089717865,
0.042421936988830566,
0.011514950543642044,
0.003518220968544483,
0.004947991110384464,
-0.014965862967073917,
-0.035862017422914505,
-0.15342095494270325,
0.06477055698633194,
0.0231622364372015,
-0.03716825321316719,
0.03848428279161453,
0.06268024444580078,
0.014742107130587101,
-0.008946086280047894,
0.061945367604494095,
-0.004927072208374739,
-0.01785767823457718,
0.03560022637248039,
-0.08532162010669708,
0.009040129370987415,
0.0015950731467455626,
-0.00946036260575056,
0.007156737614423037,
-0.036922067403793335,
0.08080238848924637,
-0.018810804933309555,
0.006258668843656778,
-0.005486614070832729,
-0.0036450631450861692,
0.00665495777502656,
-0.0049272216856479645,
-0.009082025848329067,
0.051830749958753586,
0.04294415935873985,
0.01596154272556305,
0.01378570031374693,
0.017972048372030258,
0.0015515427803620696,
0.043532226234674454,
0.018034271895885468,
-0.04714994877576828,
0.05146666616201401,
-0.04653305932879448,
0.007294056471437216,
0.004876410122960806,
0.11995045095682144,
-0.08637829124927521,
-0.03852009400725365,
-0.002574612619355321,
-0.04056640714406967,
0.0160524845123291,
0.009683577343821526,
-0.020192835479974747,
0.012732015922665596,
-0.07051306962966919,
0.015947820618748665,
0.08073321729898453,
0.03297077864408493,
0.011008922010660172,
0.02674068510532379,
-0.03444882482290268,
0.04827812314033508,
-0.04301988705992699,
-0.004338264465332031,
0.06697805970907211,
0.029788387939333916,
-0.06442554295063019,
-0.0006441326695494354,
0.009358060546219349,
0.0010093142045661807,
0.06211167201399803,
-0.11169491708278656,
0.06146286800503731,
0.0975843220949173,
0.004040184430778027,
-0.057879187166690826,
0.04733293503522873,
-0.038457829505205154,
-0.10309572517871857,
0.03525197133421898,
0.010808250866830349,
0.01090526394546032,
0.0017799679189920425,
-0.020967084914445877,
2.107224050391657e-33,
-0.017959024757146835,
-0.0806480199098587,
0.04404348507523537,
-0.11463459581136703,
0.05444128066301346,
-0.002202177420258522,
0.08677534013986588,
-0.03006807342171669,
-0.06591624021530151,
0.00003628203194239177,
0.05697685480117798,
-0.0036066588945686817,
-0.09333030879497528,
0.006692617665976286,
0.06821583211421967,
-0.08750306069850922,
-0.05809611827135086,
-0.05352915823459625,
0.11960822343826294,
-0.09685878455638885,
0.09382568299770355,
-0.08729377388954163,
-0.0473753921687603,
-0.050986118614673615,
-0.00404228875413537,
0.0276262816041708,
-0.0281330905854702,
0.054984502494335175,
0.08133157342672348,
-0.010684960521757603,
-0.020026974380016327,
0.01954825408756733,
-0.03405822813510895,
0.0014235724229365587,
0.010624497197568417,
0.039243753999471664,
-0.09114088118076324,
0.0045699370093643665,
0.006706234999001026,
-0.03601985424757004,
0.025349924340844154,
-0.028882630169391632,
0.01359256636351347,
-0.0165330171585083,
-0.07174916565418243,
-0.07693125307559967,
0.02938978374004364,
0.013378110714256763,
-0.1001889631152153,
-0.046038031578063965,
-0.026659604161977768,
-0.008330613374710083,
-0.06666896492242813,
-0.04512458294630051,
0.0033209482207894325,
-0.013134432025253773,
0.013972985558211803,
0.086055688560009,
-0.08145251125097275,
0.061584241688251495,
0.04643518850207329,
-0.09593426436185837,
-0.014497336000204086,
0.00663294643163681,
0.0308206919580698,
0.07201866060495377,
-0.028949666768312454,
0.09671121090650558,
0.1271333396434784,
-0.05931714549660683,
0.07036574929952621,
0.015358304604887962,
-0.006382961291819811,
-0.014027370139956474,
0.02631966769695282,
-0.015688613057136536,
0.013538346625864506,
0.041171614080667496,
-0.06985641270875931,
0.0293632410466671,
0.0013140173396095634,
-0.007854086346924305,
-0.11519497632980347,
0.02421639673411846,
-0.044160664081573486,
-0.05498142167925835,
0.032028380781412125,
-0.021808484569191933,
-0.013125511817634106,
0.05531063675880432,
-0.07939168065786362,
0.00869224313646555,
-0.020455574616789818,
0.0565953254699707,
-0.006415718235075474,
-3.330990627743439e-33,
0.010981698520481586,
-0.06398923695087433,
0.009774084202945232,
-0.03790397569537163,
0.10318512469530106,
-0.028880489990115166,
-0.03704429790377617,
-0.04195448011159897,
0.006317970808595419,
-0.02734055556356907,
-0.10151255875825882,
0.032367534935474396,
-0.017992429435253143,
-0.019843026995658875,
-0.03675584867596626,
-0.033802542835474014,
0.006090744864195585,
0.04468494653701782,
0.03918544948101044,
0.03286709636449814,
-0.03677866980433464,
-0.03321395814418793,
0.004891968797892332,
0.03404301032423973,
0.10602616518735886,
0.05349121615290642,
-0.025615496560931206,
0.0500311478972435,
-0.0724080502986908,
-0.0035077312495559454,
-0.058115966618061066,
-0.1475321650505066,
-0.06826505064964294,
0.02486959472298622,
0.013931706547737122,
0.004316023550927639,
0.06920726597309113,
0.07645212113857269,
0.013816769234836102,
0.05790704861283302,
0.08457271009683609,
-0.09286178648471832,
-0.02896725945174694,
0.07435464859008789,
0.11102277040481567,
-0.02295248582959175,
-0.04331658035516739,
-0.005541234742850065,
0.014910212717950344,
-0.01876351237297058,
0.02702825702726841,
0.02400633692741394,
-0.06934613734483719,
0.03490300104022026,
-0.07548565417528152,
0.024573367089033127,
0.0067937979474663734,
-0.018666861578822136,
0.08304723352193832,
0.0043569100089371204,
-0.012040261179208755,
-0.061992574483156204,
-0.10334934294223785,
0.10539114475250244,
0.018696926534175873,
-0.06606561690568924,
-0.03147363290190697,
-0.08970120549201965,
0.04013814404606819,
-0.006040401756763458,
-0.05322647467255592,
0.013457467779517174,
-0.035234544426202774,
-0.05707745626568794,
0.022135786712169647,
0.009905901737511158,
0.016182327643036842,
0.031987544149160385,
0.007642197888344526,
-0.06175297871232033,
-0.006019881460815668,
0.04615533724427223,
0.03675692901015282,
-0.03248073160648346,
0.0478939488530159,
0.04671972990036011,
0.07608139514923096,
-0.025279995054006577,
-0.029220903292298317,
-0.0891713872551918,
0.014009583741426468,
0.02467915788292885,
0.03926382213830948,
0.032628096640110016,
-0.12700721621513367,
-4.2313683223937915e-8,
0.015439500100910664,
-0.01558556780219078,
0.019758619368076324,
-0.012324647046625614,
0.13494116067886353,
0.012467295862734318,
0.006286436691880226,
-0.10931318253278732,
0.02455299347639084,
-0.0008968835463747382,
-0.0025107129476964474,
0.01859491504728794,
0.06132892891764641,
-0.03403015062212944,
-0.05874710530042648,
0.03448037430644035,
-0.05381190404295921,
-0.04991923272609711,
0.05260699242353439,
0.04378851130604744,
0.015462497249245644,
-0.006017239298671484,
-0.0064565748907625675,
0.05926705151796341,
0.007144042290747166,
0.029821852222085,
0.024675555527210236,
-0.007961920462548733,
0.0634562149643898,
0.06870782375335693,
0.00905670877546072,
0.007455355022102594,
0.11844591796398163,
-0.006466348189860582,
0.007769424933940172,
0.032778747379779816,
-0.007955883629620075,
0.0003287389117758721,
-0.05722854658961296,
-0.048996005207300186,
0.002697134856134653,
0.009999084286391735,
0.021728014573454857,
-0.017529597505927086,
-0.012040680274367332,
0.013634650968015194,
-0.062249209731817245,
0.029277978464961052,
0.07162854820489883,
-0.018749414011836052,
0.08967439830303192,
0.03486516699194908,
0.03729603439569473,
-0.04344692826271057,
0.07163340598344803,
-0.054075367748737335,
0.0860588327050209,
-0.09063632786273956,
0.015626538544893265,
0.021505871787667274,
-0.05928335711359978,
-0.05656169354915619,
-0.039908748120069504,
0.03862280398607254
] |
1402.1036
|
Tiago Guerreiro
|
Tiago Guerreiro
|
User-Sensitive Mobile Interfaces: Accounting for Individual Differences
amongst the Blind
|
330 pages, PhD Thesis, Technical University of Lisbon
| null | null | null |
cs.HC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Mobile phones pervade our daily lives and play ever expanding roles in many
contexts. Their ubiquitousness makes them pivotal in empowering disabled
people. However, if no inclusive approaches are provided, it becomes a strong
vehicle of exclusion. Even though current solutions try to compensate for the
lack of sight, not all information reaches the blind user. Good spatial ability
is still required to make sense of the device and its interface, as well as the
need to memorize positions on screen or keys and associated actions in a
keypad. Those problems are compounded by many individual attributes such as
age, age of blindness onset or tactile sensitivity which often are forgotten by
designers. Worse, the entire blind population is recurrently thought of as
homogeneous (often stereotypically so). Thus all users face the same solutions,
ignoring their specific capabilities and needs. We usually ignore this
diversity as we have the ability to adapt and become experts in interfaces that
were probably maladjusted to begin with. This adaptation is not always within
reach. Interaction with mobile devices is highly visually demanding which
widens this gap amongst blind people. It is paramount to understand the impact
of individual differences and their relationship with demands to enable the
deployment of more inclusive solutions. We explore individual differences among
blind people and assess how they are related with mobile interface demands,
both at low (e.g. performing an on-screen gesture) and high level (text-entry)
tasks. Results confirmed that different ability levels have significant impact
on the performance attained by a blind person. Particularly, otherwise ignored
attributes like tactile acuity, pressure sensitivity, spatial ability or verbal
IQ have shown to be matched with specific mobile demands and parametrizations.
|
[
{
"created": "Wed, 5 Feb 2014 13:32:39 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Guerreiro",
"Tiago",
""
]
] |
[
-0.008953945711255074,
-0.03378136828541756,
0.05963588505983353,
0.012244747951626778,
0.007448218297213316,
0.06755054742097855,
0.047407012432813644,
0.030966926366090775,
-0.010595419444143772,
-0.006376446690410376,
0.07080778479576111,
-0.030901649966835976,
0.04342469573020935,
-0.04051666334271431,
0.02166667766869068,
-0.08337873220443726,
0.0237976536154747,
0.002291847486048937,
-0.042576782405376434,
-0.008470522239804268,
0.014315301552414894,
0.03782324865460396,
0.053344063460826874,
-0.03996214270591736,
-0.05198594555258751,
-0.01598556526005268,
-0.03584646061062813,
-0.09028310328722,
0.004445579368621111,
-0.023179536685347557,
-0.025838598608970642,
0.07056742161512375,
-0.006263097282499075,
0.03667287528514862,
-0.13906389474868774,
-0.041801951825618744,
-0.03378990665078163,
0.0448693223297596,
-0.0756266713142395,
-0.09176301956176758,
-0.17239397764205933,
-0.015095341019332409,
-0.024539612233638763,
-0.009144643321633339,
0.03076782450079918,
-0.06413576751947403,
0.0034378599375486374,
-0.03603453189134598,
-0.005250854417681694,
-0.06908106803894043,
-0.004223963245749474,
0.015455302782356739,
-0.0013296275865286589,
-0.019945833832025528,
-0.049204979091882706,
0.019829902797937393,
-0.01131931971758604,
0.06484344601631165,
0.06934449821710587,
0.02310967817902565,
0.005385034717619419,
-0.0062905787490308285,
0.011587847024202347,
0.006801166106015444,
0.0009118871530517936,
0.0562136210501194,
0.036446698009967804,
-0.06699538230895996,
0.01951706036925316,
-0.009326539933681488,
-0.028558915480971336,
0.004397359676659107,
0.04182087630033493,
0.0026272539980709553,
0.018361521884799004,
-0.016400834545493126,
-0.012347416952252388,
-0.05950801074504852,
-0.012299057096242905,
-0.015874918550252914,
0.03707466647028923,
0.0056791724637150764,
-0.06860683858394623,
0.06538299471139908,
0.061776548624038696,
0.0037689930759370327,
-0.056185282766819,
0.06878498941659927,
-0.053994134068489075,
-0.004996257834136486,
-0.0803719013929367,
0.02326376736164093,
-0.03548719361424446,
-0.033032435923814774,
0.0690748393535614,
-0.07176440954208374,
0.10122931003570557,
-0.05755229294300079,
-0.09461021423339844,
0.05276811122894287,
0.037039052695035934,
-0.0036173127591609955,
0.028371766209602356,
0.005102125927805901,
0.03237450122833252,
0.023287272080779076,
0.046692855656147,
-0.07768994569778442,
-0.12450271844863892,
0.04384445771574974,
0.015607460401952267,
-0.0649891346693039,
-0.0479879230260849,
0.02678731270134449,
-0.029268957674503326,
-0.017796654254198074,
0.008731937035918236,
-0.05957319959998131,
0.15753526985645294,
0.03766920045018196,
0.009252614341676235,
-0.02272126078605652,
0.02104857750236988,
-0.013158361427485943,
-0.006234939210116863,
0.0412912555038929,
-0.029107797890901566,
5.216540137128021e-33,
-0.013602571561932564,
0.042518146336078644,
-0.002806840930134058,
0.005869956221431494,
0.07496701925992966,
-0.08395367860794067,
0.018794409930706024,
-0.003036036854609847,
-0.030023599043488503,
0.010997237637639046,
0.07494185864925385,
0.03710417449474335,
-0.009702951647341251,
0.044583164155483246,
0.0779777318239212,
-0.03767968341708183,
0.01564253307878971,
0.08479760587215424,
-0.06937257945537567,
-0.01495332270860672,
-0.04690079018473625,
-0.02401978150010109,
-0.021345868706703186,
0.05647824704647064,
0.01743384823203087,
0.022548498585820198,
0.014422201551496983,
-0.0023777454625815153,
0.0541546493768692,
0.013946251012384892,
-0.07119818776845932,
0.07003772258758545,
0.010721668601036072,
-0.09207064658403397,
0.025278594344854355,
-0.10142610967159271,
0.03159371763467789,
-0.07025337219238281,
0.01187022216618061,
-0.03364833444356918,
-0.1846221685409546,
0.026540864259004593,
-0.004871686454862356,
-0.1058063730597496,
-0.00227429810911417,
0.09906143695116043,
0.11964696645736694,
0.009988885372877121,
-0.08525442332029343,
0.018019959330558777,
-0.07404699921607971,
0.054546404629945755,
-0.014418467879295349,
-0.06128373742103577,
-0.005500643979758024,
-0.09373842179775238,
-0.019870493561029434,
0.0063346452079713345,
0.01643468625843525,
-0.043221015483140945,
0.052202604711055756,
0.05391467735171318,
-0.01438875775784254,
0.053404200822114944,
-0.011703633703291416,
0.023290371522307396,
0.024999253451824188,
-0.02069699391722679,
-0.053149476647377014,
-0.03899037837982178,
-0.042376939207315445,
-0.05229897052049637,
0.019019195809960365,
0.022608190774917603,
-0.029939161613583565,
0.03453357145190239,
0.06781883537769318,
-0.02968878485262394,
0.046546149998903275,
-0.0639083981513977,
0.0026443591341376305,
0.027061594650149345,
-0.027515361085534096,
-0.04471742361783981,
0.007922968827188015,
-0.02125713787972927,
-0.013884300366044044,
-0.10073918849229813,
-0.05283799767494202,
0.005509376060217619,
-0.003286032471805811,
-0.003855195827782154,
-0.03115100786089897,
-0.05094924196600914,
-0.04475579410791397,
-6.510328525235387e-33,
-0.012880888767540455,
-0.0015436868416145444,
-0.009688056074082851,
-0.04393036663532257,
0.005115706007927656,
-0.09100572019815445,
0.005925866309553385,
-0.017661714926362038,
0.08353675901889801,
-0.0372844822704792,
-0.04985126107931137,
0.03525823354721069,
0.04149838164448738,
0.01468109991401434,
-0.026018604636192322,
0.009922942146658897,
0.014237383380532265,
0.07190144062042236,
-0.047554828226566315,
0.05619099736213684,
0.06228743866086006,
0.027056783437728882,
-0.02312212437391281,
0.011699357070028782,
-0.03554455190896988,
0.042817678302526474,
-0.03807355463504791,
-0.025133339688181877,
-0.06732715666294098,
-0.04963403195142746,
0.021055050194263458,
-0.001600045943632722,
-0.02372702583670616,
-0.07086992263793945,
0.04094570502638817,
-0.010010739788413048,
-0.060926977545022964,
0.030174750834703445,
-0.08820492029190063,
0.05197751522064209,
0.07192433625459671,
0.04133482277393341,
0.024341585114598274,
-0.0019729251507669687,
0.05059178173542023,
0.008213239721953869,
-0.037340711802244186,
-0.04038732126355171,
-0.013822929002344608,
-0.012716205790638924,
0.06565738469362259,
0.05385556071996689,
0.01992487721145153,
-0.09556476771831512,
-0.03611031919717789,
0.007552576716989279,
0.10009054094552994,
-0.06941894441843033,
0.0107970479875803,
-0.02905706688761711,
0.04945647716522217,
-0.08757754415273666,
-0.04809989780187607,
0.040364138782024384,
0.007299964316189289,
0.03869850933551788,
0.018208414316177368,
0.05847403407096863,
0.017810504883527756,
0.006265344563871622,
0.06846100091934204,
-0.08965051174163818,
-0.008263212628662586,
-0.08703628927469254,
0.10780476033687592,
0.06446052342653275,
-0.030210794880986214,
0.022526603192090988,
-0.07590745389461517,
-0.006876361556351185,
0.07051322609186172,
0.07786525785923004,
0.023991413414478302,
0.030638132244348526,
-0.023270277306437492,
0.1100175678730011,
-0.028159748762845993,
0.020925110206007957,
-0.03382478281855583,
-0.012013204395771027,
-0.09777537733316422,
0.041249360889196396,
-0.09496583044528961,
0.06753388047218323,
-0.039821092039346695,
-5.6058567565742123e-8,
0.01715993694961071,
0.07076391577720642,
-0.006273515522480011,
-0.08954858779907227,
-0.005573115311563015,
-0.02234398014843464,
-0.041723206639289856,
0.014423569664359093,
-0.037216559052467346,
0.06693363189697266,
-0.011758750304579735,
-0.048397183418273926,
0.037367209792137146,
0.08724772185087204,
0.14276039600372314,
0.10636585205793381,
-0.012042404152452946,
0.05842483416199684,
-0.08430390059947968,
0.04749025031924248,
0.08070757240056992,
0.04625219851732254,
-0.013147206045687199,
0.03158433735370636,
0.057437580078840256,
0.004471533466130495,
-0.07469084858894348,
-0.01884339563548565,
-0.03990926593542099,
0.016686711460351944,
0.06383123248815536,
-0.01027233898639679,
0.03958592563867569,
0.0203953068703413,
-0.005697045940905809,
-0.00020368279365357012,
0.024278907105326653,
-0.000020163392036920413,
-0.004678469151258469,
0.008151182904839516,
-0.06159748136997223,
-0.040485672652721405,
0.005067684222012758,
0.09338874369859695,
-0.009383851662278175,
-0.01591717079281807,
0.03917601332068443,
-0.023463886231184006,
-0.09035138040781021,
0.03131011873483658,
-0.11434600502252579,
0.011661102063953876,
0.09680241346359253,
0.05391402915120125,
0.08124218881130219,
0.008284978568553925,
0.0646030381321907,
0.056389253586530685,
0.027437612414360046,
0.0006843878072686493,
0.12031687796115875,
0.012584122829139233,
-0.09786786884069443,
0.04287591204047203
] | null | null | null | null | null | null | null |
[
-0.008953945711255074,
-0.03378136828541756,
0.05963588505983353,
0.012244747951626778,
0.007448218297213316,
0.06755054742097855,
0.047407012432813644,
0.030966926366090775,
-0.010595419444143772,
-0.006376446690410376,
0.07080778479576111,
-0.030901649966835976,
0.04342469573020935,
-0.04051666334271431,
0.02166667766869068,
-0.08337873220443726,
0.0237976536154747,
0.002291847486048937,
-0.042576782405376434,
-0.008470522239804268,
0.014315301552414894,
0.03782324865460396,
0.053344063460826874,
-0.03996214270591736,
-0.05198594555258751,
-0.01598556526005268,
-0.03584646061062813,
-0.09028310328722,
0.004445579368621111,
-0.023179536685347557,
-0.025838598608970642,
0.07056742161512375,
-0.006263097282499075,
0.03667287528514862,
-0.13906389474868774,
-0.041801951825618744,
-0.03378990665078163,
0.0448693223297596,
-0.0756266713142395,
-0.09176301956176758,
-0.17239397764205933,
-0.015095341019332409,
-0.024539612233638763,
-0.009144643321633339,
0.03076782450079918,
-0.06413576751947403,
0.0034378599375486374,
-0.03603453189134598,
-0.005250854417681694,
-0.06908106803894043,
-0.004223963245749474,
0.015455302782356739,
-0.0013296275865286589,
-0.019945833832025528,
-0.049204979091882706,
0.019829902797937393,
-0.01131931971758604,
0.06484344601631165,
0.06934449821710587,
0.02310967817902565,
0.005385034717619419,
-0.0062905787490308285,
0.011587847024202347,
0.006801166106015444,
0.0009118871530517936,
0.0562136210501194,
0.036446698009967804,
-0.06699538230895996,
0.01951706036925316,
-0.009326539933681488,
-0.028558915480971336,
0.004397359676659107,
0.04182087630033493,
0.0026272539980709553,
0.018361521884799004,
-0.016400834545493126,
-0.012347416952252388,
-0.05950801074504852,
-0.012299057096242905,
-0.015874918550252914,
0.03707466647028923,
0.0056791724637150764,
-0.06860683858394623,
0.06538299471139908,
0.061776548624038696,
0.0037689930759370327,
-0.056185282766819,
0.06878498941659927,
-0.053994134068489075,
-0.004996257834136486,
-0.0803719013929367,
0.02326376736164093,
-0.03548719361424446,
-0.033032435923814774,
0.0690748393535614,
-0.07176440954208374,
0.10122931003570557,
-0.05755229294300079,
-0.09461021423339844,
0.05276811122894287,
0.037039052695035934,
-0.0036173127591609955,
0.028371766209602356,
0.005102125927805901,
0.03237450122833252,
0.023287272080779076,
0.046692855656147,
-0.07768994569778442,
-0.12450271844863892,
0.04384445771574974,
0.015607460401952267,
-0.0649891346693039,
-0.0479879230260849,
0.02678731270134449,
-0.029268957674503326,
-0.017796654254198074,
0.008731937035918236,
-0.05957319959998131,
0.15753526985645294,
0.03766920045018196,
0.009252614341676235,
-0.02272126078605652,
0.02104857750236988,
-0.013158361427485943,
-0.006234939210116863,
0.0412912555038929,
-0.029107797890901566,
5.216540137128021e-33,
-0.013602571561932564,
0.042518146336078644,
-0.002806840930134058,
0.005869956221431494,
0.07496701925992966,
-0.08395367860794067,
0.018794409930706024,
-0.003036036854609847,
-0.030023599043488503,
0.010997237637639046,
0.07494185864925385,
0.03710417449474335,
-0.009702951647341251,
0.044583164155483246,
0.0779777318239212,
-0.03767968341708183,
0.01564253307878971,
0.08479760587215424,
-0.06937257945537567,
-0.01495332270860672,
-0.04690079018473625,
-0.02401978150010109,
-0.021345868706703186,
0.05647824704647064,
0.01743384823203087,
0.022548498585820198,
0.014422201551496983,
-0.0023777454625815153,
0.0541546493768692,
0.013946251012384892,
-0.07119818776845932,
0.07003772258758545,
0.010721668601036072,
-0.09207064658403397,
0.025278594344854355,
-0.10142610967159271,
0.03159371763467789,
-0.07025337219238281,
0.01187022216618061,
-0.03364833444356918,
-0.1846221685409546,
0.026540864259004593,
-0.004871686454862356,
-0.1058063730597496,
-0.00227429810911417,
0.09906143695116043,
0.11964696645736694,
0.009988885372877121,
-0.08525442332029343,
0.018019959330558777,
-0.07404699921607971,
0.054546404629945755,
-0.014418467879295349,
-0.06128373742103577,
-0.005500643979758024,
-0.09373842179775238,
-0.019870493561029434,
0.0063346452079713345,
0.01643468625843525,
-0.043221015483140945,
0.052202604711055756,
0.05391467735171318,
-0.01438875775784254,
0.053404200822114944,
-0.011703633703291416,
0.023290371522307396,
0.024999253451824188,
-0.02069699391722679,
-0.053149476647377014,
-0.03899037837982178,
-0.042376939207315445,
-0.05229897052049637,
0.019019195809960365,
0.022608190774917603,
-0.029939161613583565,
0.03453357145190239,
0.06781883537769318,
-0.02968878485262394,
0.046546149998903275,
-0.0639083981513977,
0.0026443591341376305,
0.027061594650149345,
-0.027515361085534096,
-0.04471742361783981,
0.007922968827188015,
-0.02125713787972927,
-0.013884300366044044,
-0.10073918849229813,
-0.05283799767494202,
0.005509376060217619,
-0.003286032471805811,
-0.003855195827782154,
-0.03115100786089897,
-0.05094924196600914,
-0.04475579410791397,
-6.510328525235387e-33,
-0.012880888767540455,
-0.0015436868416145444,
-0.009688056074082851,
-0.04393036663532257,
0.005115706007927656,
-0.09100572019815445,
0.005925866309553385,
-0.017661714926362038,
0.08353675901889801,
-0.0372844822704792,
-0.04985126107931137,
0.03525823354721069,
0.04149838164448738,
0.01468109991401434,
-0.026018604636192322,
0.009922942146658897,
0.014237383380532265,
0.07190144062042236,
-0.047554828226566315,
0.05619099736213684,
0.06228743866086006,
0.027056783437728882,
-0.02312212437391281,
0.011699357070028782,
-0.03554455190896988,
0.042817678302526474,
-0.03807355463504791,
-0.025133339688181877,
-0.06732715666294098,
-0.04963403195142746,
0.021055050194263458,
-0.001600045943632722,
-0.02372702583670616,
-0.07086992263793945,
0.04094570502638817,
-0.010010739788413048,
-0.060926977545022964,
0.030174750834703445,
-0.08820492029190063,
0.05197751522064209,
0.07192433625459671,
0.04133482277393341,
0.024341585114598274,
-0.0019729251507669687,
0.05059178173542023,
0.008213239721953869,
-0.037340711802244186,
-0.04038732126355171,
-0.013822929002344608,
-0.012716205790638924,
0.06565738469362259,
0.05385556071996689,
0.01992487721145153,
-0.09556476771831512,
-0.03611031919717789,
0.007552576716989279,
0.10009054094552994,
-0.06941894441843033,
0.0107970479875803,
-0.02905706688761711,
0.04945647716522217,
-0.08757754415273666,
-0.04809989780187607,
0.040364138782024384,
0.007299964316189289,
0.03869850933551788,
0.018208414316177368,
0.05847403407096863,
0.017810504883527756,
0.006265344563871622,
0.06846100091934204,
-0.08965051174163818,
-0.008263212628662586,
-0.08703628927469254,
0.10780476033687592,
0.06446052342653275,
-0.030210794880986214,
0.022526603192090988,
-0.07590745389461517,
-0.006876361556351185,
0.07051322609186172,
0.07786525785923004,
0.023991413414478302,
0.030638132244348526,
-0.023270277306437492,
0.1100175678730011,
-0.028159748762845993,
0.020925110206007957,
-0.03382478281855583,
-0.012013204395771027,
-0.09777537733316422,
0.041249360889196396,
-0.09496583044528961,
0.06753388047218323,
-0.039821092039346695,
-5.6058567565742123e-8,
0.01715993694961071,
0.07076391577720642,
-0.006273515522480011,
-0.08954858779907227,
-0.005573115311563015,
-0.02234398014843464,
-0.041723206639289856,
0.014423569664359093,
-0.037216559052467346,
0.06693363189697266,
-0.011758750304579735,
-0.048397183418273926,
0.037367209792137146,
0.08724772185087204,
0.14276039600372314,
0.10636585205793381,
-0.012042404152452946,
0.05842483416199684,
-0.08430390059947968,
0.04749025031924248,
0.08070757240056992,
0.04625219851732254,
-0.013147206045687199,
0.03158433735370636,
0.057437580078840256,
0.004471533466130495,
-0.07469084858894348,
-0.01884339563548565,
-0.03990926593542099,
0.016686711460351944,
0.06383123248815536,
-0.01027233898639679,
0.03958592563867569,
0.0203953068703413,
-0.005697045940905809,
-0.00020368279365357012,
0.024278907105326653,
-0.000020163392036920413,
-0.004678469151258469,
0.008151182904839516,
-0.06159748136997223,
-0.040485672652721405,
0.005067684222012758,
0.09338874369859695,
-0.009383851662278175,
-0.01591717079281807,
0.03917601332068443,
-0.023463886231184006,
-0.09035138040781021,
0.03131011873483658,
-0.11434600502252579,
0.011661102063953876,
0.09680241346359253,
0.05391402915120125,
0.08124218881130219,
0.008284978568553925,
0.0646030381321907,
0.056389253586530685,
0.027437612414360046,
0.0006843878072686493,
0.12031687796115875,
0.012584122829139233,
-0.09786786884069443,
0.04287591204047203
] |
1402.1037
|
Tiago Guerreiro
|
Tiago Guerreiro, Hugo Nicolau, Jo\~ao Oliveira, Joaquim Jorge, Daniel
Gon\c{c}alves
|
Understanding Individual Differences: Towards Effective Mobile Interface
Design and Adaptation for the Blind
|
3 pages, CHI 2011 Workshop on Dynamic Accessibility
| null | null | null |
cs.HC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
No two people are alike. We usually ignore this diversity as we have the
capability to adapt and, without noticing, become experts in interfaces that
were probably misadjusted to begin with. This adaptation is not always at the
user's reach. One neglected group is the blind. Spatial ability, memory, and
tactile sensitivity are some characteristics that diverge between users.
Regardless, all are presented with the same methods ignoring their capabilities
and needs. Interaction with mobile devices is highly visually demanding which
widens the gap between blind people. Our research goal is to identify the
individual attributes that influence mobile interaction, considering the blind,
and match them with mobile interaction modalities in a comprehensive and
extensible design space. We aim to provide knowledge both for device design,
device prescription and interface adaptation.
|
[
{
"created": "Wed, 5 Feb 2014 13:41:24 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Guerreiro",
"Tiago",
""
],
[
"Nicolau",
"Hugo",
""
],
[
"Oliveira",
"João",
""
],
[
"Jorge",
"Joaquim",
""
],
[
"Gonçalves",
"Daniel",
""
]
] |
[
0.010139351710677147,
-0.014317416585981846,
0.0929890125989914,
0.029307177290320396,
0.03517287224531174,
-0.009950205683708191,
0.06468169391155243,
0.020823609083890915,
-0.03649672493338585,
-0.019380193203687668,
0.023041538894176483,
-0.06616110354661942,
0.030983978882431984,
-0.011895406059920788,
0.011487018316984177,
-0.0837707445025444,
0.051879316568374634,
0.016731740906834602,
-0.005597812123596668,
0.07154953479766846,
0.06099168211221695,
0.05114756524562836,
0.04056452959775925,
-0.05822303518652916,
-0.010578460991382599,
-0.0314321368932724,
0.0038172281347215176,
-0.06689703464508057,
0.004455011337995529,
-0.0824677124619484,
-0.0034925886429846287,
0.05059799551963806,
-0.037857647985219955,
0.02728644758462906,
-0.12263642996549606,
-0.057829126715660095,
0.025137120857834816,
0.025218071416020393,
-0.02551105245947838,
-0.08439096063375473,
-0.16579827666282654,
0.01463775523006916,
-0.004501304589211941,
0.044783879071474075,
-0.014819369651377201,
-0.01930593140423298,
0.02500806376338005,
-0.001770224655047059,
-0.03963445872068405,
-0.008555814623832703,
-0.005623931530863047,
0.01706692948937416,
0.012076527811586857,
-0.0016784914769232273,
-0.02874915674328804,
0.03461817279458046,
-0.006077107507735491,
0.10730250924825668,
0.06339623034000397,
0.07073146104812622,
0.021810956299304962,
0.007793810218572617,
0.030040444806218147,
0.06287971884012222,
0.017891697585582733,
0.05875178426504135,
0.05828576534986496,
-0.06447234004735947,
0.005411348771303892,
-0.07200449705123901,
-0.01058859471231699,
0.0043250685557723045,
0.012206288054585457,
-0.016540464013814926,
0.024579903110861778,
0.026657674461603165,
-0.019006244838237762,
-0.0042246803641319275,
-0.0753718689084053,
-0.019367575645446777,
0.008071858435869217,
0.003288351697847247,
-0.1283811777830124,
0.028704920783638954,
0.0763508528470993,
-0.025839723646640778,
-0.07641499489545822,
0.07001402229070663,
-0.07604167610406876,
-0.025556983426213264,
-0.053126052021980286,
0.0326649472117424,
-0.04261384531855583,
-0.06441155821084976,
-0.010473447851836681,
-0.05982571840286255,
0.0726250559091568,
-0.11129824817180634,
-0.06982363760471344,
0.05413421243429184,
0.03685939311981201,
-0.02092171646654606,
-0.012382551096379757,
0.04049070551991463,
0.03255805745720863,
0.0009506990318186581,
0.03065081499516964,
-0.08921446651220322,
-0.11449635028839111,
0.0825624018907547,
0.05757134407758713,
-0.052714619785547256,
-0.0346066839993,
0.00789699051529169,
0.005583813413977623,
-0.02462497167289257,
-0.03542089834809303,
-0.04275474697351456,
0.13276368379592896,
0.013141953386366367,
-0.013182899914681911,
-0.02483218163251877,
-0.005461744964122772,
-0.052259743213653564,
0.030854634940624237,
0.0222039632499218,
-0.0831776112318039,
-2.63314568716157e-34,
-0.018852094188332558,
0.02472660504281521,
0.027864545583724976,
0.04093596339225769,
0.0281609408557415,
-0.10776012390851974,
0.007521206513047218,
-0.0037580179050564766,
-0.004142804071307182,
-0.023363124579191208,
0.05606761947274208,
0.05208670347929001,
-0.053052205592393875,
0.08366747200489044,
0.12420353293418884,
-0.010131146758794785,
-0.007732293102890253,
0.07234279066324234,
-0.04165932908654213,
-0.01913277804851532,
-0.0609520822763443,
-0.02105613797903061,
-0.011414741165935993,
0.05283575877547264,
0.026803722605109215,
0.07573100179433823,
0.020750032737851143,
0.014080489054322243,
0.03977751359343529,
0.012573307380080223,
-0.07864493131637573,
0.039326880127191544,
0.05228140577673912,
-0.10114626586437225,
0.004618885926902294,
-0.05802396312355995,
0.003422257723286748,
-0.08157283812761307,
0.04452181234955788,
-0.051623690873384476,
-0.12789028882980347,
0.00838166568428278,
0.015484693460166454,
-0.028491398319602013,
-0.042921800166368484,
0.07179158180952072,
0.07540391385555267,
0.013033682480454445,
-0.07533595710992813,
0.005394222680479288,
-0.06691344082355499,
-0.009127107448875904,
0.00960045401006937,
-0.0690951719880104,
0.009782577864825726,
-0.0975063294172287,
0.0028044076170772314,
0.06159562990069389,
0.037345558404922485,
0.026076119393110275,
-0.009771402925252914,
0.08339989930391312,
-0.05066382512450218,
0.03194897994399071,
0.00003549316170392558,
0.012492076493799686,
0.039165694266557693,
0.010111680254340172,
-0.04078333079814911,
-0.004823783878237009,
-0.053885433822870255,
-0.0019849385134875774,
0.0015255498001351953,
0.056542664766311646,
-0.051445845514535904,
-0.005170750431716442,
-0.001991778612136841,
-0.04730455204844475,
0.028974639251828194,
-0.05161887779831886,
-0.04297913983464241,
0.060012537986040115,
-0.028943905606865883,
-0.052096858620643616,
-0.026760071516036987,
-0.06427344679832458,
0.024973826482892036,
-0.1028488427400589,
-0.06321100145578384,
0.019195308908820152,
-0.015942342579364777,
0.035105131566524506,
-0.023843437433242798,
-0.06626562774181366,
-0.040724772959947586,
-2.6762366009155784e-33,
-0.04601210728287697,
-0.025361504405736923,
-0.00619201734662056,
-0.014362084679305553,
0.02441396377980709,
-0.09883298724889755,
0.05237388610839844,
0.04147429019212723,
0.03810817375779152,
-0.024547796696424484,
-0.0475366972386837,
0.03496958687901497,
0.030883371829986572,
-0.02115277759730816,
-0.013740774244070053,
0.07154430449008942,
-0.0065804640762507915,
0.02358989231288433,
-0.022424932569265366,
0.025464380159974098,
0.0530305877327919,
0.054784391075372696,
0.039714664220809937,
-0.011977823451161385,
-0.055006686598062515,
0.020388280972838402,
-0.02362813428044319,
-0.02796832285821438,
-0.05216104909777641,
-0.054753609001636505,
0.006495276466012001,
-0.001492634299211204,
-0.0029953892808407545,
-0.031134847551584244,
0.06427517533302307,
0.031139841303229332,
-0.044713977724313736,
0.00457012839615345,
-0.0751090943813324,
0.07994666695594788,
0.04608724266290665,
0.0391852967441082,
-0.002274912316352129,
-0.036052606999874115,
0.01874787174165249,
-0.01928548887372017,
-0.05800243094563484,
-0.04430302232503891,
0.013677479699254036,
-0.021937871351838112,
0.07588684558868408,
0.039393167942762375,
-0.003088517114520073,
-0.08674328029155731,
0.006202817894518375,
-0.006650176830589771,
0.09931901097297668,
-0.05251680687069893,
0.05366532877087593,
-0.012334834784269333,
0.04781637713313103,
-0.059121839702129364,
-0.08535344153642654,
0.050860531628131866,
0.011640513315796852,
0.02965761162340641,
0.012830466032028198,
-0.02165796235203743,
0.016354631632566452,
0.020872965455055237,
0.08904929459095001,
-0.07259193807840347,
0.03108653426170349,
-0.09411708265542984,
0.09823913872241974,
0.033236339688301086,
0.012476048432290554,
0.036331694573163986,
-0.09015072137117386,
-0.03884202241897583,
0.08279754221439362,
0.07481802254915237,
0.027697548270225525,
0.054808326065540314,
0.0017889713635668159,
0.17328518629074097,
-0.05119748413562775,
0.026545951142907143,
-0.01469943393021822,
-0.0006475533591583371,
-0.09633807837963104,
0.08438441157341003,
-0.05918756127357483,
0.03850448131561279,
-0.054113272577524185,
-4.553836774334741e-8,
-0.011013828217983246,
0.06700703501701355,
0.04515226557850838,
-0.03711971640586853,
-0.03418704494833946,
-0.023931968957185745,
-0.11760519444942474,
-0.000003736069174919976,
-0.025444673374295235,
0.04073061794042587,
-0.006775515619665384,
-0.04970831051468849,
0.07824023067951202,
0.0770239382982254,
0.12377932667732239,
0.07407474517822266,
-0.057581815868616104,
0.052696745842695236,
-0.061941422522068024,
0.023414427414536476,
0.07257179915904999,
0.05018011853098869,
-0.01866350881755352,
0.038402680307626724,
0.09561295807361603,
-0.017846060916781425,
-0.08737125247716904,
-0.043004631996154785,
0.0017345931846648455,
0.03900592401623726,
0.05629116669297218,
-0.018654853105545044,
0.008662428706884384,
0.004016423597931862,
-0.006516529247164726,
0.021495431661605835,
0.0040732622146606445,
0.034679070115089417,
-0.005496887490153313,
0.03389856964349747,
-0.07887576520442963,
-0.02116943523287773,
-0.06562557816505432,
0.09877555817365646,
-0.008115189149975777,
-0.021609771996736526,
0.07162714004516602,
-0.04535192623734474,
-0.08096137642860413,
0.009052641689777374,
-0.09220535308122635,
-0.026241684332489967,
0.009717925451695919,
0.012948079966008663,
0.06411958485841751,
-0.042904872447252274,
0.029968751594424248,
0.07859557121992111,
0.061946406960487366,
-0.033984970301389694,
0.09257075190544128,
0.01218494027853012,
-0.046999283134937286,
0.02119825966656208
] | null | null | null | null | null | null | null |
[
0.010139351710677147,
-0.014317416585981846,
0.0929890125989914,
0.029307177290320396,
0.03517287224531174,
-0.009950205683708191,
0.06468169391155243,
0.020823609083890915,
-0.03649672493338585,
-0.019380193203687668,
0.023041538894176483,
-0.06616110354661942,
0.030983978882431984,
-0.011895406059920788,
0.011487018316984177,
-0.0837707445025444,
0.051879316568374634,
0.016731740906834602,
-0.005597812123596668,
0.07154953479766846,
0.06099168211221695,
0.05114756524562836,
0.04056452959775925,
-0.05822303518652916,
-0.010578460991382599,
-0.0314321368932724,
0.0038172281347215176,
-0.06689703464508057,
0.004455011337995529,
-0.0824677124619484,
-0.0034925886429846287,
0.05059799551963806,
-0.037857647985219955,
0.02728644758462906,
-0.12263642996549606,
-0.057829126715660095,
0.025137120857834816,
0.025218071416020393,
-0.02551105245947838,
-0.08439096063375473,
-0.16579827666282654,
0.01463775523006916,
-0.004501304589211941,
0.044783879071474075,
-0.014819369651377201,
-0.01930593140423298,
0.02500806376338005,
-0.001770224655047059,
-0.03963445872068405,
-0.008555814623832703,
-0.005623931530863047,
0.01706692948937416,
0.012076527811586857,
-0.0016784914769232273,
-0.02874915674328804,
0.03461817279458046,
-0.006077107507735491,
0.10730250924825668,
0.06339623034000397,
0.07073146104812622,
0.021810956299304962,
0.007793810218572617,
0.030040444806218147,
0.06287971884012222,
0.017891697585582733,
0.05875178426504135,
0.05828576534986496,
-0.06447234004735947,
0.005411348771303892,
-0.07200449705123901,
-0.01058859471231699,
0.0043250685557723045,
0.012206288054585457,
-0.016540464013814926,
0.024579903110861778,
0.026657674461603165,
-0.019006244838237762,
-0.0042246803641319275,
-0.0753718689084053,
-0.019367575645446777,
0.008071858435869217,
0.003288351697847247,
-0.1283811777830124,
0.028704920783638954,
0.0763508528470993,
-0.025839723646640778,
-0.07641499489545822,
0.07001402229070663,
-0.07604167610406876,
-0.025556983426213264,
-0.053126052021980286,
0.0326649472117424,
-0.04261384531855583,
-0.06441155821084976,
-0.010473447851836681,
-0.05982571840286255,
0.0726250559091568,
-0.11129824817180634,
-0.06982363760471344,
0.05413421243429184,
0.03685939311981201,
-0.02092171646654606,
-0.012382551096379757,
0.04049070551991463,
0.03255805745720863,
0.0009506990318186581,
0.03065081499516964,
-0.08921446651220322,
-0.11449635028839111,
0.0825624018907547,
0.05757134407758713,
-0.052714619785547256,
-0.0346066839993,
0.00789699051529169,
0.005583813413977623,
-0.02462497167289257,
-0.03542089834809303,
-0.04275474697351456,
0.13276368379592896,
0.013141953386366367,
-0.013182899914681911,
-0.02483218163251877,
-0.005461744964122772,
-0.052259743213653564,
0.030854634940624237,
0.0222039632499218,
-0.0831776112318039,
-2.63314568716157e-34,
-0.018852094188332558,
0.02472660504281521,
0.027864545583724976,
0.04093596339225769,
0.0281609408557415,
-0.10776012390851974,
0.007521206513047218,
-0.0037580179050564766,
-0.004142804071307182,
-0.023363124579191208,
0.05606761947274208,
0.05208670347929001,
-0.053052205592393875,
0.08366747200489044,
0.12420353293418884,
-0.010131146758794785,
-0.007732293102890253,
0.07234279066324234,
-0.04165932908654213,
-0.01913277804851532,
-0.0609520822763443,
-0.02105613797903061,
-0.011414741165935993,
0.05283575877547264,
0.026803722605109215,
0.07573100179433823,
0.020750032737851143,
0.014080489054322243,
0.03977751359343529,
0.012573307380080223,
-0.07864493131637573,
0.039326880127191544,
0.05228140577673912,
-0.10114626586437225,
0.004618885926902294,
-0.05802396312355995,
0.003422257723286748,
-0.08157283812761307,
0.04452181234955788,
-0.051623690873384476,
-0.12789028882980347,
0.00838166568428278,
0.015484693460166454,
-0.028491398319602013,
-0.042921800166368484,
0.07179158180952072,
0.07540391385555267,
0.013033682480454445,
-0.07533595710992813,
0.005394222680479288,
-0.06691344082355499,
-0.009127107448875904,
0.00960045401006937,
-0.0690951719880104,
0.009782577864825726,
-0.0975063294172287,
0.0028044076170772314,
0.06159562990069389,
0.037345558404922485,
0.026076119393110275,
-0.009771402925252914,
0.08339989930391312,
-0.05066382512450218,
0.03194897994399071,
0.00003549316170392558,
0.012492076493799686,
0.039165694266557693,
0.010111680254340172,
-0.04078333079814911,
-0.004823783878237009,
-0.053885433822870255,
-0.0019849385134875774,
0.0015255498001351953,
0.056542664766311646,
-0.051445845514535904,
-0.005170750431716442,
-0.001991778612136841,
-0.04730455204844475,
0.028974639251828194,
-0.05161887779831886,
-0.04297913983464241,
0.060012537986040115,
-0.028943905606865883,
-0.052096858620643616,
-0.026760071516036987,
-0.06427344679832458,
0.024973826482892036,
-0.1028488427400589,
-0.06321100145578384,
0.019195308908820152,
-0.015942342579364777,
0.035105131566524506,
-0.023843437433242798,
-0.06626562774181366,
-0.040724772959947586,
-2.6762366009155784e-33,
-0.04601210728287697,
-0.025361504405736923,
-0.00619201734662056,
-0.014362084679305553,
0.02441396377980709,
-0.09883298724889755,
0.05237388610839844,
0.04147429019212723,
0.03810817375779152,
-0.024547796696424484,
-0.0475366972386837,
0.03496958687901497,
0.030883371829986572,
-0.02115277759730816,
-0.013740774244070053,
0.07154430449008942,
-0.0065804640762507915,
0.02358989231288433,
-0.022424932569265366,
0.025464380159974098,
0.0530305877327919,
0.054784391075372696,
0.039714664220809937,
-0.011977823451161385,
-0.055006686598062515,
0.020388280972838402,
-0.02362813428044319,
-0.02796832285821438,
-0.05216104909777641,
-0.054753609001636505,
0.006495276466012001,
-0.001492634299211204,
-0.0029953892808407545,
-0.031134847551584244,
0.06427517533302307,
0.031139841303229332,
-0.044713977724313736,
0.00457012839615345,
-0.0751090943813324,
0.07994666695594788,
0.04608724266290665,
0.0391852967441082,
-0.002274912316352129,
-0.036052606999874115,
0.01874787174165249,
-0.01928548887372017,
-0.05800243094563484,
-0.04430302232503891,
0.013677479699254036,
-0.021937871351838112,
0.07588684558868408,
0.039393167942762375,
-0.003088517114520073,
-0.08674328029155731,
0.006202817894518375,
-0.006650176830589771,
0.09931901097297668,
-0.05251680687069893,
0.05366532877087593,
-0.012334834784269333,
0.04781637713313103,
-0.059121839702129364,
-0.08535344153642654,
0.050860531628131866,
0.011640513315796852,
0.02965761162340641,
0.012830466032028198,
-0.02165796235203743,
0.016354631632566452,
0.020872965455055237,
0.08904929459095001,
-0.07259193807840347,
0.03108653426170349,
-0.09411708265542984,
0.09823913872241974,
0.033236339688301086,
0.012476048432290554,
0.036331694573163986,
-0.09015072137117386,
-0.03884202241897583,
0.08279754221439362,
0.07481802254915237,
0.027697548270225525,
0.054808326065540314,
0.0017889713635668159,
0.17328518629074097,
-0.05119748413562775,
0.026545951142907143,
-0.01469943393021822,
-0.0006475533591583371,
-0.09633807837963104,
0.08438441157341003,
-0.05918756127357483,
0.03850448131561279,
-0.054113272577524185,
-4.553836774334741e-8,
-0.011013828217983246,
0.06700703501701355,
0.04515226557850838,
-0.03711971640586853,
-0.03418704494833946,
-0.023931968957185745,
-0.11760519444942474,
-0.000003736069174919976,
-0.025444673374295235,
0.04073061794042587,
-0.006775515619665384,
-0.04970831051468849,
0.07824023067951202,
0.0770239382982254,
0.12377932667732239,
0.07407474517822266,
-0.057581815868616104,
0.052696745842695236,
-0.061941422522068024,
0.023414427414536476,
0.07257179915904999,
0.05018011853098869,
-0.01866350881755352,
0.038402680307626724,
0.09561295807361603,
-0.017846060916781425,
-0.08737125247716904,
-0.043004631996154785,
0.0017345931846648455,
0.03900592401623726,
0.05629116669297218,
-0.018654853105545044,
0.008662428706884384,
0.004016423597931862,
-0.006516529247164726,
0.021495431661605835,
0.0040732622146606445,
0.034679070115089417,
-0.005496887490153313,
0.03389856964349747,
-0.07887576520442963,
-0.02116943523287773,
-0.06562557816505432,
0.09877555817365646,
-0.008115189149975777,
-0.021609771996736526,
0.07162714004516602,
-0.04535192623734474,
-0.08096137642860413,
0.009052641689777374,
-0.09220535308122635,
-0.026241684332489967,
0.009717925451695919,
0.012948079966008663,
0.06411958485841751,
-0.042904872447252274,
0.029968751594424248,
0.07859557121992111,
0.061946406960487366,
-0.033984970301389694,
0.09257075190544128,
0.01218494027853012,
-0.046999283134937286,
0.02119825966656208
] |
1402.1045
|
Michele Ceriotti
|
Michele Ceriotti, Joshua More, David E. Manolopoulos
|
i-PI: A Python interface for ab initio path integral molecular dynamics
simulations
| null |
Computer Physics Communications 185(3), 1019-1026 (2014)
|
10.1016/j.cpc.2013.10.027
| null |
physics.comp-ph cond-mat.mtrl-sci physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Recent developments in path integral methodology have significantly reduced
the computational expense of including quantum mechanical effects in the
nuclear motion in ab initio molecular dynamics simulations. However, the
implementation of these developments requires a considerable programming
effort, which has hindered their adoption. Here we describe i-PI, an interface
written in Python that has been designed to minimise the effort required to
bring state-of-the-art path integral techniques to an electronic structure
program. While it is best suited to first principles calculations and path
integral molecular dynamics, i-PI can also be used to perform classical
molecular dynamics simulations, and can just as easily be interfaced with an
empirical forcefield code. To give just one example of the many potential
applications of the interface, we use it in conjunction with the CP2K
electronic structure package to showcase the importance of nuclear quantum
effects in high pressure water.
|
[
{
"created": "Wed, 5 Feb 2014 14:10:59 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Ceriotti",
"Michele",
""
],
[
"More",
"Joshua",
""
],
[
"Manolopoulos",
"David E.",
""
]
] |
[
-0.12380708754062653,
0.00922129675745964,
-0.022661074995994568,
0.053608451038599014,
-0.039902329444885254,
-0.11535592377185822,
-0.06313738226890564,
0.034420374780893326,
-0.04727478325366974,
-0.01217646710574627,
-0.06488699465990067,
-0.04555762559175491,
0.00587001396343112,
0.025892507284879684,
-0.013827294111251831,
0.02343847043812275,
-0.0729236975312233,
0.06065143272280693,
0.01715591736137867,
0.012491158209741116,
-0.06748468428850174,
0.001406309544108808,
0.060623858124017715,
-0.003871252993121743,
-0.018888559192419052,
0.009515139274299145,
0.06621038913726807,
0.04792626574635506,
0.019690128043293953,
-0.038471199572086334,
0.05394759774208069,
-0.027633290737867355,
-0.04895006865262985,
-0.030369386076927185,
0.07295142859220505,
0.026416771113872528,
0.011064031161367893,
-0.056565746665000916,
-0.06334921717643738,
-0.04164481163024902,
0.04666990414261818,
0.04604339227080345,
0.06321722269058228,
0.05817529559135437,
0.09869272261857986,
-0.017101412639021873,
-0.00022032875858712941,
-0.03961993008852005,
0.01158160250633955,
-0.04336388036608696,
0.031122809275984764,
-0.013699865899980068,
0.045792754739522934,
-0.009843035601079464,
-0.02185879647731781,
0.0455513596534729,
0.017945438623428345,
0.012148004956543446,
-0.017072485759854317,
-0.034823931753635406,
0.047195449471473694,
-0.029028916731476784,
0.017190663143992424,
0.02949438989162445,
0.07233066856861115,
0.0020174961537122726,
0.018021363765001297,
0.05166780948638916,
0.03156246989965439,
-0.031108003109693527,
-0.06778544932603836,
0.02117326110601425,
-0.064371258020401,
0.017095264047384262,
0.022730160504579544,
-0.026857325807213783,
-0.05123605951666832,
0.07169777899980545,
0.005912081338465214,
-0.022091472521424294,
-0.009217762388288975,
-0.058922283351421356,
-0.00962024088948965,
-0.006959362421184778,
0.005120470654219389,
0.08064917474985123,
0.011123902164399624,
0.023231247439980507,
0.014944075606763363,
0.029377661645412445,
0.062040966004133224,
-0.04035055637359619,
-0.03488022834062576,
-0.033220190554857254,
-0.028435971587896347,
0.06099396198987961,
0.05852587893605232,
-0.04722562059760094,
-0.06258203834295273,
0.015318568795919418,
0.06396123766899109,
-0.0006726466817781329,
-0.032077692449092865,
-0.04579826816916466,
0.0646214708685875,
-0.03819720074534416,
0.09884190559387207,
0.020625635981559753,
-0.03406022861599922,
0.06459426879882812,
-0.0016771903028711677,
0.013456486165523529,
0.03299541398882866,
-0.010275100357830524,
0.03877755627036095,
0.11537990719079971,
-0.03351224958896637,
0.057816825807094574,
0.08245157450437546,
0.02564087137579918,
-0.06108221039175987,
-0.0019989556167274714,
-0.07504831254482269,
0.07070234417915344,
-0.06317221373319626,
-0.0147610018029809,
-0.13440486788749695,
-2.7419853060349306e-33,
-0.012777305208146572,
0.0216474961489439,
0.009971307590603828,
0.058037616312503815,
-0.017267026007175446,
-0.10828376561403275,
0.02471611462533474,
-0.11158191412687302,
-0.15083047747612,
-0.028227251023054123,
-0.021393822506070137,
0.07149849086999893,
0.028012922033667564,
-0.01619124226272106,
-0.04956997558474541,
-0.044803399592638016,
-0.017012296244502068,
0.04803583025932312,
-0.01405771542340517,
0.05597279593348503,
0.07819516211748123,
0.02466360107064247,
0.01771441660821438,
0.016115032136440277,
0.033651381731033325,
0.07966894656419754,
-0.02032805234193802,
0.006784684956073761,
0.06362438201904297,
0.022972282022237778,
-0.03488955646753311,
-0.0045908852480351925,
-0.11150683462619781,
0.01804821565747261,
0.07036437839269638,
-0.03025476634502411,
0.0033364063128829002,
-0.08471909165382385,
-0.010978545993566513,
0.002302114851772785,
-0.05440372973680496,
-0.04183686152100563,
0.010668126866221428,
-0.002962287748232484,
-0.038131918758153915,
-0.0015563672641292214,
0.11462492495775223,
0.016344936564564705,
0.0388965830206871,
-0.004779177252203226,
-0.0054991841316223145,
-0.007822152227163315,
-0.026143517345190048,
-0.010060287080705166,
-0.019505085423588753,
-0.08830198645591736,
0.07612229883670807,
-0.050020117312669754,
0.008954544551670551,
0.022380748763680458,
-0.025220053270459175,
0.07401520013809204,
-0.025787528604269028,
0.022491270676255226,
-0.04332568868994713,
0.07353720813989639,
-0.12200729548931122,
0.029608432203531265,
0.06308982521295547,
0.0829898789525032,
-0.06867032498121262,
0.04470260441303253,
0.01728939823806286,
-0.05519159510731697,
0.0613846555352211,
0.01951584592461586,
-0.04970831051468849,
-0.10295289009809494,
0.03603404387831688,
0.05765203386545181,
-0.03252914547920227,
-0.025664661079645157,
0.022864283993840218,
0.007414806634187698,
0.008333451114594936,
-0.1022239699959755,
-0.01705896109342575,
-0.02686554379761219,
-0.04186047241091728,
-0.08871376514434814,
0.01235036551952362,
-0.06953921169042587,
0.15365201234817505,
-0.04840643331408501,
0.025012847036123276,
-1.575422140885e-33,
-0.001535417977720499,
0.02563496120274067,
0.09465309977531433,
-0.023833243176341057,
-0.031219087541103363,
0.01324592623859644,
-0.0001660082198213786,
-0.0863741859793663,
0.1842435598373413,
0.0024666902609169483,
0.03342311456799507,
0.027674494311213493,
0.03133171424269676,
0.014818232506513596,
0.10700052231550217,
-0.03475995734333992,
-0.07660682499408722,
-0.01162823848426342,
0.10380544513463974,
-0.01395622082054615,
-0.06282530725002289,
0.039083100855350494,
0.067342109978199,
-0.015130900777876377,
-0.0729776918888092,
0.009698850102722645,
0.05240983888506889,
-0.07014403492212296,
-0.009726994670927525,
-0.005674432963132858,
-0.06652281433343887,
0.04139554873108864,
-0.0704953745007515,
0.07951320707798004,
-0.06169252097606659,
0.058854296803474426,
0.02044898085296154,
0.027012521401047707,
0.011896119453012943,
-0.10374724864959717,
-0.003328405087813735,
-0.016907628625631332,
-0.002138009760528803,
-0.04367790371179581,
0.006043483968824148,
0.08998452872037888,
-0.037483103573322296,
0.017011186107993126,
-0.07781005650758743,
-0.04617610201239586,
-0.030293717980384827,
0.03941968083381653,
0.02378137595951557,
-0.0008110675844363868,
-0.01713614910840988,
0.028156619518995285,
-0.06269202381372452,
0.025305047631263733,
0.04159892722964287,
-0.019153155386447906,
-0.03521515056490898,
-0.03748278319835663,
0.07441258430480957,
-0.015867356210947037,
-0.11967996507883072,
-0.056712131947278976,
-0.055937256664037704,
-0.03069206513464451,
-0.0436893068253994,
-0.04904733598232269,
-0.012854437343776226,
0.007522654719650745,
0.06759946048259735,
0.08445680886507034,
0.024364786222577095,
-0.07957913726568222,
0.06692270934581757,
-0.07603331655263901,
-0.0472211129963398,
-0.04139644280076027,
0.0008755805902183056,
0.08323509246110916,
-0.05624394491314888,
-0.059641625732183456,
0.021091559901833534,
0.027447421103715897,
-0.058099620044231415,
0.01276355516165495,
0.012861169874668121,
-0.020224671810865402,
0.01255117543041706,
0.1036485955119133,
0.06251447647809982,
0.09609802812337875,
-0.019962990656495094,
-4.163599953699304e-8,
0.04211726039648056,
-0.012907734140753746,
0.017986195161938667,
-0.012249271385371685,
0.03261682763695717,
0.0596386194229126,
-0.04122646152973175,
0.03221331536769867,
0.007564662490040064,
0.03540309518575668,
0.02193666808307171,
-0.03697783499956131,
0.029279140755534172,
-0.03392200544476509,
-0.002103002043440938,
0.07073347270488739,
0.0004083374806214124,
-0.10858489573001862,
-0.04118617996573448,
0.002175726229324937,
0.03432418406009674,
-0.02182248793542385,
-0.02935379557311535,
0.021621186286211014,
0.00801527127623558,
-0.02545212022960186,
-0.05611533671617508,
-0.05110207200050354,
-0.027559462934732437,
-0.008817561902105808,
-0.025491593405604362,
-0.029429297894239426,
0.01342357974499464,
0.1329006552696228,
-0.011221199296414852,
0.05156683176755905,
0.0006272871978580952,
-0.02345602959394455,
-0.048474542796611786,
0.054484717547893524,
0.00596784520894289,
0.03018728643655777,
-0.012897422537207603,
-0.005916382651776075,
0.013689105398952961,
0.07008378952741623,
-0.052836619317531586,
0.013347440399229527,
0.01032552495598793,
0.06558027118444443,
-0.06110190227627754,
0.043109387159347534,
-0.12241126596927643,
-0.016290368512272835,
0.047975797206163406,
0.09439224004745483,
-0.10822288691997528,
-0.046718984842300415,
-0.006511901039630175,
0.013637254014611244,
0.053866878151893616,
-0.010124077089130878,
-0.03739622235298157,
-0.030518364161252975
] | null | null | null | null | null | null | null |
[
-0.12380708754062653,
0.00922129675745964,
-0.022661074995994568,
0.053608451038599014,
-0.039902329444885254,
-0.11535592377185822,
-0.06313738226890564,
0.034420374780893326,
-0.04727478325366974,
-0.01217646710574627,
-0.06488699465990067,
-0.04555762559175491,
0.00587001396343112,
0.025892507284879684,
-0.013827294111251831,
0.02343847043812275,
-0.0729236975312233,
0.06065143272280693,
0.01715591736137867,
0.012491158209741116,
-0.06748468428850174,
0.001406309544108808,
0.060623858124017715,
-0.003871252993121743,
-0.018888559192419052,
0.009515139274299145,
0.06621038913726807,
0.04792626574635506,
0.019690128043293953,
-0.038471199572086334,
0.05394759774208069,
-0.027633290737867355,
-0.04895006865262985,
-0.030369386076927185,
0.07295142859220505,
0.026416771113872528,
0.011064031161367893,
-0.056565746665000916,
-0.06334921717643738,
-0.04164481163024902,
0.04666990414261818,
0.04604339227080345,
0.06321722269058228,
0.05817529559135437,
0.09869272261857986,
-0.017101412639021873,
-0.00022032875858712941,
-0.03961993008852005,
0.01158160250633955,
-0.04336388036608696,
0.031122809275984764,
-0.013699865899980068,
0.045792754739522934,
-0.009843035601079464,
-0.02185879647731781,
0.0455513596534729,
0.017945438623428345,
0.012148004956543446,
-0.017072485759854317,
-0.034823931753635406,
0.047195449471473694,
-0.029028916731476784,
0.017190663143992424,
0.02949438989162445,
0.07233066856861115,
0.0020174961537122726,
0.018021363765001297,
0.05166780948638916,
0.03156246989965439,
-0.031108003109693527,
-0.06778544932603836,
0.02117326110601425,
-0.064371258020401,
0.017095264047384262,
0.022730160504579544,
-0.026857325807213783,
-0.05123605951666832,
0.07169777899980545,
0.005912081338465214,
-0.022091472521424294,
-0.009217762388288975,
-0.058922283351421356,
-0.00962024088948965,
-0.006959362421184778,
0.005120470654219389,
0.08064917474985123,
0.011123902164399624,
0.023231247439980507,
0.014944075606763363,
0.029377661645412445,
0.062040966004133224,
-0.04035055637359619,
-0.03488022834062576,
-0.033220190554857254,
-0.028435971587896347,
0.06099396198987961,
0.05852587893605232,
-0.04722562059760094,
-0.06258203834295273,
0.015318568795919418,
0.06396123766899109,
-0.0006726466817781329,
-0.032077692449092865,
-0.04579826816916466,
0.0646214708685875,
-0.03819720074534416,
0.09884190559387207,
0.020625635981559753,
-0.03406022861599922,
0.06459426879882812,
-0.0016771903028711677,
0.013456486165523529,
0.03299541398882866,
-0.010275100357830524,
0.03877755627036095,
0.11537990719079971,
-0.03351224958896637,
0.057816825807094574,
0.08245157450437546,
0.02564087137579918,
-0.06108221039175987,
-0.0019989556167274714,
-0.07504831254482269,
0.07070234417915344,
-0.06317221373319626,
-0.0147610018029809,
-0.13440486788749695,
-2.7419853060349306e-33,
-0.012777305208146572,
0.0216474961489439,
0.009971307590603828,
0.058037616312503815,
-0.017267026007175446,
-0.10828376561403275,
0.02471611462533474,
-0.11158191412687302,
-0.15083047747612,
-0.028227251023054123,
-0.021393822506070137,
0.07149849086999893,
0.028012922033667564,
-0.01619124226272106,
-0.04956997558474541,
-0.044803399592638016,
-0.017012296244502068,
0.04803583025932312,
-0.01405771542340517,
0.05597279593348503,
0.07819516211748123,
0.02466360107064247,
0.01771441660821438,
0.016115032136440277,
0.033651381731033325,
0.07966894656419754,
-0.02032805234193802,
0.006784684956073761,
0.06362438201904297,
0.022972282022237778,
-0.03488955646753311,
-0.0045908852480351925,
-0.11150683462619781,
0.01804821565747261,
0.07036437839269638,
-0.03025476634502411,
0.0033364063128829002,
-0.08471909165382385,
-0.010978545993566513,
0.002302114851772785,
-0.05440372973680496,
-0.04183686152100563,
0.010668126866221428,
-0.002962287748232484,
-0.038131918758153915,
-0.0015563672641292214,
0.11462492495775223,
0.016344936564564705,
0.0388965830206871,
-0.004779177252203226,
-0.0054991841316223145,
-0.007822152227163315,
-0.026143517345190048,
-0.010060287080705166,
-0.019505085423588753,
-0.08830198645591736,
0.07612229883670807,
-0.050020117312669754,
0.008954544551670551,
0.022380748763680458,
-0.025220053270459175,
0.07401520013809204,
-0.025787528604269028,
0.022491270676255226,
-0.04332568868994713,
0.07353720813989639,
-0.12200729548931122,
0.029608432203531265,
0.06308982521295547,
0.0829898789525032,
-0.06867032498121262,
0.04470260441303253,
0.01728939823806286,
-0.05519159510731697,
0.0613846555352211,
0.01951584592461586,
-0.04970831051468849,
-0.10295289009809494,
0.03603404387831688,
0.05765203386545181,
-0.03252914547920227,
-0.025664661079645157,
0.022864283993840218,
0.007414806634187698,
0.008333451114594936,
-0.1022239699959755,
-0.01705896109342575,
-0.02686554379761219,
-0.04186047241091728,
-0.08871376514434814,
0.01235036551952362,
-0.06953921169042587,
0.15365201234817505,
-0.04840643331408501,
0.025012847036123276,
-1.575422140885e-33,
-0.001535417977720499,
0.02563496120274067,
0.09465309977531433,
-0.023833243176341057,
-0.031219087541103363,
0.01324592623859644,
-0.0001660082198213786,
-0.0863741859793663,
0.1842435598373413,
0.0024666902609169483,
0.03342311456799507,
0.027674494311213493,
0.03133171424269676,
0.014818232506513596,
0.10700052231550217,
-0.03475995734333992,
-0.07660682499408722,
-0.01162823848426342,
0.10380544513463974,
-0.01395622082054615,
-0.06282530725002289,
0.039083100855350494,
0.067342109978199,
-0.015130900777876377,
-0.0729776918888092,
0.009698850102722645,
0.05240983888506889,
-0.07014403492212296,
-0.009726994670927525,
-0.005674432963132858,
-0.06652281433343887,
0.04139554873108864,
-0.0704953745007515,
0.07951320707798004,
-0.06169252097606659,
0.058854296803474426,
0.02044898085296154,
0.027012521401047707,
0.011896119453012943,
-0.10374724864959717,
-0.003328405087813735,
-0.016907628625631332,
-0.002138009760528803,
-0.04367790371179581,
0.006043483968824148,
0.08998452872037888,
-0.037483103573322296,
0.017011186107993126,
-0.07781005650758743,
-0.04617610201239586,
-0.030293717980384827,
0.03941968083381653,
0.02378137595951557,
-0.0008110675844363868,
-0.01713614910840988,
0.028156619518995285,
-0.06269202381372452,
0.025305047631263733,
0.04159892722964287,
-0.019153155386447906,
-0.03521515056490898,
-0.03748278319835663,
0.07441258430480957,
-0.015867356210947037,
-0.11967996507883072,
-0.056712131947278976,
-0.055937256664037704,
-0.03069206513464451,
-0.0436893068253994,
-0.04904733598232269,
-0.012854437343776226,
0.007522654719650745,
0.06759946048259735,
0.08445680886507034,
0.024364786222577095,
-0.07957913726568222,
0.06692270934581757,
-0.07603331655263901,
-0.0472211129963398,
-0.04139644280076027,
0.0008755805902183056,
0.08323509246110916,
-0.05624394491314888,
-0.059641625732183456,
0.021091559901833534,
0.027447421103715897,
-0.058099620044231415,
0.01276355516165495,
0.012861169874668121,
-0.020224671810865402,
0.01255117543041706,
0.1036485955119133,
0.06251447647809982,
0.09609802812337875,
-0.019962990656495094,
-4.163599953699304e-8,
0.04211726039648056,
-0.012907734140753746,
0.017986195161938667,
-0.012249271385371685,
0.03261682763695717,
0.0596386194229126,
-0.04122646152973175,
0.03221331536769867,
0.007564662490040064,
0.03540309518575668,
0.02193666808307171,
-0.03697783499956131,
0.029279140755534172,
-0.03392200544476509,
-0.002103002043440938,
0.07073347270488739,
0.0004083374806214124,
-0.10858489573001862,
-0.04118617996573448,
0.002175726229324937,
0.03432418406009674,
-0.02182248793542385,
-0.02935379557311535,
0.021621186286211014,
0.00801527127623558,
-0.02545212022960186,
-0.05611533671617508,
-0.05110207200050354,
-0.027559462934732437,
-0.008817561902105808,
-0.025491593405604362,
-0.029429297894239426,
0.01342357974499464,
0.1329006552696228,
-0.011221199296414852,
0.05156683176755905,
0.0006272871978580952,
-0.02345602959394455,
-0.048474542796611786,
0.054484717547893524,
0.00596784520894289,
0.03018728643655777,
-0.012897422537207603,
-0.005916382651776075,
0.013689105398952961,
0.07008378952741623,
-0.052836619317531586,
0.013347440399229527,
0.01032552495598793,
0.06558027118444443,
-0.06110190227627754,
0.043109387159347534,
-0.12241126596927643,
-0.016290368512272835,
0.047975797206163406,
0.09439224004745483,
-0.10822288691997528,
-0.046718984842300415,
-0.006511901039630175,
0.013637254014611244,
0.053866878151893616,
-0.010124077089130878,
-0.03739622235298157,
-0.030518364161252975
] |
1402.1046
|
Xiongfei Jiang
|
F. Y. Ouyang, B. Zheng, X.F. Jiang
|
Spatial and temporal structures of four financial markets in Greater
China
|
7 figures. Accepted by Physica A
|
Physica A: Statistical Mechanics and its Applications Volume 402,
2014, Pages 236
|
10.1016/j.physa.2014.02.006
| null |
q-fin.ST physics.soc-ph
|
http://creativecommons.org/licenses/by/3.0/
|
We investigate the spatial and temporal structures of four financial markets
in Greater China. In particular, we uncover different characteristics of the
four markets by analyzing the sector and subsector structures which are
detected through the random matrix theory. Meanwhile, we observe that the
Taiwan and Hongkong stock markets show a negative return-volatility
correlation, i.e., the so-called leverage effect. The Shanghai and Shenzhen
stock markets are more complicated. Before the year 2000, the two markets
exhibit a strong positive return-volatility correlation, which is called the
anti-leverage effect. After 2000, however, it gradually changes to the leverage
effect. We also find that the recurrence interval distributions of both the
trading volume volatilities and price volatilities follow a power law behavior,
while the exponents vary among different markets.
|
[
{
"created": "Wed, 5 Feb 2014 14:17:12 GMT",
"version": "v1"
}
] |
2014-04-24
|
[
[
"Ouyang",
"F. Y.",
""
],
[
"Zheng",
"B.",
""
],
[
"Jiang",
"X. F.",
""
]
] |
[
0.018559355288743973,
-0.0450289286673069,
0.018155688419938087,
0.02295602299273014,
-0.08342379331588745,
-0.025053249672055244,
-0.025353509932756424,
-0.07975136488676071,
0.17595994472503662,
-0.04296981170773506,
0.018749378621578217,
0.07316411286592484,
-0.02812463417649269,
0.0021210028789937496,
0.016129866242408752,
-0.08274620771408081,
-0.014752382412552834,
0.03371065482497215,
0.00774028804153204,
0.09523463994264603,
0.0030772231984883547,
-0.07853759825229645,
-0.05285172909498215,
-0.035424549132585526,
0.012417826801538467,
-0.06155642867088318,
0.05821238085627556,
0.0720934197306633,
0.021867822855710983,
-0.005597846116870642,
-0.024922911077737808,
-0.0017417247872799635,
0.033516645431518555,
0.022082839161157608,
0.020530741661787033,
0.013743533752858639,
0.047387272119522095,
0.05330352857708931,
0.029633142054080963,
0.10809890180826187,
-0.011652297340333462,
0.05970974639058113,
0.07844944298267365,
0.004298291634768248,
0.032763972878456116,
-0.022563941776752472,
0.02284674160182476,
-0.057729870080947876,
-0.0506548173725605,
0.015728378668427467,
-0.04667722061276436,
0.11341880261898041,
-0.05864238739013672,
0.0068187229335308075,
-0.052095022052526474,
0.009792056865990162,
0.07247189432382584,
0.031735483556985855,
0.04880198463797569,
0.004716114606708288,
0.12421416491270065,
-0.002943288302049041,
-0.02083386294543743,
0.02863655984401703,
0.05578255280852318,
0.09303170442581177,
0.006651097908616066,
0.043916940689086914,
-0.03387873247265816,
-0.015359576791524887,
0.016703981906175613,
0.021046437323093414,
-0.13805072009563446,
0.010388155467808247,
-0.055199798196554184,
-0.0039784833788871765,
-0.029622599482536316,
-0.045762740075588226,
-0.01487672422081232,
-0.019050996750593185,
-0.0019549871794879436,
0.021959923207759857,
-0.0009757184307090938,
-0.036885038018226624,
0.002031997311860323,
-0.018012186512351036,
0.05212519317865372,
0.043195001780986786,
0.03688998147845268,
0.027479451149702072,
0.05892448499798775,
0.034899335354566574,
-0.03659249097108841,
0.033794235438108444,
-0.007173705846071243,
0.02251286432147026,
-0.012111533433198929,
-0.0076659489423036575,
0.06465676426887512,
0.015968335792422295,
0.10140763223171234,
-0.05414646863937378,
-0.038758836686611176,
0.05194881185889244,
-0.02009524032473564,
-0.02538592927157879,
-0.0033192120026797056,
-0.04134146124124527,
-0.029963215813040733,
-0.00038061014492996037,
-0.0361587330698967,
0.100675567984581,
-0.04733700305223465,
-0.040081288665533066,
-0.10878153145313263,
0.01998278684914112,
-0.025568032637238503,
0.05519488826394081,
-0.04630795493721962,
-0.0008519450784660876,
0.03473154082894325,
-0.0003399473789613694,
-0.09674964100122452,
-0.003190067131072283,
0.019482512027025223,
0.00828868243843317,
-0.05295877903699875,
-2.7394341159516616e-33,
-0.04352115839719772,
-0.13281194865703583,
0.04497166723012924,
0.060400959104299545,
0.02729007788002491,
0.050285711884498596,
-0.009727650322020054,
-0.11283518373966217,
-0.042412515729665756,
0.05217451974749565,
0.030958043411374092,
0.10137980431318283,
-0.051454123109579086,
-0.11475055664777756,
0.030412539839744568,
0.008905391208827496,
0.016796758398413658,
-0.04615771025419235,
0.05954352393746376,
-0.09553530067205429,
0.042496033012866974,
0.028738316148519516,
0.028798332437872887,
-0.06074117124080658,
-0.026184644550085068,
-0.05933307483792305,
0.008966333232820034,
-0.031886786222457886,
-0.011553313583135605,
0.00978119671344757,
-0.022466400638222694,
0.055081985890865326,
-0.0433349609375,
0.01521987747400999,
-0.09553653746843338,
-0.004121613223105669,
0.022540224716067314,
0.00937917735427618,
-0.0045067742466926575,
-0.04360578581690788,
-0.06233791261911392,
0.04966723546385765,
-0.08686349540948868,
-0.03750181570649147,
0.004062688909471035,
0.009630187414586544,
0.000833478756248951,
-0.05067675560712814,
0.027143258601427078,
-0.031936418265104294,
-0.00951363891363144,
0.007710450328886509,
-0.01225114706903696,
-0.0347043052315712,
0.00408680597320199,
0.016562610864639282,
-0.07815955579280853,
-0.024044686928391457,
-0.08597447723150253,
0.0880475714802742,
-0.06857941299676895,
0.018326126039028168,
-0.017087552696466446,
0.005139590706676245,
-0.048602864146232605,
0.04968815669417381,
0.04379076883196831,
0.016621988266706467,
-0.00111016642767936,
0.07995151728391647,
0.0182859655469656,
-0.010113936848938465,
-0.05990603566169739,
-0.02702290192246437,
-0.03671529144048691,
-0.05521954968571663,
-0.04742822423577309,
-0.0023938356898725033,
0.02664203755557537,
0.08329673111438751,
-0.02461482211947441,
-0.10028952360153198,
0.03369774669408798,
0.08107168972492218,
-0.048918720334768295,
-0.04465692490339279,
-0.024741163477301598,
-0.07861693203449249,
0.05519987270236015,
-0.07286611944437027,
-0.03667118027806282,
-0.06993712484836578,
0.07770690321922302,
-0.013384128920733929,
0.00918071810156107,
-1.6510163458764582e-33,
-0.09228648245334625,
-0.05035356804728508,
-0.020604118704795837,
0.008416830562055111,
-0.04923512041568756,
-0.047360584139823914,
-0.015019606798887253,
0.04950910806655884,
-0.062092676758766174,
0.03925897553563118,
-0.027252864092588425,
-0.0466243214905262,
-0.019042430445551872,
0.05918203666806221,
0.06953611224889755,
0.014371867291629314,
0.15335668623447418,
0.0139151681214571,
-0.012132231146097183,
-0.0952962338924408,
0.027107764035463333,
0.03075426071882248,
0.0027147794608026743,
0.007861967198550701,
0.023983195424079895,
-0.028622018173336983,
-0.0383497029542923,
0.03555920720100403,
-0.027296850457787514,
0.06876861304044724,
-0.07976244390010834,
0.07108160108327866,
0.08592823892831802,
0.12485776841640472,
-0.07017756998538971,
0.015814853832125664,
0.0008202728349715471,
-0.0216267928481102,
-0.01922176592051983,
-0.003332733642309904,
0.016759147867560387,
-0.0052000489085912704,
0.12333331257104874,
-0.03421464562416077,
0.047993212938308716,
-0.0035501993261277676,
0.020045645534992218,
0.08857987821102142,
0.07417875528335571,
-0.0003422173613216728,
-0.015437389723956585,
0.08009034395217896,
-0.05615546554327011,
0.08345568925142288,
-0.09678418934345245,
0.034427814185619354,
-0.014374163933098316,
-0.05154591053724289,
0.034623883664608,
0.005631929263472557,
-0.05166776478290558,
0.03546271473169327,
-0.02013556845486164,
0.0034053847193717957,
-0.03340819105505943,
0.0036163192708045244,
-0.036911383271217346,
-0.14019131660461426,
0.0972202941775322,
-0.09766274690628052,
0.05477053299546242,
0.025709932669997215,
-0.029124001041054726,
-0.042329564690589905,
-0.022197449579834938,
0.06006651744246483,
-0.04209554195404053,
-0.03130745887756348,
-0.018188156187534332,
0.010838174261152744,
0.011374184861779213,
0.09102969616651535,
0.048511989414691925,
-0.002615352626889944,
-0.06496664881706238,
0.004967064131051302,
-0.006555181462317705,
-0.011728868819773197,
0.03156816214323044,
0.017619146034121513,
0.018891096115112305,
-0.012154227122664452,
0.0259151179343462,
0.00894188042730093,
0.03707429766654968,
-4.1568842590322674e-8,
-0.05473843589425087,
-0.03966674953699112,
0.04945222660899162,
-0.023683354258537292,
-0.07047111541032791,
0.04784224554896355,
0.08556176722049713,
0.0236925408244133,
0.043698523193597794,
0.023008961230516434,
0.1161576360464096,
-0.006618276238441467,
-0.10386548191308975,
0.018612012267112732,
-0.10845308750867844,
-0.04050206393003464,
-0.046513982117176056,
0.011815073899924755,
0.021316228434443474,
-0.016308864578604698,
0.010320625267922878,
0.038057971745729446,
0.05866550654172897,
0.05510691553354263,
-0.017824966460466385,
0.029557539150118828,
-0.07624252885580063,
-0.04268132150173187,
0.03965997323393822,
0.019913172349333763,
-0.00616843206807971,
-0.04707419127225876,
0.011283381842076778,
-0.02167997881770134,
-0.05251215025782585,
0.08488404005765915,
0.05504117161035538,
-0.020918382331728935,
0.017478087916970253,
-0.03725089505314827,
0.013238831423223019,
-0.09370934963226318,
0.038685064762830734,
0.03995019197463989,
0.033561550080776215,
-0.0542750246822834,
-0.026375560089945793,
-0.03794645518064499,
0.1482170969247818,
-0.06801749020814896,
-0.03306679055094719,
-0.025956060737371445,
-0.013638374395668507,
-0.05802454054355621,
-0.01833408698439598,
0.06668461859226227,
-0.061580974608659744,
0.04717038571834564,
-0.07035870850086212,
-0.008984751999378204,
0.04557773470878601,
-0.00894141849130392,
-0.020479897037148476,
-0.010001469403505325
] | null | null | null | null | null | null | null |
[
0.018559355288743973,
-0.0450289286673069,
0.018155688419938087,
0.02295602299273014,
-0.08342379331588745,
-0.025053249672055244,
-0.025353509932756424,
-0.07975136488676071,
0.17595994472503662,
-0.04296981170773506,
0.018749378621578217,
0.07316411286592484,
-0.02812463417649269,
0.0021210028789937496,
0.016129866242408752,
-0.08274620771408081,
-0.014752382412552834,
0.03371065482497215,
0.00774028804153204,
0.09523463994264603,
0.0030772231984883547,
-0.07853759825229645,
-0.05285172909498215,
-0.035424549132585526,
0.012417826801538467,
-0.06155642867088318,
0.05821238085627556,
0.0720934197306633,
0.021867822855710983,
-0.005597846116870642,
-0.024922911077737808,
-0.0017417247872799635,
0.033516645431518555,
0.022082839161157608,
0.020530741661787033,
0.013743533752858639,
0.047387272119522095,
0.05330352857708931,
0.029633142054080963,
0.10809890180826187,
-0.011652297340333462,
0.05970974639058113,
0.07844944298267365,
0.004298291634768248,
0.032763972878456116,
-0.022563941776752472,
0.02284674160182476,
-0.057729870080947876,
-0.0506548173725605,
0.015728378668427467,
-0.04667722061276436,
0.11341880261898041,
-0.05864238739013672,
0.0068187229335308075,
-0.052095022052526474,
0.009792056865990162,
0.07247189432382584,
0.031735483556985855,
0.04880198463797569,
0.004716114606708288,
0.12421416491270065,
-0.002943288302049041,
-0.02083386294543743,
0.02863655984401703,
0.05578255280852318,
0.09303170442581177,
0.006651097908616066,
0.043916940689086914,
-0.03387873247265816,
-0.015359576791524887,
0.016703981906175613,
0.021046437323093414,
-0.13805072009563446,
0.010388155467808247,
-0.055199798196554184,
-0.0039784833788871765,
-0.029622599482536316,
-0.045762740075588226,
-0.01487672422081232,
-0.019050996750593185,
-0.0019549871794879436,
0.021959923207759857,
-0.0009757184307090938,
-0.036885038018226624,
0.002031997311860323,
-0.018012186512351036,
0.05212519317865372,
0.043195001780986786,
0.03688998147845268,
0.027479451149702072,
0.05892448499798775,
0.034899335354566574,
-0.03659249097108841,
0.033794235438108444,
-0.007173705846071243,
0.02251286432147026,
-0.012111533433198929,
-0.0076659489423036575,
0.06465676426887512,
0.015968335792422295,
0.10140763223171234,
-0.05414646863937378,
-0.038758836686611176,
0.05194881185889244,
-0.02009524032473564,
-0.02538592927157879,
-0.0033192120026797056,
-0.04134146124124527,
-0.029963215813040733,
-0.00038061014492996037,
-0.0361587330698967,
0.100675567984581,
-0.04733700305223465,
-0.040081288665533066,
-0.10878153145313263,
0.01998278684914112,
-0.025568032637238503,
0.05519488826394081,
-0.04630795493721962,
-0.0008519450784660876,
0.03473154082894325,
-0.0003399473789613694,
-0.09674964100122452,
-0.003190067131072283,
0.019482512027025223,
0.00828868243843317,
-0.05295877903699875,
-2.7394341159516616e-33,
-0.04352115839719772,
-0.13281194865703583,
0.04497166723012924,
0.060400959104299545,
0.02729007788002491,
0.050285711884498596,
-0.009727650322020054,
-0.11283518373966217,
-0.042412515729665756,
0.05217451974749565,
0.030958043411374092,
0.10137980431318283,
-0.051454123109579086,
-0.11475055664777756,
0.030412539839744568,
0.008905391208827496,
0.016796758398413658,
-0.04615771025419235,
0.05954352393746376,
-0.09553530067205429,
0.042496033012866974,
0.028738316148519516,
0.028798332437872887,
-0.06074117124080658,
-0.026184644550085068,
-0.05933307483792305,
0.008966333232820034,
-0.031886786222457886,
-0.011553313583135605,
0.00978119671344757,
-0.022466400638222694,
0.055081985890865326,
-0.0433349609375,
0.01521987747400999,
-0.09553653746843338,
-0.004121613223105669,
0.022540224716067314,
0.00937917735427618,
-0.0045067742466926575,
-0.04360578581690788,
-0.06233791261911392,
0.04966723546385765,
-0.08686349540948868,
-0.03750181570649147,
0.004062688909471035,
0.009630187414586544,
0.000833478756248951,
-0.05067675560712814,
0.027143258601427078,
-0.031936418265104294,
-0.00951363891363144,
0.007710450328886509,
-0.01225114706903696,
-0.0347043052315712,
0.00408680597320199,
0.016562610864639282,
-0.07815955579280853,
-0.024044686928391457,
-0.08597447723150253,
0.0880475714802742,
-0.06857941299676895,
0.018326126039028168,
-0.017087552696466446,
0.005139590706676245,
-0.048602864146232605,
0.04968815669417381,
0.04379076883196831,
0.016621988266706467,
-0.00111016642767936,
0.07995151728391647,
0.0182859655469656,
-0.010113936848938465,
-0.05990603566169739,
-0.02702290192246437,
-0.03671529144048691,
-0.05521954968571663,
-0.04742822423577309,
-0.0023938356898725033,
0.02664203755557537,
0.08329673111438751,
-0.02461482211947441,
-0.10028952360153198,
0.03369774669408798,
0.08107168972492218,
-0.048918720334768295,
-0.04465692490339279,
-0.024741163477301598,
-0.07861693203449249,
0.05519987270236015,
-0.07286611944437027,
-0.03667118027806282,
-0.06993712484836578,
0.07770690321922302,
-0.013384128920733929,
0.00918071810156107,
-1.6510163458764582e-33,
-0.09228648245334625,
-0.05035356804728508,
-0.020604118704795837,
0.008416830562055111,
-0.04923512041568756,
-0.047360584139823914,
-0.015019606798887253,
0.04950910806655884,
-0.062092676758766174,
0.03925897553563118,
-0.027252864092588425,
-0.0466243214905262,
-0.019042430445551872,
0.05918203666806221,
0.06953611224889755,
0.014371867291629314,
0.15335668623447418,
0.0139151681214571,
-0.012132231146097183,
-0.0952962338924408,
0.027107764035463333,
0.03075426071882248,
0.0027147794608026743,
0.007861967198550701,
0.023983195424079895,
-0.028622018173336983,
-0.0383497029542923,
0.03555920720100403,
-0.027296850457787514,
0.06876861304044724,
-0.07976244390010834,
0.07108160108327866,
0.08592823892831802,
0.12485776841640472,
-0.07017756998538971,
0.015814853832125664,
0.0008202728349715471,
-0.0216267928481102,
-0.01922176592051983,
-0.003332733642309904,
0.016759147867560387,
-0.0052000489085912704,
0.12333331257104874,
-0.03421464562416077,
0.047993212938308716,
-0.0035501993261277676,
0.020045645534992218,
0.08857987821102142,
0.07417875528335571,
-0.0003422173613216728,
-0.015437389723956585,
0.08009034395217896,
-0.05615546554327011,
0.08345568925142288,
-0.09678418934345245,
0.034427814185619354,
-0.014374163933098316,
-0.05154591053724289,
0.034623883664608,
0.005631929263472557,
-0.05166776478290558,
0.03546271473169327,
-0.02013556845486164,
0.0034053847193717957,
-0.03340819105505943,
0.0036163192708045244,
-0.036911383271217346,
-0.14019131660461426,
0.0972202941775322,
-0.09766274690628052,
0.05477053299546242,
0.025709932669997215,
-0.029124001041054726,
-0.042329564690589905,
-0.022197449579834938,
0.06006651744246483,
-0.04209554195404053,
-0.03130745887756348,
-0.018188156187534332,
0.010838174261152744,
0.011374184861779213,
0.09102969616651535,
0.048511989414691925,
-0.002615352626889944,
-0.06496664881706238,
0.004967064131051302,
-0.006555181462317705,
-0.011728868819773197,
0.03156816214323044,
0.017619146034121513,
0.018891096115112305,
-0.012154227122664452,
0.0259151179343462,
0.00894188042730093,
0.03707429766654968,
-4.1568842590322674e-8,
-0.05473843589425087,
-0.03966674953699112,
0.04945222660899162,
-0.023683354258537292,
-0.07047111541032791,
0.04784224554896355,
0.08556176722049713,
0.0236925408244133,
0.043698523193597794,
0.023008961230516434,
0.1161576360464096,
-0.006618276238441467,
-0.10386548191308975,
0.018612012267112732,
-0.10845308750867844,
-0.04050206393003464,
-0.046513982117176056,
0.011815073899924755,
0.021316228434443474,
-0.016308864578604698,
0.010320625267922878,
0.038057971745729446,
0.05866550654172897,
0.05510691553354263,
-0.017824966460466385,
0.029557539150118828,
-0.07624252885580063,
-0.04268132150173187,
0.03965997323393822,
0.019913172349333763,
-0.00616843206807971,
-0.04707419127225876,
0.011283381842076778,
-0.02167997881770134,
-0.05251215025782585,
0.08488404005765915,
0.05504117161035538,
-0.020918382331728935,
0.017478087916970253,
-0.03725089505314827,
0.013238831423223019,
-0.09370934963226318,
0.038685064762830734,
0.03995019197463989,
0.033561550080776215,
-0.0542750246822834,
-0.026375560089945793,
-0.03794645518064499,
0.1482170969247818,
-0.06801749020814896,
-0.03306679055094719,
-0.025956060737371445,
-0.013638374395668507,
-0.05802454054355621,
-0.01833408698439598,
0.06668461859226227,
-0.061580974608659744,
0.04717038571834564,
-0.07035870850086212,
-0.008984751999378204,
0.04557773470878601,
-0.00894141849130392,
-0.020479897037148476,
-0.010001469403505325
] |
1402.1047
|
Uriel Feige
|
Uriel Feige
|
On robustly asymmetric graphs
| null | null | null | null |
cs.DM math.CO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
O'Donnell, Wright, Wu and Zhou [SODA 2014] introduced the notion of robustly
asymmetric graphs. Roughly speaking, these are graphs in which for every $0 \le
\rho \le 1$, every permutation that permutes a $\rho$ fraction of the vertices
maps a $\Theta(\rho)$ fraction of the edges to non-edges. We show that there
are graphs for which the constant hidden in the $\Theta$ notation is roughly~1.
|
[
{
"created": "Wed, 5 Feb 2014 14:21:00 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Feige",
"Uriel",
""
]
] |
[
-0.05469135195016861,
0.011598587036132812,
-0.07186160236597061,
0.04322659224271774,
-0.02344769611954689,
-0.014118783175945282,
-0.02849588356912136,
-0.019484346732497215,
0.005717474967241287,
-0.024048257619142532,
0.014985551126301289,
0.03144868463277817,
0.09555483609437943,
0.01641995832324028,
-0.054578401148319244,
0.02254614047706127,
0.0896766185760498,
0.020622840151190758,
-0.030718056485056877,
0.02390039898455143,
-0.051291465759277344,
-0.007619817741215229,
-0.07811444252729416,
0.018169300630688667,
0.08355774730443954,
-0.06704609096050262,
-0.052855607122182846,
-0.009076098911464214,
0.01832873374223709,
-0.07138245552778244,
-0.08883111923933029,
-0.03019740805029869,
0.011291242204606533,
0.017311079427599907,
0.015507610514760017,
-0.020934496074914932,
-0.0001640727132325992,
0.015580493956804276,
0.08626733720302582,
0.04489593580365181,
-0.004910423886030912,
0.035138633102178574,
0.01980959251523018,
-0.014629248529672623,
-0.08718745410442352,
-0.01611665077507496,
-0.03381487727165222,
0.017347509041428566,
-0.07976680248975754,
-0.032593049108982086,
-0.04049638658761978,
0.0070859454572200775,
-0.08577952533960342,
-0.04759535565972328,
0.007603562902659178,
-0.0996580421924591,
-0.022741856053471565,
-0.05480654910206795,
-0.03716506436467171,
0.04256429150700569,
0.12544997036457062,
-0.018943293020129204,
-0.003418383887037635,
0.03619787469506264,
-0.011255898512899876,
0.033622972667217255,
0.04590588063001633,
-0.05623646453022957,
-0.0039822752587497234,
0.16372446715831757,
-0.002652636496350169,
0.011601189151406288,
-0.086207814514637,
0.0073801064863801,
0.07226710021495819,
0.025825969874858856,
-0.018346095457673073,
-0.002761803800240159,
-0.02302357368171215,
0.0009763630805537105,
-0.07590377330780029,
-0.04178847000002861,
-0.026336591690778732,
0.07834908366203308,
0.013329367153346539,
-0.024857893586158752,
-0.05210374295711517,
0.005356783512979746,
0.08251853287220001,
0.0058705490082502365,
-0.16041599214076996,
0.0358804315328598,
0.019900046288967133,
-0.026714937761425972,
0.0033565599005669355,
0.01643761806190014,
0.12137779593467712,
0.052807655185461044,
0.019580870866775513,
0.05360807105898857,
0.006739953067153692,
0.029384423047304153,
0.040232736617326736,
-0.0018096334533765912,
0.028615731745958328,
0.010412070900201797,
0.004017434548586607,
-0.07187318801879883,
0.031648099422454834,
-0.033065274357795715,
-0.005023183301091194,
-0.009554981254041195,
0.047900546342134476,
0.06923867017030716,
-0.048851776868104935,
-0.11321742087602615,
0.010707425884902477,
-0.013524557463824749,
0.04076063260436058,
0.06391724199056625,
0.0077627538703382015,
0.037459924817085266,
-0.005778197199106216,
0.026830069720745087,
0.053875166922807693,
0.10364016890525818,
0.005654020234942436,
8.967187023560817e-34,
0.07758323848247528,
0.12982267141342163,
0.0792706087231636,
-0.03824526071548462,
0.005064051598310471,
-0.005116761662065983,
-0.057766031473875046,
-0.10012902319431305,
0.02391158416867256,
0.006937376689165831,
0.012975691817700863,
0.08397423475980759,
0.047959186136722565,
0.03852666914463043,
0.03619809076189995,
-0.03958043456077576,
0.06673374772071838,
-0.02584804967045784,
0.02470439113676548,
-0.15504567325115204,
0.02170131914317608,
-0.0006964246276766062,
-0.03915078192949295,
-0.008910423144698143,
0.007762314286082983,
0.018037818372249603,
0.010428288020193577,
-0.005992450285702944,
0.01571960560977459,
0.043130841106176376,
-0.04534316435456276,
0.06972455233335495,
0.017347896471619606,
0.04636172577738762,
0.006191865541040897,
0.028719943016767502,
-0.1145714670419693,
-0.022087715566158295,
0.03180130198597908,
0.031407807022333145,
0.01372492779046297,
0.0008424774860031903,
-0.008552487008273602,
-0.06056078523397446,
0.019468313083052635,
-0.0006636015023104846,
-0.044463254511356354,
0.022947436198592186,
-0.05829429253935814,
-0.048120275139808655,
-0.11868324875831604,
0.004470993764698505,
-0.008849863894283772,
0.02449527382850647,
0.014956044964492321,
-0.07853647321462631,
0.04040668159723282,
0.04613249748945236,
-0.10303167998790741,
0.1129106730222702,
-0.03925280645489693,
-0.03716856241226196,
0.02512434683740139,
-0.04251628741621971,
-0.024462580680847168,
-0.04614650458097458,
-0.060192886739969254,
0.0015300244558602571,
0.008910336531698704,
-0.007179788313806057,
-0.03685284033417702,
0.020378073677420616,
-0.04605487734079361,
-0.02861536480486393,
-0.028220556676387787,
0.0068478770554065704,
0.0029962370172142982,
-0.06656133383512497,
-0.003801650833338499,
-0.07378531247377396,
-0.11832363158464432,
-0.032358504831790924,
0.015262524597346783,
-0.03743632137775421,
-0.05504221096634865,
-0.03494206443428993,
0.035819221287965775,
0.044647566974163055,
0.008810028433799744,
-0.0013849630486220121,
0.022612957283854485,
-0.04109335318207741,
-0.004644524306058884,
-0.021908586844801903,
0.009922119788825512,
-3.656423667374697e-33,
-0.1172415241599083,
0.011685063131153584,
-0.007474607788026333,
0.0698293000459671,
-0.015167723409831524,
-0.03837210312485695,
0.024597013369202614,
0.025760162621736526,
-0.041070982813835144,
-0.0019320769933983684,
-0.07757639139890671,
0.010890319012105465,
-0.008494280278682709,
-0.017569441348314285,
0.04375337064266205,
-0.06476494669914246,
0.059308383613824844,
0.06625666469335556,
-0.007677615620195866,
0.03300011157989502,
0.09456461668014526,
0.0005217192228883505,
-0.09377015382051468,
0.11785823851823807,
0.03693413734436035,
0.0645371824502945,
-0.06357385963201523,
-0.015591324307024479,
0.0028875130228698254,
0.0818115696310997,
0.0022343744058161974,
-0.043021347373723984,
-0.04289430007338524,
-0.0718226283788681,
-0.009624158032238483,
-0.0022118340712040663,
-0.051478415727615356,
0.053236011415719986,
0.015843622386455536,
0.04242370277643204,
-0.03299948200583458,
-0.01026342436671257,
-0.03767247498035431,
0.04739886149764061,
0.09110746532678604,
0.08422994613647461,
0.00012186605454189703,
-0.03428632766008377,
-0.09558596462011337,
-0.06197137013077736,
-0.04672912135720253,
0.022903360426425934,
0.061990320682525635,
0.05111252889037132,
-0.006766308099031448,
0.008726321160793304,
0.002522466704249382,
0.046984415501356125,
0.06909731775522232,
0.02841591276228428,
-0.1041674092411995,
0.019343122839927673,
-0.0791323259472847,
0.04498293623328209,
-0.08723412454128265,
-0.02983234077692032,
-0.0011203177273273468,
-0.1027829647064209,
-0.0023073304910212755,
0.06821995228528976,
0.07047764956951141,
-0.0638454407453537,
-0.10199712216854095,
-0.07973998039960861,
0.0023909113369882107,
0.00866528321057558,
0.03104877658188343,
0.09215103089809418,
-0.033560510724782944,
0.07005593180656433,
-0.05388869345188141,
0.05511396750807762,
0.04389007017016411,
-0.011246958747506142,
0.0040440186858177185,
-0.0665796548128128,
0.0075448243878781796,
0.0022887839004397392,
-0.001826629159040749,
0.066741444170475,
0.026436785236001015,
0.0440315343439579,
-0.08450443297624588,
0.007920519448816776,
0.06058090180158615,
-4.688985200118623e-8,
-0.04819769784808159,
0.005271205212920904,
0.05070635676383972,
-0.027456874027848244,
0.0666380301117897,
0.005321249831467867,
0.09310802072286606,
0.03401579335331917,
-0.02313823811709881,
0.10714967548847198,
0.05771046504378319,
-0.04411226138472557,
0.036875154823064804,
-0.027097856625914574,
-0.054034870117902756,
0.10334626585245132,
0.04233301058411598,
0.04028040170669556,
0.0035826892126351595,
0.002306673675775528,
-0.1363140046596527,
-0.003322645789012313,
-0.02237534150481224,
-0.032208703458309174,
-0.016307104378938675,
-0.017534390091896057,
-0.05208719149231911,
-0.016551727429032326,
-0.04395941644906998,
0.09060589969158173,
0.012165166437625885,
0.0008891947800293565,
0.13134606182575226,
0.0008678576559759676,
-0.021426836028695107,
0.06818017363548279,
0.01617443561553955,
-0.0027906112372875214,
0.028322597965598106,
-0.033916644752025604,
-0.0349881611764431,
0.01678336411714554,
-0.03638515993952751,
0.001166194793768227,
0.0445038266479969,
0.04758366569876671,
0.021420683711767197,
0.00035240588476881385,
-0.06843116879463196,
-0.04529685154557228,
-0.06937436759471893,
-0.057732678949832916,
0.010290657170116901,
-0.06025586277246475,
-0.014362815767526627,
0.06593190133571625,
0.01797652617096901,
-0.09306535869836807,
0.0011322612408548594,
0.022929862141609192,
0.0016959493514150381,
0.05296556279063225,
0.027493909001350403,
-0.06885508447885513
] | null | null | null | null | null | null | null |
[
-0.05469135195016861,
0.011598587036132812,
-0.07186160236597061,
0.04322659224271774,
-0.02344769611954689,
-0.014118783175945282,
-0.02849588356912136,
-0.019484346732497215,
0.005717474967241287,
-0.024048257619142532,
0.014985551126301289,
0.03144868463277817,
0.09555483609437943,
0.01641995832324028,
-0.054578401148319244,
0.02254614047706127,
0.0896766185760498,
0.020622840151190758,
-0.030718056485056877,
0.02390039898455143,
-0.051291465759277344,
-0.007619817741215229,
-0.07811444252729416,
0.018169300630688667,
0.08355774730443954,
-0.06704609096050262,
-0.052855607122182846,
-0.009076098911464214,
0.01832873374223709,
-0.07138245552778244,
-0.08883111923933029,
-0.03019740805029869,
0.011291242204606533,
0.017311079427599907,
0.015507610514760017,
-0.020934496074914932,
-0.0001640727132325992,
0.015580493956804276,
0.08626733720302582,
0.04489593580365181,
-0.004910423886030912,
0.035138633102178574,
0.01980959251523018,
-0.014629248529672623,
-0.08718745410442352,
-0.01611665077507496,
-0.03381487727165222,
0.017347509041428566,
-0.07976680248975754,
-0.032593049108982086,
-0.04049638658761978,
0.0070859454572200775,
-0.08577952533960342,
-0.04759535565972328,
0.007603562902659178,
-0.0996580421924591,
-0.022741856053471565,
-0.05480654910206795,
-0.03716506436467171,
0.04256429150700569,
0.12544997036457062,
-0.018943293020129204,
-0.003418383887037635,
0.03619787469506264,
-0.011255898512899876,
0.033622972667217255,
0.04590588063001633,
-0.05623646453022957,
-0.0039822752587497234,
0.16372446715831757,
-0.002652636496350169,
0.011601189151406288,
-0.086207814514637,
0.0073801064863801,
0.07226710021495819,
0.025825969874858856,
-0.018346095457673073,
-0.002761803800240159,
-0.02302357368171215,
0.0009763630805537105,
-0.07590377330780029,
-0.04178847000002861,
-0.026336591690778732,
0.07834908366203308,
0.013329367153346539,
-0.024857893586158752,
-0.05210374295711517,
0.005356783512979746,
0.08251853287220001,
0.0058705490082502365,
-0.16041599214076996,
0.0358804315328598,
0.019900046288967133,
-0.026714937761425972,
0.0033565599005669355,
0.01643761806190014,
0.12137779593467712,
0.052807655185461044,
0.019580870866775513,
0.05360807105898857,
0.006739953067153692,
0.029384423047304153,
0.040232736617326736,
-0.0018096334533765912,
0.028615731745958328,
0.010412070900201797,
0.004017434548586607,
-0.07187318801879883,
0.031648099422454834,
-0.033065274357795715,
-0.005023183301091194,
-0.009554981254041195,
0.047900546342134476,
0.06923867017030716,
-0.048851776868104935,
-0.11321742087602615,
0.010707425884902477,
-0.013524557463824749,
0.04076063260436058,
0.06391724199056625,
0.0077627538703382015,
0.037459924817085266,
-0.005778197199106216,
0.026830069720745087,
0.053875166922807693,
0.10364016890525818,
0.005654020234942436,
8.967187023560817e-34,
0.07758323848247528,
0.12982267141342163,
0.0792706087231636,
-0.03824526071548462,
0.005064051598310471,
-0.005116761662065983,
-0.057766031473875046,
-0.10012902319431305,
0.02391158416867256,
0.006937376689165831,
0.012975691817700863,
0.08397423475980759,
0.047959186136722565,
0.03852666914463043,
0.03619809076189995,
-0.03958043456077576,
0.06673374772071838,
-0.02584804967045784,
0.02470439113676548,
-0.15504567325115204,
0.02170131914317608,
-0.0006964246276766062,
-0.03915078192949295,
-0.008910423144698143,
0.007762314286082983,
0.018037818372249603,
0.010428288020193577,
-0.005992450285702944,
0.01571960560977459,
0.043130841106176376,
-0.04534316435456276,
0.06972455233335495,
0.017347896471619606,
0.04636172577738762,
0.006191865541040897,
0.028719943016767502,
-0.1145714670419693,
-0.022087715566158295,
0.03180130198597908,
0.031407807022333145,
0.01372492779046297,
0.0008424774860031903,
-0.008552487008273602,
-0.06056078523397446,
0.019468313083052635,
-0.0006636015023104846,
-0.044463254511356354,
0.022947436198592186,
-0.05829429253935814,
-0.048120275139808655,
-0.11868324875831604,
0.004470993764698505,
-0.008849863894283772,
0.02449527382850647,
0.014956044964492321,
-0.07853647321462631,
0.04040668159723282,
0.04613249748945236,
-0.10303167998790741,
0.1129106730222702,
-0.03925280645489693,
-0.03716856241226196,
0.02512434683740139,
-0.04251628741621971,
-0.024462580680847168,
-0.04614650458097458,
-0.060192886739969254,
0.0015300244558602571,
0.008910336531698704,
-0.007179788313806057,
-0.03685284033417702,
0.020378073677420616,
-0.04605487734079361,
-0.02861536480486393,
-0.028220556676387787,
0.0068478770554065704,
0.0029962370172142982,
-0.06656133383512497,
-0.003801650833338499,
-0.07378531247377396,
-0.11832363158464432,
-0.032358504831790924,
0.015262524597346783,
-0.03743632137775421,
-0.05504221096634865,
-0.03494206443428993,
0.035819221287965775,
0.044647566974163055,
0.008810028433799744,
-0.0013849630486220121,
0.022612957283854485,
-0.04109335318207741,
-0.004644524306058884,
-0.021908586844801903,
0.009922119788825512,
-3.656423667374697e-33,
-0.1172415241599083,
0.011685063131153584,
-0.007474607788026333,
0.0698293000459671,
-0.015167723409831524,
-0.03837210312485695,
0.024597013369202614,
0.025760162621736526,
-0.041070982813835144,
-0.0019320769933983684,
-0.07757639139890671,
0.010890319012105465,
-0.008494280278682709,
-0.017569441348314285,
0.04375337064266205,
-0.06476494669914246,
0.059308383613824844,
0.06625666469335556,
-0.007677615620195866,
0.03300011157989502,
0.09456461668014526,
0.0005217192228883505,
-0.09377015382051468,
0.11785823851823807,
0.03693413734436035,
0.0645371824502945,
-0.06357385963201523,
-0.015591324307024479,
0.0028875130228698254,
0.0818115696310997,
0.0022343744058161974,
-0.043021347373723984,
-0.04289430007338524,
-0.0718226283788681,
-0.009624158032238483,
-0.0022118340712040663,
-0.051478415727615356,
0.053236011415719986,
0.015843622386455536,
0.04242370277643204,
-0.03299948200583458,
-0.01026342436671257,
-0.03767247498035431,
0.04739886149764061,
0.09110746532678604,
0.08422994613647461,
0.00012186605454189703,
-0.03428632766008377,
-0.09558596462011337,
-0.06197137013077736,
-0.04672912135720253,
0.022903360426425934,
0.061990320682525635,
0.05111252889037132,
-0.006766308099031448,
0.008726321160793304,
0.002522466704249382,
0.046984415501356125,
0.06909731775522232,
0.02841591276228428,
-0.1041674092411995,
0.019343122839927673,
-0.0791323259472847,
0.04498293623328209,
-0.08723412454128265,
-0.02983234077692032,
-0.0011203177273273468,
-0.1027829647064209,
-0.0023073304910212755,
0.06821995228528976,
0.07047764956951141,
-0.0638454407453537,
-0.10199712216854095,
-0.07973998039960861,
0.0023909113369882107,
0.00866528321057558,
0.03104877658188343,
0.09215103089809418,
-0.033560510724782944,
0.07005593180656433,
-0.05388869345188141,
0.05511396750807762,
0.04389007017016411,
-0.011246958747506142,
0.0040440186858177185,
-0.0665796548128128,
0.0075448243878781796,
0.0022887839004397392,
-0.001826629159040749,
0.066741444170475,
0.026436785236001015,
0.0440315343439579,
-0.08450443297624588,
0.007920519448816776,
0.06058090180158615,
-4.688985200118623e-8,
-0.04819769784808159,
0.005271205212920904,
0.05070635676383972,
-0.027456874027848244,
0.0666380301117897,
0.005321249831467867,
0.09310802072286606,
0.03401579335331917,
-0.02313823811709881,
0.10714967548847198,
0.05771046504378319,
-0.04411226138472557,
0.036875154823064804,
-0.027097856625914574,
-0.054034870117902756,
0.10334626585245132,
0.04233301058411598,
0.04028040170669556,
0.0035826892126351595,
0.002306673675775528,
-0.1363140046596527,
-0.003322645789012313,
-0.02237534150481224,
-0.032208703458309174,
-0.016307104378938675,
-0.017534390091896057,
-0.05208719149231911,
-0.016551727429032326,
-0.04395941644906998,
0.09060589969158173,
0.012165166437625885,
0.0008891947800293565,
0.13134606182575226,
0.0008678576559759676,
-0.021426836028695107,
0.06818017363548279,
0.01617443561553955,
-0.0027906112372875214,
0.028322597965598106,
-0.033916644752025604,
-0.0349881611764431,
0.01678336411714554,
-0.03638515993952751,
0.001166194793768227,
0.0445038266479969,
0.04758366569876671,
0.021420683711767197,
0.00035240588476881385,
-0.06843116879463196,
-0.04529685154557228,
-0.06937436759471893,
-0.057732678949832916,
0.010290657170116901,
-0.06025586277246475,
-0.014362815767526627,
0.06593190133571625,
0.01797652617096901,
-0.09306535869836807,
0.0011322612408548594,
0.022929862141609192,
0.0016959493514150381,
0.05296556279063225,
0.027493909001350403,
-0.06885508447885513
] |
1402.1051
|
Dominique Duval
|
Jean-Guillaume Dumas (LJK), Dominique Duval (LJK), Jean-Claude Reynaud
(RC)
|
Breaking a monad-comonad symmetry between computational effects
|
arXiv admin note: substantial text overlap with arXiv:1310.0605
|
Mathematical Structures in Computer Science 22, 4 (2012) p.719-722
|
10.1017/S0960129511000752
| null |
cs.LO math.CT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Computational effects may often be interpreted in the Kleisli category of a
monad or in the coKleisli category of a comonad. The duality between monads and
comonads corresponds, in general, to a symmetry between construction and
observation, for instance between raising an exception and looking up a state.
Thanks to the properties of adjunction one may go one step further: the
coKleisli-on-Kleisli category of a monad provides a kind of observation with
respect to a given construction, while dually the Kleisli-on-coKleisli category
of a comonad provides a kind of construction with respect to a given
observation. In the previous examples this gives rise to catching an exception
and updating a state. However, the interpretation of computational effects is
usually based on a category which is not self-dual, like the category of sets.
This leads to a breaking of the monad-comonad duality. For instance, in a
distributive category the state effect has much better properties than the
exception effect. This remark provides a novel point of view on the usual
mechanism for handling exceptions. The aim of this paper is to build an
equational semantics for handling exceptions based on the coKleisli-on-Kleisli
category of the monad of exceptions. We focus on n-ary functions and
conditionals. We propose a programmer's language for exceptions and we prove
that it has the required behaviour with respect to n-ary functions and
conditionals.
|
[
{
"created": "Wed, 5 Feb 2014 14:26:14 GMT",
"version": "v1"
}
] |
2014-02-13
|
[
[
"Dumas",
"Jean-Guillaume",
"",
"LJK"
],
[
"Duval",
"Dominique",
"",
"LJK"
],
[
"Reynaud",
"Jean-Claude",
"",
"RC"
]
] |
[
-0.05622628703713417,
0.024394765496253967,
0.03133830428123474,
-0.01036352664232254,
-0.05187658220529556,
0.02272069826722145,
0.015842076390981674,
-0.007242280058562756,
0.007239166647195816,
0.011018375866115093,
-0.015765972435474396,
-0.11448144912719727,
-0.03753257170319557,
0.011451981961727142,
0.018896520137786865,
-0.0006091864197514951,
0.029986955225467682,
0.07285649329423904,
-0.10688061267137527,
-0.010543973185122013,
0.0460958331823349,
-0.04759066551923752,
-0.04760303348302841,
0.03714362531900406,
-0.11636369675397873,
-0.007089519407600164,
-0.019991213455796242,
-0.046146735548973083,
0.011999736540019512,
-0.004627987276762724,
-0.08007100969552994,
0.036316435784101486,
-0.050308648496866226,
0.06345091760158539,
0.009669848717749119,
0.034893475472927094,
0.008815310895442963,
-0.035059839487075806,
-0.007609514519572258,
0.009726318530738354,
-0.08047080785036087,
0.046995148062705994,
0.00988779217004776,
-0.017682982608675957,
0.011993632651865482,
-0.03479437157511711,
0.05148805305361748,
0.004923507105559111,
-0.07495386898517609,
-0.05923934280872345,
-0.059301573783159256,
0.0013189177261665463,
-0.022728826850652695,
0.022144189104437828,
0.029694952070713043,
0.03684290125966072,
0.0350407175719738,
-0.09435240179300308,
-0.02668631821870804,
-0.0787443146109581,
-0.03892252594232559,
0.01708042062819004,
-0.0028113415464758873,
0.046494074165821075,
0.010183197446167469,
0.012395093217492104,
0.024740085005760193,
0.025442693382501602,
0.06254220753908157,
0.024944258853793144,
0.006819923873990774,
-0.03459489345550537,
-0.08244381844997406,
0.034587882459163666,
0.008023996837437153,
0.0068807583302259445,
0.08319710940122604,
-0.030471602454781532,
0.04072767123579979,
0.031970616430044174,
0.018763437867164612,
-0.01464652270078659,
0.0021168480161577463,
0.02635139413177967,
0.11587448418140411,
-0.0353369377553463,
-0.02869972586631775,
-0.0315374992787838,
0.04377366602420807,
0.03491132706403732,
-0.062269117683172226,
-0.07887987047433853,
0.0622444711625576,
0.02119334414601326,
0.10997892916202545,
-0.034959882497787476,
0.036277156323194504,
-0.0011110915802419186,
0.051728177815675735,
0.05328552424907684,
-0.0012718262150883675,
0.05672884359955788,
-0.03309537097811699,
-0.03750775754451752,
0.033965133130550385,
-0.07332082092761993,
-0.0032935806084424257,
-0.045593153685331345,
0.012969084084033966,
-0.049733929336071014,
-0.02840433456003666,
-0.04411856830120087,
0.03405103087425232,
-0.060517195612192154,
-0.07734643667936325,
-0.008441563695669174,
-0.010532722808420658,
0.08079726994037628,
0.03205280005931854,
-0.062121760100126266,
0.10465943813323975,
-0.050268612802028656,
0.05842767655849457,
0.05045134574174881,
0.05881929770112038,
-0.024183053523302078,
-0.08298462629318237,
1.4217155097619355e-33,
0.06454385071992874,
-0.05740700289607048,
-0.0165700726211071,
-0.06890145689249039,
0.03053640015423298,
-0.0318019837141037,
-0.03449996933341026,
-0.11202646791934967,
-0.02652376890182495,
0.0017877364298328757,
0.03595698997378349,
0.0006130088586360216,
-0.09217999875545502,
0.02270708791911602,
0.11059628427028656,
0.03300588205456734,
0.015283381566405296,
0.012268743477761745,
-0.05197097361087799,
0.024413326755166054,
0.04653530567884445,
0.066996730864048,
-0.06565805524587631,
0.04236147552728653,
-0.005619921255856752,
-0.010064920410513878,
-0.011910231783986092,
-0.024147767573595047,
-0.04068770632147789,
0.05467559024691582,
-0.03534482792019844,
0.012799936346709728,
0.02751963399350643,
0.09101012349128723,
-0.0037854702677577734,
-0.07094807177782059,
-0.06212730333209038,
-0.06425757706165314,
-0.02714681066572666,
-0.03778858110308647,
-0.06181582435965538,
0.02158382162451744,
0.014175772666931152,
-0.013754337094724178,
0.018748557195067406,
-0.10061684995889664,
-0.026154372841119766,
0.010484996251761913,
0.02918730489909649,
-0.05699962005019188,
0.06842293590307236,
0.06026320531964302,
0.06696100533008575,
-0.02743442915380001,
0.012526982463896275,
0.07075833529233932,
-0.007889728993177414,
-0.0007768473005853593,
-0.015364956110715866,
0.10423313826322556,
-0.07290493696928024,
0.0058505954220891,
0.033137548714876175,
-0.012091785669326782,
-0.035390835255384445,
0.003993310034275055,
-0.01814630627632141,
-0.05555933341383934,
0.07077624648809433,
0.04792753607034683,
-0.0692734494805336,
-0.018038108944892883,
-0.04432728514075279,
0.009191141463816166,
0.08029072731733322,
-0.03712593391537666,
0.024137862026691437,
-0.09927098453044891,
-0.05395497754216194,
-0.026095673441886902,
-0.007918411865830421,
-0.03191117197275162,
-0.0032978917006403208,
0.024301962926983833,
0.002824262250214815,
0.00565852178260684,
-0.03312487527728081,
0.005846751853823662,
-0.030042599886655807,
-0.05209508538246155,
-0.014029305428266525,
0.040517739951610565,
0.003459768835455179,
-0.014527450315654278,
0.08270665258169174,
-4.960286776752578e-33,
-0.05606621876358986,
-0.08437608182430267,
-0.1140303909778595,
-0.04473106563091278,
-0.1103394404053688,
-0.021716365590691566,
0.015899958088994026,
-0.05216342583298683,
-0.016813237220048904,
-0.07938221096992493,
-0.06019364669919014,
0.029298800975084305,
-0.02989371307194233,
0.07672617584466934,
0.0009859405690804124,
-0.043854307383298874,
0.003775180783122778,
-0.04294556751847267,
-0.04777595028281212,
0.08456261456012726,
0.15207543969154358,
0.027222583070397377,
-0.03969118371605873,
-0.012959061190485954,
0.058378905057907104,
0.03807394951581955,
-0.12141172587871552,
0.08449956029653549,
0.012237085029482841,
-0.05956123396754265,
-0.00708130095154047,
-0.08237696439027786,
-0.060401447117328644,
-0.042373403906822205,
0.025493230670690536,
-0.04227735474705696,
0.04137201979756355,
-0.026825468987226486,
-0.08324279636144638,
0.05213223025202751,
-0.026621585711836815,
-0.016539162024855614,
-0.022956466302275658,
0.07377323508262634,
0.05344957485795021,
0.018340930342674255,
-0.04339105635881424,
0.03898299112915993,
0.09002087265253067,
-0.06995056569576263,
-0.04226599633693695,
0.008727893233299255,
0.01289988774806261,
0.02538282983005047,
0.02897103875875473,
0.0018181686755269766,
0.03692226484417915,
-0.10879499465227127,
-0.042584240436553955,
0.07246077805757523,
-0.06413962692022324,
-0.0644879937171936,
0.04262034222483635,
0.05226695165038109,
-0.005576923955231905,
0.03565597161650658,
-0.03611873462796211,
-0.10808321088552475,
0.07444172352552414,
-0.027755871415138245,
0.006860419642180204,
0.0285774115473032,
-0.08059939742088318,
-0.028188565745949745,
0.024214953184127808,
0.008206951431930065,
-0.04295846074819565,
-0.0037520790938287973,
0.0846158117055893,
0.04921204224228859,
-0.05561279505491257,
-0.08317768573760986,
0.10409398376941681,
0.03426600620150566,
0.018242016434669495,
-0.08401474356651306,
0.04570526257157326,
0.037532903254032135,
0.05593229830265045,
0.024601789191365242,
-0.05282903090119362,
0.031134769320487976,
-0.0006140951300039887,
0.01044654194265604,
-0.093831367790699,
-5.259990132344683e-8,
0.0017204685136675835,
-0.01255908515304327,
-0.03482590243220329,
0.04079136624932289,
0.05806010961532593,
0.0008213731925934553,
-0.07129062712192535,
-0.06416361778974533,
-0.07357083261013031,
-0.07233583182096481,
0.024570638313889503,
0.14904534816741943,
-0.017071716487407684,
0.035606708377599716,
0.028552496805787086,
-0.009747320786118507,
0.06711665540933609,
-0.005194489378482103,
-0.0426391139626503,
0.04396647587418556,
0.017125269398093224,
0.027411606162786484,
-0.07564718276262283,
0.053035348653793335,
-0.04703480750322342,
-0.026243191212415695,
0.11402640491724014,
0.11539992690086365,
0.004905921872705221,
0.0775521919131279,
-0.022099478170275688,
0.0007808080990798771,
0.032632604241371155,
0.06433109939098358,
-0.018510276451706886,
0.07477051764726639,
-0.06273923814296722,
-0.029708154499530792,
0.0427798368036747,
-0.028187021613121033,
0.10285761207342148,
-0.011612570844590664,
-0.011651353910565376,
0.10773436725139618,
0.08757214993238449,
0.04182671010494232,
0.024495648220181465,
-0.022946005687117577,
-0.015285209752619267,
0.0776800885796547,
-0.04908473789691925,
0.023707646876573563,
-0.06051597744226456,
0.11074934899806976,
-0.012811264954507351,
0.036877263337373734,
0.023809123784303665,
-0.0564296618103981,
-0.016545336693525314,
0.024579264223575592,
0.043154988437891006,
0.011092724278569221,
0.044690944254398346,
-0.002551344921812415
] | null | null | null | null | null | null | null |
[
-0.05622628703713417,
0.024394765496253967,
0.03133830428123474,
-0.01036352664232254,
-0.05187658220529556,
0.02272069826722145,
0.015842076390981674,
-0.007242280058562756,
0.007239166647195816,
0.011018375866115093,
-0.015765972435474396,
-0.11448144912719727,
-0.03753257170319557,
0.011451981961727142,
0.018896520137786865,
-0.0006091864197514951,
0.029986955225467682,
0.07285649329423904,
-0.10688061267137527,
-0.010543973185122013,
0.0460958331823349,
-0.04759066551923752,
-0.04760303348302841,
0.03714362531900406,
-0.11636369675397873,
-0.007089519407600164,
-0.019991213455796242,
-0.046146735548973083,
0.011999736540019512,
-0.004627987276762724,
-0.08007100969552994,
0.036316435784101486,
-0.050308648496866226,
0.06345091760158539,
0.009669848717749119,
0.034893475472927094,
0.008815310895442963,
-0.035059839487075806,
-0.007609514519572258,
0.009726318530738354,
-0.08047080785036087,
0.046995148062705994,
0.00988779217004776,
-0.017682982608675957,
0.011993632651865482,
-0.03479437157511711,
0.05148805305361748,
0.004923507105559111,
-0.07495386898517609,
-0.05923934280872345,
-0.059301573783159256,
0.0013189177261665463,
-0.022728826850652695,
0.022144189104437828,
0.029694952070713043,
0.03684290125966072,
0.0350407175719738,
-0.09435240179300308,
-0.02668631821870804,
-0.0787443146109581,
-0.03892252594232559,
0.01708042062819004,
-0.0028113415464758873,
0.046494074165821075,
0.010183197446167469,
0.012395093217492104,
0.024740085005760193,
0.025442693382501602,
0.06254220753908157,
0.024944258853793144,
0.006819923873990774,
-0.03459489345550537,
-0.08244381844997406,
0.034587882459163666,
0.008023996837437153,
0.0068807583302259445,
0.08319710940122604,
-0.030471602454781532,
0.04072767123579979,
0.031970616430044174,
0.018763437867164612,
-0.01464652270078659,
0.0021168480161577463,
0.02635139413177967,
0.11587448418140411,
-0.0353369377553463,
-0.02869972586631775,
-0.0315374992787838,
0.04377366602420807,
0.03491132706403732,
-0.062269117683172226,
-0.07887987047433853,
0.0622444711625576,
0.02119334414601326,
0.10997892916202545,
-0.034959882497787476,
0.036277156323194504,
-0.0011110915802419186,
0.051728177815675735,
0.05328552424907684,
-0.0012718262150883675,
0.05672884359955788,
-0.03309537097811699,
-0.03750775754451752,
0.033965133130550385,
-0.07332082092761993,
-0.0032935806084424257,
-0.045593153685331345,
0.012969084084033966,
-0.049733929336071014,
-0.02840433456003666,
-0.04411856830120087,
0.03405103087425232,
-0.060517195612192154,
-0.07734643667936325,
-0.008441563695669174,
-0.010532722808420658,
0.08079726994037628,
0.03205280005931854,
-0.062121760100126266,
0.10465943813323975,
-0.050268612802028656,
0.05842767655849457,
0.05045134574174881,
0.05881929770112038,
-0.024183053523302078,
-0.08298462629318237,
1.4217155097619355e-33,
0.06454385071992874,
-0.05740700289607048,
-0.0165700726211071,
-0.06890145689249039,
0.03053640015423298,
-0.0318019837141037,
-0.03449996933341026,
-0.11202646791934967,
-0.02652376890182495,
0.0017877364298328757,
0.03595698997378349,
0.0006130088586360216,
-0.09217999875545502,
0.02270708791911602,
0.11059628427028656,
0.03300588205456734,
0.015283381566405296,
0.012268743477761745,
-0.05197097361087799,
0.024413326755166054,
0.04653530567884445,
0.066996730864048,
-0.06565805524587631,
0.04236147552728653,
-0.005619921255856752,
-0.010064920410513878,
-0.011910231783986092,
-0.024147767573595047,
-0.04068770632147789,
0.05467559024691582,
-0.03534482792019844,
0.012799936346709728,
0.02751963399350643,
0.09101012349128723,
-0.0037854702677577734,
-0.07094807177782059,
-0.06212730333209038,
-0.06425757706165314,
-0.02714681066572666,
-0.03778858110308647,
-0.06181582435965538,
0.02158382162451744,
0.014175772666931152,
-0.013754337094724178,
0.018748557195067406,
-0.10061684995889664,
-0.026154372841119766,
0.010484996251761913,
0.02918730489909649,
-0.05699962005019188,
0.06842293590307236,
0.06026320531964302,
0.06696100533008575,
-0.02743442915380001,
0.012526982463896275,
0.07075833529233932,
-0.007889728993177414,
-0.0007768473005853593,
-0.015364956110715866,
0.10423313826322556,
-0.07290493696928024,
0.0058505954220891,
0.033137548714876175,
-0.012091785669326782,
-0.035390835255384445,
0.003993310034275055,
-0.01814630627632141,
-0.05555933341383934,
0.07077624648809433,
0.04792753607034683,
-0.0692734494805336,
-0.018038108944892883,
-0.04432728514075279,
0.009191141463816166,
0.08029072731733322,
-0.03712593391537666,
0.024137862026691437,
-0.09927098453044891,
-0.05395497754216194,
-0.026095673441886902,
-0.007918411865830421,
-0.03191117197275162,
-0.0032978917006403208,
0.024301962926983833,
0.002824262250214815,
0.00565852178260684,
-0.03312487527728081,
0.005846751853823662,
-0.030042599886655807,
-0.05209508538246155,
-0.014029305428266525,
0.040517739951610565,
0.003459768835455179,
-0.014527450315654278,
0.08270665258169174,
-4.960286776752578e-33,
-0.05606621876358986,
-0.08437608182430267,
-0.1140303909778595,
-0.04473106563091278,
-0.1103394404053688,
-0.021716365590691566,
0.015899958088994026,
-0.05216342583298683,
-0.016813237220048904,
-0.07938221096992493,
-0.06019364669919014,
0.029298800975084305,
-0.02989371307194233,
0.07672617584466934,
0.0009859405690804124,
-0.043854307383298874,
0.003775180783122778,
-0.04294556751847267,
-0.04777595028281212,
0.08456261456012726,
0.15207543969154358,
0.027222583070397377,
-0.03969118371605873,
-0.012959061190485954,
0.058378905057907104,
0.03807394951581955,
-0.12141172587871552,
0.08449956029653549,
0.012237085029482841,
-0.05956123396754265,
-0.00708130095154047,
-0.08237696439027786,
-0.060401447117328644,
-0.042373403906822205,
0.025493230670690536,
-0.04227735474705696,
0.04137201979756355,
-0.026825468987226486,
-0.08324279636144638,
0.05213223025202751,
-0.026621585711836815,
-0.016539162024855614,
-0.022956466302275658,
0.07377323508262634,
0.05344957485795021,
0.018340930342674255,
-0.04339105635881424,
0.03898299112915993,
0.09002087265253067,
-0.06995056569576263,
-0.04226599633693695,
0.008727893233299255,
0.01289988774806261,
0.02538282983005047,
0.02897103875875473,
0.0018181686755269766,
0.03692226484417915,
-0.10879499465227127,
-0.042584240436553955,
0.07246077805757523,
-0.06413962692022324,
-0.0644879937171936,
0.04262034222483635,
0.05226695165038109,
-0.005576923955231905,
0.03565597161650658,
-0.03611873462796211,
-0.10808321088552475,
0.07444172352552414,
-0.027755871415138245,
0.006860419642180204,
0.0285774115473032,
-0.08059939742088318,
-0.028188565745949745,
0.024214953184127808,
0.008206951431930065,
-0.04295846074819565,
-0.0037520790938287973,
0.0846158117055893,
0.04921204224228859,
-0.05561279505491257,
-0.08317768573760986,
0.10409398376941681,
0.03426600620150566,
0.018242016434669495,
-0.08401474356651306,
0.04570526257157326,
0.037532903254032135,
0.05593229830265045,
0.024601789191365242,
-0.05282903090119362,
0.031134769320487976,
-0.0006140951300039887,
0.01044654194265604,
-0.093831367790699,
-5.259990132344683e-8,
0.0017204685136675835,
-0.01255908515304327,
-0.03482590243220329,
0.04079136624932289,
0.05806010961532593,
0.0008213731925934553,
-0.07129062712192535,
-0.06416361778974533,
-0.07357083261013031,
-0.07233583182096481,
0.024570638313889503,
0.14904534816741943,
-0.017071716487407684,
0.035606708377599716,
0.028552496805787086,
-0.009747320786118507,
0.06711665540933609,
-0.005194489378482103,
-0.0426391139626503,
0.04396647587418556,
0.017125269398093224,
0.027411606162786484,
-0.07564718276262283,
0.053035348653793335,
-0.04703480750322342,
-0.026243191212415695,
0.11402640491724014,
0.11539992690086365,
0.004905921872705221,
0.0775521919131279,
-0.022099478170275688,
0.0007808080990798771,
0.032632604241371155,
0.06433109939098358,
-0.018510276451706886,
0.07477051764726639,
-0.06273923814296722,
-0.029708154499530792,
0.0427798368036747,
-0.028187021613121033,
0.10285761207342148,
-0.011612570844590664,
-0.011651353910565376,
0.10773436725139618,
0.08757214993238449,
0.04182671010494232,
0.024495648220181465,
-0.022946005687117577,
-0.015285209752619267,
0.0776800885796547,
-0.04908473789691925,
0.023707646876573563,
-0.06051597744226456,
0.11074934899806976,
-0.012811264954507351,
0.036877263337373734,
0.023809123784303665,
-0.0564296618103981,
-0.016545336693525314,
0.024579264223575592,
0.043154988437891006,
0.011092724278569221,
0.044690944254398346,
-0.002551344921812415
] |
1402.1056
|
Christophe Jouvet
|
G\'eraldine F\'eraud (PIIM), Claude Dedonder (PIIM), Satchin Soorkia
(ISMO), Christophe Jouvet (PIIM)
|
Photo-fragmentation spectroscopy of benzylium and 1-phenylethyl cations
| null |
Journal of Chemical Physics 140 (2014) 024302
|
10.1063/1.4858409
| null |
physics.atm-clus
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The electronic spectra of cold benzylium (C6H5-CH2+) and 1-phenylethyl
(C6H5-CH-CH3+)cations have been recorded via photofragment spectroscopy.
Benzylium and 1-phenylethyl cations produced from electrosprayed benzylamine
and phenylethylamine solutions, respectively, were stored in a cryogenically
cooled quadrupole ion trap and photodissociated by an OPO laser, scanned in
parts of the UV and visible regions (600-225 nm). The electronic states and
active vibrational modes of the benzylium and 1-phenylethyl cations as well as
those of their tropylium or methyl tropylium isomers have been calculated with
ab initio methods for comparison with the spectra observed. Sharp vibrational
progressions are observed in the visible region while the absorption features
are much broader in the UV. The visible spectrum of the benzylium cation is
similar to that obtained in an argon tagging experiment [V. Dryza, N. Chalyavi,
J.A. Sanelli, and E.J. Bieske, J. Chem. Phys. 137, 204304 (2012)], with an
additional splitting assigned to Fermi resonances. The visible spectrum of the
1-phenylethyl cation also shows vibrational progressions. For both cations, the
second electronic transition is observed in the UV, around 33 000 cm-1 (4.1
eV), and shows a broadened vibrational progression. In both cases the S2
optimized geometry is non planar. The third electronic transition observed
around 40 000 cm-1 (5.0 eV) is even broader with no apparent vibrational
structures, which is indicative of either a fast non-radiative process or a
very large change in geometry between the excited and the ground states. The
oscillator strengths calculated for tropylium and methyl tropylium are weak.
Therefore, these isomeric structures are most likely not responsible for these
absorption features. Finally, the fragmentation pattern changes in the second
and third electronic states: C2H2 loss becomes predominant at higher excitation
energies, for both cations.
|
[
{
"created": "Wed, 5 Feb 2014 14:32:40 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Féraud",
"Géraldine",
"",
"PIIM"
],
[
"Dedonder",
"Claude",
"",
"PIIM"
],
[
"Soorkia",
"Satchin",
"",
"ISMO"
],
[
"Jouvet",
"Christophe",
"",
"PIIM"
]
] |
[
-0.03855755925178528,
-0.04577190801501274,
-0.015114519745111465,
0.06291590631008148,
-0.00043520578765310347,
-0.021751200780272484,
0.06613364815711975,
0.02937142923474312,
0.010659661144018173,
-0.041699327528476715,
0.03939604014158249,
-0.05842418968677521,
0.018038973212242126,
-0.012695539742708206,
0.02784550003707409,
0.033887140452861786,
-0.051401637494564056,
-0.04196461662650108,
-0.056818485260009766,
0.005384156946092844,
0.003801888320595026,
-0.05150115117430687,
-0.05710560828447342,
-0.044263821095228195,
0.013721953146159649,
-0.01235970389097929,
-0.022116050124168396,
0.03668466955423355,
-0.032406117767095566,
0.011356501840054989,
0.0736486166715622,
-0.01403520256280899,
-0.06035095080733299,
0.008963808417320251,
0.10001522302627563,
-0.011360757052898407,
-0.06640090048313141,
-0.07414207607507706,
0.030063670128583908,
-0.01275660376995802,
-0.013340044766664505,
-0.048184383660554886,
-0.005497871432453394,
-0.0315936841070652,
-0.04071741923689842,
-0.030475908890366554,
0.055643707513809204,
-0.01732543669641018,
-0.05248060077428818,
-0.07118439674377441,
0.030861441045999527,
0.046501416712999344,
0.0545632429420948,
0.07156767696142197,
-0.15540915727615356,
0.05782656371593475,
-0.06844975799322128,
0.010492385365068913,
0.005889608524739742,
-0.008289594203233719,
0.011557151563465595,
0.013894432224333286,
-0.011357919313013554,
0.014846878126263618,
0.005354186985641718,
0.04703981429338455,
0.06777442991733551,
-0.12055513262748718,
0.09538482129573822,
-0.0483907014131546,
-0.12190186232328415,
0.013342329300940037,
0.04962741583585739,
-0.04553418233990669,
0.003044783603399992,
-0.005498443730175495,
-0.015675704926252365,
0.029003791511058807,
-0.004162721335887909,
-0.049186114221811295,
0.05591786652803421,
-0.008350221440196037,
0.0252384003251791,
0.022344674915075302,
0.009048004634678364,
0.07567093521356583,
0.037415068596601486,
0.005210295785218477,
-0.017043817788362503,
0.001995788188651204,
0.014236328192055225,
0.01724550873041153,
-0.06713707745075226,
-0.06242479383945465,
-0.07857079058885574,
0.08579397201538086,
0.14422321319580078,
-0.016836000606417656,
0.06780394911766052,
0.013393414206802845,
0.08557246625423431,
0.008713651448488235,
-0.03233358636498451,
-0.022045224905014038,
-0.05141989886760712,
-0.03325151279568672,
0.021854162216186523,
0.044306766241788864,
-0.04308333247900009,
-0.027796007692813873,
0.0016317873960360885,
0.056413423269987106,
0.04776964336633682,
-0.05597935989499092,
0.05745570734143257,
0.04299807548522949,
-0.06194678321480751,
-0.01265955250710249,
0.053286418318748474,
-0.04302407428622246,
-0.006196524482220411,
0.024262839928269386,
0.06776194274425507,
0.014280945062637329,
0.03826727345585823,
0.013045542873442173,
-0.09062737226486206,
3.91510699497848e-33,
0.047768667340278625,
-0.010470590554177761,
0.06746825575828552,
-0.05720396339893341,
-0.01832210272550583,
0.0019916389137506485,
-0.10112877935171127,
0.005052122287452221,
-0.11902987211942673,
-0.029459839686751366,
-0.040215183049440384,
0.04253330081701279,
0.07144800573587418,
-0.053723812103271484,
0.033494703471660614,
0.054700225591659546,
-0.04868081212043762,
0.03846351429820061,
-0.000146878621308133,
-0.056986548006534576,
-0.02008594200015068,
0.04776249825954437,
0.057569026947021484,
0.12010017782449722,
-0.026254279538989067,
0.0736665353178978,
-0.022493941709399223,
0.04184848070144653,
-0.03561386093497276,
-0.013125825673341751,
0.036835189908742905,
0.04321150481700897,
-0.05889009311795235,
-0.02800961583852768,
0.02709822542965412,
0.04430785030126572,
-0.07256433367729187,
0.06458157300949097,
0.024880627170205116,
-0.033503737300634384,
0.045533888041973114,
0.025867637246847153,
0.06399049609899521,
0.023715972900390625,
-0.04163937643170357,
0.016935590654611588,
-0.04125925526022911,
0.004623258952051401,
0.024127651005983353,
-0.012707198038697243,
-0.016017626971006393,
-0.03382269665598869,
0.029003532603383064,
-0.033897195011377335,
-0.01233611535280943,
0.05255702883005142,
0.11966539919376373,
0.010051114484667778,
0.017694957554340363,
-0.011828525923192501,
-0.08634480834007263,
0.04435623064637184,
0.08284613490104675,
-0.02414659783244133,
-0.09184787422418594,
0.03030562959611416,
-0.08228437602519989,
0.08602307736873627,
-0.02968546189367771,
-0.026083897799253464,
-0.015242433175444603,
0.049166154116392136,
0.13764584064483643,
-0.005519737955182791,
0.14637181162834167,
0.02139686606824398,
-0.053047653287649155,
-0.0882130041718483,
0.018469693139195442,
0.0792732685804367,
-0.02816024050116539,
-0.06277869641780853,
0.04771193861961365,
-0.06116250157356262,
-0.08198802918195724,
-0.06255210936069489,
-0.05028446763753891,
-0.04613037407398224,
0.017544720321893692,
0.06632772088050842,
-0.013026602566242218,
-0.016261272132396698,
-0.002879007253795862,
-0.11189014464616776,
-0.02330786921083927,
-5.979164505085043e-33,
0.11313446611166,
0.0168526042252779,
0.0076670413836836815,
-0.02787543460726738,
0.05802174657583237,
-0.015593238174915314,
0.027957985177636147,
0.05024287477135658,
-0.041198305785655975,
-0.06485947966575623,
0.16833995282649994,
0.04400952532887459,
-0.1066407784819603,
0.04184691235423088,
-0.004200630355626345,
0.023166313767433167,
0.01416805386543274,
0.04915971681475639,
0.144206240773201,
0.02835214138031006,
-0.062154367566108704,
-0.06137996166944504,
-0.05636246129870415,
0.0641753226518631,
0.034532029181718826,
0.04731660708785057,
0.08575257658958435,
-0.12041565030813217,
0.05258963629603386,
0.0017524160211905837,
-0.03706870973110199,
0.030295828357338905,
0.004865128546953201,
0.04912804439663887,
0.050424229353666306,
-0.03311687707901001,
-0.04062597081065178,
-0.08580871671438217,
-0.03835434839129448,
0.059085652232170105,
-0.03322453796863556,
-0.02602226659655571,
0.009441330097615719,
-0.0019980024080723524,
0.039962273091077805,
0.007412665523588657,
-0.042200565338134766,
-0.06739457696676254,
-0.07488428801298141,
-0.036246657371520996,
0.024646079167723656,
-0.0020180335268378258,
-0.03743080422282219,
-0.0338485948741436,
0.0519130565226078,
0.05619648098945618,
0.012796192429959774,
-0.003248633351176977,
-0.028917839750647545,
0.020117172971367836,
0.001182392006739974,
-0.07265202701091766,
0.025773661211133003,
-0.03899090737104416,
-0.08612412959337234,
-0.013044366613030434,
-0.01525927148759365,
0.038154829293489456,
-0.012080543674528599,
-0.06946134567260742,
0.0756910890340805,
-0.016554683446884155,
0.05031372979283333,
0.01243401225656271,
0.014074666425585747,
-0.03586636856198311,
0.04558592289686203,
0.015479328110814095,
-0.04155481979250908,
-0.05144365876913071,
0.028242675587534904,
0.0010259608970955014,
-0.03850068524479866,
-0.05210164189338684,
0.008723768405616283,
0.007756480481475592,
-0.05640579015016556,
-0.005418919492512941,
-0.018966546282172203,
-0.04142644256353378,
0.028929872438311577,
0.1103644073009491,
0.02848641760647297,
0.011912740767002106,
0.16470174491405487,
-5.028745064805662e-8,
-0.00013825455971527845,
-0.07907197624444962,
-0.0159480981528759,
-0.04805072396993637,
0.03082909621298313,
0.06763029843568802,
0.011136655695736408,
-0.0280131995677948,
-0.0186607725918293,
-0.08535449951887131,
0.02862562984228134,
-0.04559570550918579,
-0.015394993126392365,
0.03772736340761185,
-0.03037913329899311,
0.003744186833500862,
-0.10890018194913864,
-0.07276896387338638,
-0.01712534949183464,
0.05362466350197792,
-0.08905375003814697,
-0.006140462122857571,
-0.07392515987157822,
-0.03354065865278244,
0.04074414446949959,
0.01990962028503418,
-0.024124626070261,
-0.01851635053753853,
-0.011336889117956161,
-0.017302900552749634,
0.017053714022040367,
-0.011342196725308895,
0.046935196965932846,
0.03617146983742714,
0.047650016844272614,
-0.001921440358273685,
-0.05377091094851494,
-0.036200497299432755,
-0.11156431585550308,
0.014430524781346321,
-0.04169285669922829,
-0.009334509260952473,
-0.07054903358221054,
-0.001431524520739913,
0.04722368344664574,
0.019594116136431694,
-0.01668355241417885,
0.0734543651342392,
0.01933499425649643,
0.04938751831650734,
-0.061473287642002106,
0.006495374720543623,
-0.03903482109308243,
0.02196558751165867,
-0.039489470422267914,
0.001448913710191846,
-0.0079466812312603,
0.04117552936077118,
-0.010647219605743885,
-0.020093051716685295,
0.08123365044593811,
-0.047512222081422806,
-0.0315067432820797,
-0.004461458418518305
] | null | null | null | null | null | null | null |
[
-0.03855755925178528,
-0.04577190801501274,
-0.015114519745111465,
0.06291590631008148,
-0.00043520578765310347,
-0.021751200780272484,
0.06613364815711975,
0.02937142923474312,
0.010659661144018173,
-0.041699327528476715,
0.03939604014158249,
-0.05842418968677521,
0.018038973212242126,
-0.012695539742708206,
0.02784550003707409,
0.033887140452861786,
-0.051401637494564056,
-0.04196461662650108,
-0.056818485260009766,
0.005384156946092844,
0.003801888320595026,
-0.05150115117430687,
-0.05710560828447342,
-0.044263821095228195,
0.013721953146159649,
-0.01235970389097929,
-0.022116050124168396,
0.03668466955423355,
-0.032406117767095566,
0.011356501840054989,
0.0736486166715622,
-0.01403520256280899,
-0.06035095080733299,
0.008963808417320251,
0.10001522302627563,
-0.011360757052898407,
-0.06640090048313141,
-0.07414207607507706,
0.030063670128583908,
-0.01275660376995802,
-0.013340044766664505,
-0.048184383660554886,
-0.005497871432453394,
-0.0315936841070652,
-0.04071741923689842,
-0.030475908890366554,
0.055643707513809204,
-0.01732543669641018,
-0.05248060077428818,
-0.07118439674377441,
0.030861441045999527,
0.046501416712999344,
0.0545632429420948,
0.07156767696142197,
-0.15540915727615356,
0.05782656371593475,
-0.06844975799322128,
0.010492385365068913,
0.005889608524739742,
-0.008289594203233719,
0.011557151563465595,
0.013894432224333286,
-0.011357919313013554,
0.014846878126263618,
0.005354186985641718,
0.04703981429338455,
0.06777442991733551,
-0.12055513262748718,
0.09538482129573822,
-0.0483907014131546,
-0.12190186232328415,
0.013342329300940037,
0.04962741583585739,
-0.04553418233990669,
0.003044783603399992,
-0.005498443730175495,
-0.015675704926252365,
0.029003791511058807,
-0.004162721335887909,
-0.049186114221811295,
0.05591786652803421,
-0.008350221440196037,
0.0252384003251791,
0.022344674915075302,
0.009048004634678364,
0.07567093521356583,
0.037415068596601486,
0.005210295785218477,
-0.017043817788362503,
0.001995788188651204,
0.014236328192055225,
0.01724550873041153,
-0.06713707745075226,
-0.06242479383945465,
-0.07857079058885574,
0.08579397201538086,
0.14422321319580078,
-0.016836000606417656,
0.06780394911766052,
0.013393414206802845,
0.08557246625423431,
0.008713651448488235,
-0.03233358636498451,
-0.022045224905014038,
-0.05141989886760712,
-0.03325151279568672,
0.021854162216186523,
0.044306766241788864,
-0.04308333247900009,
-0.027796007692813873,
0.0016317873960360885,
0.056413423269987106,
0.04776964336633682,
-0.05597935989499092,
0.05745570734143257,
0.04299807548522949,
-0.06194678321480751,
-0.01265955250710249,
0.053286418318748474,
-0.04302407428622246,
-0.006196524482220411,
0.024262839928269386,
0.06776194274425507,
0.014280945062637329,
0.03826727345585823,
0.013045542873442173,
-0.09062737226486206,
3.91510699497848e-33,
0.047768667340278625,
-0.010470590554177761,
0.06746825575828552,
-0.05720396339893341,
-0.01832210272550583,
0.0019916389137506485,
-0.10112877935171127,
0.005052122287452221,
-0.11902987211942673,
-0.029459839686751366,
-0.040215183049440384,
0.04253330081701279,
0.07144800573587418,
-0.053723812103271484,
0.033494703471660614,
0.054700225591659546,
-0.04868081212043762,
0.03846351429820061,
-0.000146878621308133,
-0.056986548006534576,
-0.02008594200015068,
0.04776249825954437,
0.057569026947021484,
0.12010017782449722,
-0.026254279538989067,
0.0736665353178978,
-0.022493941709399223,
0.04184848070144653,
-0.03561386093497276,
-0.013125825673341751,
0.036835189908742905,
0.04321150481700897,
-0.05889009311795235,
-0.02800961583852768,
0.02709822542965412,
0.04430785030126572,
-0.07256433367729187,
0.06458157300949097,
0.024880627170205116,
-0.033503737300634384,
0.045533888041973114,
0.025867637246847153,
0.06399049609899521,
0.023715972900390625,
-0.04163937643170357,
0.016935590654611588,
-0.04125925526022911,
0.004623258952051401,
0.024127651005983353,
-0.012707198038697243,
-0.016017626971006393,
-0.03382269665598869,
0.029003532603383064,
-0.033897195011377335,
-0.01233611535280943,
0.05255702883005142,
0.11966539919376373,
0.010051114484667778,
0.017694957554340363,
-0.011828525923192501,
-0.08634480834007263,
0.04435623064637184,
0.08284613490104675,
-0.02414659783244133,
-0.09184787422418594,
0.03030562959611416,
-0.08228437602519989,
0.08602307736873627,
-0.02968546189367771,
-0.026083897799253464,
-0.015242433175444603,
0.049166154116392136,
0.13764584064483643,
-0.005519737955182791,
0.14637181162834167,
0.02139686606824398,
-0.053047653287649155,
-0.0882130041718483,
0.018469693139195442,
0.0792732685804367,
-0.02816024050116539,
-0.06277869641780853,
0.04771193861961365,
-0.06116250157356262,
-0.08198802918195724,
-0.06255210936069489,
-0.05028446763753891,
-0.04613037407398224,
0.017544720321893692,
0.06632772088050842,
-0.013026602566242218,
-0.016261272132396698,
-0.002879007253795862,
-0.11189014464616776,
-0.02330786921083927,
-5.979164505085043e-33,
0.11313446611166,
0.0168526042252779,
0.0076670413836836815,
-0.02787543460726738,
0.05802174657583237,
-0.015593238174915314,
0.027957985177636147,
0.05024287477135658,
-0.041198305785655975,
-0.06485947966575623,
0.16833995282649994,
0.04400952532887459,
-0.1066407784819603,
0.04184691235423088,
-0.004200630355626345,
0.023166313767433167,
0.01416805386543274,
0.04915971681475639,
0.144206240773201,
0.02835214138031006,
-0.062154367566108704,
-0.06137996166944504,
-0.05636246129870415,
0.0641753226518631,
0.034532029181718826,
0.04731660708785057,
0.08575257658958435,
-0.12041565030813217,
0.05258963629603386,
0.0017524160211905837,
-0.03706870973110199,
0.030295828357338905,
0.004865128546953201,
0.04912804439663887,
0.050424229353666306,
-0.03311687707901001,
-0.04062597081065178,
-0.08580871671438217,
-0.03835434839129448,
0.059085652232170105,
-0.03322453796863556,
-0.02602226659655571,
0.009441330097615719,
-0.0019980024080723524,
0.039962273091077805,
0.007412665523588657,
-0.042200565338134766,
-0.06739457696676254,
-0.07488428801298141,
-0.036246657371520996,
0.024646079167723656,
-0.0020180335268378258,
-0.03743080422282219,
-0.0338485948741436,
0.0519130565226078,
0.05619648098945618,
0.012796192429959774,
-0.003248633351176977,
-0.028917839750647545,
0.020117172971367836,
0.001182392006739974,
-0.07265202701091766,
0.025773661211133003,
-0.03899090737104416,
-0.08612412959337234,
-0.013044366613030434,
-0.01525927148759365,
0.038154829293489456,
-0.012080543674528599,
-0.06946134567260742,
0.0756910890340805,
-0.016554683446884155,
0.05031372979283333,
0.01243401225656271,
0.014074666425585747,
-0.03586636856198311,
0.04558592289686203,
0.015479328110814095,
-0.04155481979250908,
-0.05144365876913071,
0.028242675587534904,
0.0010259608970955014,
-0.03850068524479866,
-0.05210164189338684,
0.008723768405616283,
0.007756480481475592,
-0.05640579015016556,
-0.005418919492512941,
-0.018966546282172203,
-0.04142644256353378,
0.028929872438311577,
0.1103644073009491,
0.02848641760647297,
0.011912740767002106,
0.16470174491405487,
-5.028745064805662e-8,
-0.00013825455971527845,
-0.07907197624444962,
-0.0159480981528759,
-0.04805072396993637,
0.03082909621298313,
0.06763029843568802,
0.011136655695736408,
-0.0280131995677948,
-0.0186607725918293,
-0.08535449951887131,
0.02862562984228134,
-0.04559570550918579,
-0.015394993126392365,
0.03772736340761185,
-0.03037913329899311,
0.003744186833500862,
-0.10890018194913864,
-0.07276896387338638,
-0.01712534949183464,
0.05362466350197792,
-0.08905375003814697,
-0.006140462122857571,
-0.07392515987157822,
-0.03354065865278244,
0.04074414446949959,
0.01990962028503418,
-0.024124626070261,
-0.01851635053753853,
-0.011336889117956161,
-0.017302900552749634,
0.017053714022040367,
-0.011342196725308895,
0.046935196965932846,
0.03617146983742714,
0.047650016844272614,
-0.001921440358273685,
-0.05377091094851494,
-0.036200497299432755,
-0.11156431585550308,
0.014430524781346321,
-0.04169285669922829,
-0.009334509260952473,
-0.07054903358221054,
-0.001431524520739913,
0.04722368344664574,
0.019594116136431694,
-0.01668355241417885,
0.0734543651342392,
0.01933499425649643,
0.04938751831650734,
-0.061473287642002106,
0.006495374720543623,
-0.03903482109308243,
0.02196558751165867,
-0.039489470422267914,
0.001448913710191846,
-0.0079466812312603,
0.04117552936077118,
-0.010647219605743885,
-0.020093051716685295,
0.08123365044593811,
-0.047512222081422806,
-0.0315067432820797,
-0.004461458418518305
] |
1402.1070
|
On Shun Pak
|
On Shun Pak and Eric Lauga
|
Generalized squirming motion of a sphere
| null | null | null | null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A number of swimming microorganisms such as ciliates ($\textit{Opalina}$) and
multicellular colonies of flagellates ($\textit{Volvox}$) are approximately
spherical in shape and swim using beating arrays of cilia or short flagella
covering their surfaces. Their physical actuation on the fluid may be
mathematically modeled as the generation of surface velocities on a continuous
spherical surface -- a model known in the literature as squirming, which has
been used to address various aspects of the biological physics of locomotion.
Previous analyses of squirming assumed axisymmetric fluid motion and hence
restricted all swimming kinematics to take place along a line. In this paper we
generalize squirming to three spatial dimensions. We derive analytically the
flow field surrounding a spherical squirmer with arbitrary surface motion, and
use it to derive its three-dimensional translational and rotational swimming
kinematics. We then use our results to physically interpret the flow field
induced by the swimmer in terms of fundamental flow singularities up to terms
decaying spatially as $\sim 1/r^3$. Our results will enable to develop new
models in biological physics, in particular in the area of hydrodynamic
interactions and collective locomotion.
|
[
{
"created": "Wed, 5 Feb 2014 15:17:36 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Pak",
"On Shun",
""
],
[
"Lauga",
"Eric",
""
]
] |
[
0.008287272416055202,
-0.07758220285177231,
0.014887274242937565,
-0.05568622425198555,
-0.04763302206993103,
-0.028501680120825768,
-0.02371218614280224,
0.03055327571928501,
0.05053027346730232,
0.0036727229598909616,
0.009199034422636032,
-0.11113928258419037,
-0.05528024956583977,
0.1570686548948288,
-0.01943204738199711,
-0.030515750870108604,
-0.08305104076862335,
0.1092396005988121,
-0.08712386339902878,
0.03503420203924179,
0.03679932281374931,
0.03173957020044327,
-0.016316043213009834,
0.05326313152909279,
-0.05323576182126999,
0.01179753802716732,
0.04573126509785652,
-0.0015483141178265214,
-0.06237157806754112,
-0.03902853652834892,
-0.03228875994682312,
0.024996865540742874,
-0.023050358518958092,
-0.09857866913080215,
-0.022965576499700546,
0.00560390017926693,
0.00043993641156703234,
-0.031075119972229004,
0.04741813987493515,
0.026811065152287483,
0.0036715029273182154,
0.016552958637475967,
0.048626985400915146,
0.05014026165008545,
0.04358738288283348,
0.10824453085660934,
-0.012784797698259354,
0.019292766228318214,
-0.01956525817513466,
0.012471184134483337,
-0.07082631438970566,
-0.08894475549459457,
0.03766241297125816,
0.04175746813416481,
0.010573294945061207,
0.007989113219082355,
-0.03842957317829132,
-0.04098169505596161,
0.01599826291203499,
-0.09463560581207275,
0.06884066760540009,
0.008351018652319908,
0.02296397276222706,
0.01902169920504093,
-0.11645548045635223,
-0.11194851249456406,
-0.06426109373569489,
0.031039193272590637,
0.018476558849215508,
0.0608842708170414,
-0.0544092170894146,
0.0103147579357028,
-0.04449978098273277,
-0.0050753029063344,
0.014885789714753628,
-0.03752896562218666,
-0.0014294427819550037,
0.09040296822786331,
-0.02708902768790722,
0.033425383269786835,
0.009203668683767319,
-0.0209941528737545,
-0.019691111519932747,
-0.009586789645254612,
-0.0773378312587738,
0.004461434204131365,
0.0794355571269989,
0.034229639917612076,
0.04106830060482025,
0.06613324582576752,
-0.001933688879944384,
0.05662238970398903,
-0.04668894782662392,
-0.11888494342565536,
0.02861555479466915,
-0.026931609958410263,
-0.05497997626662254,
-0.045770302414894104,
0.058831047266721725,
-0.03932590410113335,
0.02149271033704281,
-0.062476374208927155,
0.0859731063246727,
0.0644640401005745,
0.12257208675146103,
-0.04443753510713577,
0.0831264778971672,
0.05360785499215126,
0.1033610999584198,
0.09007411450147629,
0.012361250817775726,
-0.03651865944266319,
0.019487759098410606,
0.0746593177318573,
-0.050997618585824966,
0.06227542832493782,
-0.06539997458457947,
-0.013996013440191746,
0.013868098147213459,
0.0652623400092125,
0.01745418831706047,
-0.05772532522678375,
-0.08221211284399033,
-0.061425190418958664,
0.08019472658634186,
0.04270379617810249,
-0.090377077460289,
1.1406670246013156e-33,
-0.02992040105164051,
-0.001195219811052084,
0.0005006422288715839,
0.05297405272722244,
-0.00860643107444048,
-0.07139142602682114,
-0.002510681049898267,
-0.033000651746988297,
0.027361812070012093,
-0.01850055530667305,
-0.12666019797325134,
0.07016506046056747,
-0.06735944002866745,
0.030991677194833755,
-0.03785693645477295,
-0.0039724987000226974,
-0.001399766537360847,
-0.03286152333021164,
-0.04904572293162346,
0.07366251945495605,
0.13497546315193176,
0.01672842539846897,
-0.044182587414979935,
-0.05725204199552536,
0.022532697767019272,
0.03854508325457573,
-0.09433668106794357,
-0.02961975894868374,
-0.006306325551122427,
0.026278290897607803,
0.039129890501499176,
-0.08589737117290497,
-0.08337283879518509,
0.035944826900959015,
0.06524843722581863,
0.03444444388151169,
0.060012586414813995,
-0.09382197260856628,
-0.05230054631829262,
0.017172131687402725,
-0.05162271484732628,
-0.004316454287618399,
-0.003737405641004443,
0.018068738281726837,
-0.028720740228891373,
-0.011737830936908722,
0.034241240471601486,
0.06136350333690643,
0.022490138188004494,
-0.019487561658024788,
0.06881235539913177,
0.0375155545771122,
0.06279042363166809,
-0.02852298878133297,
0.04099062830209732,
0.0004975464544259012,
-0.03612345829606056,
-0.00032886574626900256,
-0.10068673640489578,
0.017731891945004463,
0.017112771049141884,
0.028362004086375237,
-0.05663982778787613,
-0.039570827037096024,
0.0566520094871521,
0.05687901750206947,
-0.03242238610982895,
0.056573815643787384,
0.062096863985061646,
-0.05636440962553024,
-0.03713196516036987,
-0.0070122922770679,
-0.052670110017061234,
-0.020266713574528694,
-0.02179018221795559,
0.033811043947935104,
0.08311548084020615,
-0.016033519059419632,
-0.011976681649684906,
-0.003728323383256793,
0.00757063552737236,
0.016354065388441086,
-0.03846575319766998,
-0.049793098121881485,
-0.03199046105146408,
0.03236998990178108,
0.07561875134706497,
0.023783568292856216,
-0.02554597146809101,
-0.07704398781061172,
0.01573849655687809,
-0.0307683814316988,
-0.0339997299015522,
-0.024850407615303993,
-0.0435229130089283,
-3.431891756740162e-33,
-0.0424405112862587,
-0.02413789927959442,
-0.007178849074989557,
0.05460112541913986,
0.017523154616355896,
0.10022939741611481,
0.033588383346796036,
0.04620637744665146,
-0.05750824883580208,
-0.14140024781227112,
-0.08966157585382462,
0.056094493716955185,
-0.039705924689769745,
0.09254205971956253,
0.05577975511550903,
-0.016108756884932518,
0.042869020253419876,
-0.096779003739357,
-0.01124634314328432,
-0.041555456817150116,
-0.04646480083465576,
0.06942227482795715,
0.024775849655270576,
-0.002695424249395728,
-0.03308676555752754,
0.015215983614325523,
0.005843016784638166,
0.0011601494625210762,
-0.04272231459617615,
0.062264811247587204,
0.010771986097097397,
0.01341752614825964,
-0.006789726670831442,
-0.015551630407571793,
-0.0008233986445702612,
0.010110686533153057,
0.06548046320676804,
0.047631945461034775,
0.03207271173596382,
-0.06277642399072647,
0.016391895711421967,
-0.10206293314695358,
0.019822970032691956,
0.09986529499292374,
0.04943542554974556,
0.030299833044409752,
-0.011303935199975967,
0.03030102141201496,
-0.08643827587366104,
0.01482305396348238,
-0.12849201261997223,
-0.03645111247897148,
0.031291358172893524,
-0.034389760345220566,
0.0789356604218483,
-0.016741767525672913,
0.005463289096951485,
-0.07947981357574463,
0.08015573024749756,
-0.07041928172111511,
-0.0543382465839386,
-0.03487730026245117,
-0.04000280797481537,
0.03484304994344711,
-0.043487031012773514,
0.08319010585546494,
-0.04921870678663254,
0.04223298653960228,
-0.012772519141435623,
-0.007906441576778889,
-0.035666998475790024,
0.03729354962706566,
0.0093088299036026,
-0.04043661430478096,
-0.007698379456996918,
0.02837550826370716,
0.004741668701171875,
-0.018512951210141182,
0.00006462676537921652,
0.04750276356935501,
0.009288385510444641,
0.065961092710495,
0.043998513370752335,
-0.05705837160348892,
0.06001949682831764,
-0.07274103164672852,
0.011105633340775967,
-0.015934016555547714,
-0.07581120729446411,
0.006908464711159468,
0.04041115194559097,
-0.029706589877605438,
0.011389609426259995,
0.047483038157224655,
0.031112296506762505,
-4.306281198296347e-8,
0.03505523130297661,
0.005486003123223782,
0.033471815288066864,
-0.021232858300209045,
0.006930239032953978,
0.11597736924886703,
-0.04446276277303696,
0.0048906635493040085,
-0.013716907240450382,
0.002574710641056299,
-0.061190616339445114,
-0.03730098903179169,
0.057980284094810486,
0.01581483706831932,
0.035970304161310196,
0.11867495626211166,
0.012674246914684772,
-0.0034637837670743465,
-0.004055258817970753,
0.025565480813384056,
-0.010674238204956055,
-0.008372721262276173,
-0.05058499053120613,
0.07913335412740707,
0.017031006515026093,
-0.01242909673601389,
-0.08215177059173584,
-0.05927491933107376,
-0.023670226335525513,
-0.04562820494174957,
0.03155417740345001,
0.04774459823966026,
0.007833512499928474,
0.06399014592170715,
-0.08115947246551514,
-0.01590210758149624,
-0.03159290924668312,
0.037381611764431,
-0.04999276250600815,
0.031544964760541916,
0.02999747544527054,
0.07604211568832397,
-0.037908464670181274,
-0.043935779482126236,
0.027317335829138756,
0.07529206573963165,
0.026050247251987457,
-0.05643736571073532,
-0.0012282213428989053,
-0.012568515725433826,
-0.04479723051190376,
0.04943229630589485,
-0.026457075029611588,
0.10145367681980133,
-0.012538143433630466,
0.07082311809062958,
-0.08632274717092514,
-0.05009741336107254,
-0.02812262997031212,
0.013081046752631664,
-0.08493740856647491,
0.05195800960063934,
0.02379561774432659,
-0.009071865119040012
] | null | null | null | null | null | null | null |
[
0.008287272416055202,
-0.07758220285177231,
0.014887274242937565,
-0.05568622425198555,
-0.04763302206993103,
-0.028501680120825768,
-0.02371218614280224,
0.03055327571928501,
0.05053027346730232,
0.0036727229598909616,
0.009199034422636032,
-0.11113928258419037,
-0.05528024956583977,
0.1570686548948288,
-0.01943204738199711,
-0.030515750870108604,
-0.08305104076862335,
0.1092396005988121,
-0.08712386339902878,
0.03503420203924179,
0.03679932281374931,
0.03173957020044327,
-0.016316043213009834,
0.05326313152909279,
-0.05323576182126999,
0.01179753802716732,
0.04573126509785652,
-0.0015483141178265214,
-0.06237157806754112,
-0.03902853652834892,
-0.03228875994682312,
0.024996865540742874,
-0.023050358518958092,
-0.09857866913080215,
-0.022965576499700546,
0.00560390017926693,
0.00043993641156703234,
-0.031075119972229004,
0.04741813987493515,
0.026811065152287483,
0.0036715029273182154,
0.016552958637475967,
0.048626985400915146,
0.05014026165008545,
0.04358738288283348,
0.10824453085660934,
-0.012784797698259354,
0.019292766228318214,
-0.01956525817513466,
0.012471184134483337,
-0.07082631438970566,
-0.08894475549459457,
0.03766241297125816,
0.04175746813416481,
0.010573294945061207,
0.007989113219082355,
-0.03842957317829132,
-0.04098169505596161,
0.01599826291203499,
-0.09463560581207275,
0.06884066760540009,
0.008351018652319908,
0.02296397276222706,
0.01902169920504093,
-0.11645548045635223,
-0.11194851249456406,
-0.06426109373569489,
0.031039193272590637,
0.018476558849215508,
0.0608842708170414,
-0.0544092170894146,
0.0103147579357028,
-0.04449978098273277,
-0.0050753029063344,
0.014885789714753628,
-0.03752896562218666,
-0.0014294427819550037,
0.09040296822786331,
-0.02708902768790722,
0.033425383269786835,
0.009203668683767319,
-0.0209941528737545,
-0.019691111519932747,
-0.009586789645254612,
-0.0773378312587738,
0.004461434204131365,
0.0794355571269989,
0.034229639917612076,
0.04106830060482025,
0.06613324582576752,
-0.001933688879944384,
0.05662238970398903,
-0.04668894782662392,
-0.11888494342565536,
0.02861555479466915,
-0.026931609958410263,
-0.05497997626662254,
-0.045770302414894104,
0.058831047266721725,
-0.03932590410113335,
0.02149271033704281,
-0.062476374208927155,
0.0859731063246727,
0.0644640401005745,
0.12257208675146103,
-0.04443753510713577,
0.0831264778971672,
0.05360785499215126,
0.1033610999584198,
0.09007411450147629,
0.012361250817775726,
-0.03651865944266319,
0.019487759098410606,
0.0746593177318573,
-0.050997618585824966,
0.06227542832493782,
-0.06539997458457947,
-0.013996013440191746,
0.013868098147213459,
0.0652623400092125,
0.01745418831706047,
-0.05772532522678375,
-0.08221211284399033,
-0.061425190418958664,
0.08019472658634186,
0.04270379617810249,
-0.090377077460289,
1.1406670246013156e-33,
-0.02992040105164051,
-0.001195219811052084,
0.0005006422288715839,
0.05297405272722244,
-0.00860643107444048,
-0.07139142602682114,
-0.002510681049898267,
-0.033000651746988297,
0.027361812070012093,
-0.01850055530667305,
-0.12666019797325134,
0.07016506046056747,
-0.06735944002866745,
0.030991677194833755,
-0.03785693645477295,
-0.0039724987000226974,
-0.001399766537360847,
-0.03286152333021164,
-0.04904572293162346,
0.07366251945495605,
0.13497546315193176,
0.01672842539846897,
-0.044182587414979935,
-0.05725204199552536,
0.022532697767019272,
0.03854508325457573,
-0.09433668106794357,
-0.02961975894868374,
-0.006306325551122427,
0.026278290897607803,
0.039129890501499176,
-0.08589737117290497,
-0.08337283879518509,
0.035944826900959015,
0.06524843722581863,
0.03444444388151169,
0.060012586414813995,
-0.09382197260856628,
-0.05230054631829262,
0.017172131687402725,
-0.05162271484732628,
-0.004316454287618399,
-0.003737405641004443,
0.018068738281726837,
-0.028720740228891373,
-0.011737830936908722,
0.034241240471601486,
0.06136350333690643,
0.022490138188004494,
-0.019487561658024788,
0.06881235539913177,
0.0375155545771122,
0.06279042363166809,
-0.02852298878133297,
0.04099062830209732,
0.0004975464544259012,
-0.03612345829606056,
-0.00032886574626900256,
-0.10068673640489578,
0.017731891945004463,
0.017112771049141884,
0.028362004086375237,
-0.05663982778787613,
-0.039570827037096024,
0.0566520094871521,
0.05687901750206947,
-0.03242238610982895,
0.056573815643787384,
0.062096863985061646,
-0.05636440962553024,
-0.03713196516036987,
-0.0070122922770679,
-0.052670110017061234,
-0.020266713574528694,
-0.02179018221795559,
0.033811043947935104,
0.08311548084020615,
-0.016033519059419632,
-0.011976681649684906,
-0.003728323383256793,
0.00757063552737236,
0.016354065388441086,
-0.03846575319766998,
-0.049793098121881485,
-0.03199046105146408,
0.03236998990178108,
0.07561875134706497,
0.023783568292856216,
-0.02554597146809101,
-0.07704398781061172,
0.01573849655687809,
-0.0307683814316988,
-0.0339997299015522,
-0.024850407615303993,
-0.0435229130089283,
-3.431891756740162e-33,
-0.0424405112862587,
-0.02413789927959442,
-0.007178849074989557,
0.05460112541913986,
0.017523154616355896,
0.10022939741611481,
0.033588383346796036,
0.04620637744665146,
-0.05750824883580208,
-0.14140024781227112,
-0.08966157585382462,
0.056094493716955185,
-0.039705924689769745,
0.09254205971956253,
0.05577975511550903,
-0.016108756884932518,
0.042869020253419876,
-0.096779003739357,
-0.01124634314328432,
-0.041555456817150116,
-0.04646480083465576,
0.06942227482795715,
0.024775849655270576,
-0.002695424249395728,
-0.03308676555752754,
0.015215983614325523,
0.005843016784638166,
0.0011601494625210762,
-0.04272231459617615,
0.062264811247587204,
0.010771986097097397,
0.01341752614825964,
-0.006789726670831442,
-0.015551630407571793,
-0.0008233986445702612,
0.010110686533153057,
0.06548046320676804,
0.047631945461034775,
0.03207271173596382,
-0.06277642399072647,
0.016391895711421967,
-0.10206293314695358,
0.019822970032691956,
0.09986529499292374,
0.04943542554974556,
0.030299833044409752,
-0.011303935199975967,
0.03030102141201496,
-0.08643827587366104,
0.01482305396348238,
-0.12849201261997223,
-0.03645111247897148,
0.031291358172893524,
-0.034389760345220566,
0.0789356604218483,
-0.016741767525672913,
0.005463289096951485,
-0.07947981357574463,
0.08015573024749756,
-0.07041928172111511,
-0.0543382465839386,
-0.03487730026245117,
-0.04000280797481537,
0.03484304994344711,
-0.043487031012773514,
0.08319010585546494,
-0.04921870678663254,
0.04223298653960228,
-0.012772519141435623,
-0.007906441576778889,
-0.035666998475790024,
0.03729354962706566,
0.0093088299036026,
-0.04043661430478096,
-0.007698379456996918,
0.02837550826370716,
0.004741668701171875,
-0.018512951210141182,
0.00006462676537921652,
0.04750276356935501,
0.009288385510444641,
0.065961092710495,
0.043998513370752335,
-0.05705837160348892,
0.06001949682831764,
-0.07274103164672852,
0.011105633340775967,
-0.015934016555547714,
-0.07581120729446411,
0.006908464711159468,
0.04041115194559097,
-0.029706589877605438,
0.011389609426259995,
0.047483038157224655,
0.031112296506762505,
-4.306281198296347e-8,
0.03505523130297661,
0.005486003123223782,
0.033471815288066864,
-0.021232858300209045,
0.006930239032953978,
0.11597736924886703,
-0.04446276277303696,
0.0048906635493040085,
-0.013716907240450382,
0.002574710641056299,
-0.061190616339445114,
-0.03730098903179169,
0.057980284094810486,
0.01581483706831932,
0.035970304161310196,
0.11867495626211166,
0.012674246914684772,
-0.0034637837670743465,
-0.004055258817970753,
0.025565480813384056,
-0.010674238204956055,
-0.008372721262276173,
-0.05058499053120613,
0.07913335412740707,
0.017031006515026093,
-0.01242909673601389,
-0.08215177059173584,
-0.05927491933107376,
-0.023670226335525513,
-0.04562820494174957,
0.03155417740345001,
0.04774459823966026,
0.007833512499928474,
0.06399014592170715,
-0.08115947246551514,
-0.01590210758149624,
-0.03159290924668312,
0.037381611764431,
-0.04999276250600815,
0.031544964760541916,
0.02999747544527054,
0.07604211568832397,
-0.037908464670181274,
-0.043935779482126236,
0.027317335829138756,
0.07529206573963165,
0.026050247251987457,
-0.05643736571073532,
-0.0012282213428989053,
-0.012568515725433826,
-0.04479723051190376,
0.04943229630589485,
-0.026457075029611588,
0.10145367681980133,
-0.012538143433630466,
0.07082311809062958,
-0.08632274717092514,
-0.05009741336107254,
-0.02812262997031212,
0.013081046752631664,
-0.08493740856647491,
0.05195800960063934,
0.02379561774432659,
-0.009071865119040012
] |
1402.1072
|
Muhammed Sayin O
|
Muhammed O. Sayin and Suleyman S. Kozat
|
Compressive Diffusion Strategies Over Distributed Networks for Reduced
Communication Load
|
Submitted to IEEE Transactions on Signal Processing
| null |
10.1109/TSP.2014.2347917
| null |
cs.SY cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We study the compressive diffusion strategies over distributed networks based
on the diffusion implementation and adaptive extraction of the information from
the compressed diffusion data. We demonstrate that one can achieve a comparable
performance with the full information exchange configurations, even if the
diffused information is compressed into a scalar or a single bit. To this end,
we provide a complete performance analysis for the compressive diffusion
strategies. We analyze the transient, steady-state and tracking performance of
the configurations in which the diffused data is compressed into a scalar or a
single-bit. We propose a new adaptive combination method improving the
convergence performance of the compressive diffusion strategies further. In the
new method, we introduce one more freedom-of-dimension in the combination
matrix and adapt it by using the conventional mixture approach in order to
enhance the convergence performance for any possible combination rule used for
the full diffusion configuration. We demonstrate that our theoretical analysis
closely follow the ensemble averaged results in our simulations. We provide
numerical examples showing the improved convergence performance with the new
adaptive combination method.
|
[
{
"created": "Wed, 5 Feb 2014 15:46:29 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Sayin",
"Muhammed O.",
""
],
[
"Kozat",
"Suleyman S.",
""
]
] |
[
0.019249290227890015,
0.009714486077427864,
-0.02593923732638359,
0.07331547886133194,
0.030291693285107613,
-0.024270223453640938,
-0.033146023750305176,
-0.05377017334103584,
0.021275855600833893,
-0.022184530273079872,
-0.004679454490542412,
0.11526454240083694,
0.04621434584259987,
-0.026139548048377037,
-0.0014288161182776093,
-0.004273287020623684,
-0.002417762530967593,
0.06331280618906021,
-0.06956237554550171,
-0.024265410378575325,
-0.06899107247591019,
-0.04475245997309685,
-0.04448021575808525,
-0.062469594180583954,
0.14953705668449402,
0.06769666075706482,
0.013492729514837265,
-0.0474531389772892,
0.006182751152664423,
0.03967620059847832,
0.06778339296579361,
-0.008771170862019062,
0.03269210830330849,
-0.02258392423391342,
-0.08950068056583405,
-0.01422422006726265,
-0.03986760601401329,
0.026819808408617973,
0.07563222944736481,
0.05967376381158829,
0.001759446575306356,
0.10299292951822281,
0.03885025903582573,
0.04953020066022873,
-0.01347480807453394,
0.029149968177080154,
-0.020037129521369934,
0.00777391716837883,
0.041895437985658646,
-0.0403083972632885,
0.06756497174501419,
0.0327470488846302,
-0.02619943581521511,
0.026274871081113815,
-0.054963160306215286,
-0.05179619789123535,
-0.0896274670958519,
-0.007131919264793396,
-0.03202899917960167,
0.034361593425273895,
0.000008602703928772826,
-0.09098692983388901,
0.014428810216486454,
0.07066609710454941,
0.03391216695308685,
0.0772634744644165,
0.06367839127779007,
0.06943883001804352,
0.002716682618483901,
0.060987688601017,
-0.0442371629178524,
-0.019199756905436516,
-0.059186264872550964,
0.001618098234757781,
-0.01099663320928812,
-0.011435650289058685,
0.07498400658369064,
0.05249170958995819,
-0.04938735067844391,
0.06182820349931717,
0.007685499731451273,
0.08626791834831238,
-0.0059611620381474495,
-0.07707341760396957,
0.01834617741405964,
-0.07500126212835312,
-0.03690085560083389,
-0.0029672051314264536,
0.02673034928739071,
-0.08938641101121902,
-0.11759529262781143,
0.07627403736114502,
-0.0707230269908905,
0.008693506941199303,
0.04915803670883179,
-0.004815917927771807,
0.05343997851014137,
0.046973858028650284,
0.01463648583739996,
0.046051811426877975,
0.054498761892318726,
-0.04736977070569992,
-0.005722820293158293,
-0.04973144084215164,
-0.04016288369894028,
-0.10475589334964752,
0.07807578146457672,
0.0348946638405323,
-0.02101665548980236,
0.04927375912666321,
0.017491953447461128,
0.03881755471229553,
0.056372709572315216,
0.0237008947879076,
-0.005297556519508362,
-0.07622075825929642,
0.0008157271076925099,
0.04262896999716759,
0.05512150377035141,
0.050325337797403336,
-0.002512034261599183,
-0.07425211369991302,
0.04770385101437569,
-0.037161052227020264,
-0.005335833877325058,
0.05275090038776398,
-0.044004637748003006,
-1.0207498867571415e-33,
-0.04172976315021515,
-0.002848767675459385,
0.006843846291303635,
0.04799298569560051,
0.057465728372335434,
0.05924933776259422,
0.023352235555648804,
-0.0827435553073883,
0.006461190525442362,
0.0024655757006257772,
-0.07415854930877686,
0.05776994302868843,
-0.0658297911286354,
0.11482977122068405,
-0.0236759465187788,
-0.0232439823448658,
0.034997113049030304,
0.13430757820606232,
0.03235328197479248,
-0.08703698962926865,
0.07383721321821213,
0.003944436088204384,
-0.034175146371126175,
-0.052822139114141464,
-0.01465801801532507,
-0.07543784379959106,
0.06662006676197052,
-0.06409517675638199,
0.0008747566025704145,
0.003303667064756155,
-0.09183217585086823,
0.0019702373538166285,
-0.00651521747931838,
-0.01807168498635292,
0.08253363519906998,
0.04492245241999626,
-0.018230199813842773,
0.013552186079323292,
-0.023117398843169212,
-0.001036792527884245,
-0.007242452818900347,
0.029285632073879242,
-0.02258830890059471,
-0.025630570948123932,
-0.1676633656024933,
-0.003682044567540288,
-0.07511918991804123,
0.008592854253947735,
-0.00014659301086794585,
-0.062251243740320206,
-0.04404202848672867,
-0.06334637105464935,
-0.06911685317754745,
0.008060670457780361,
0.00914059765636921,
-0.02481861598789692,
0.030537759885191917,
-0.05558018386363983,
0.032276105135679245,
0.08255550265312195,
-0.018856791779398918,
0.02496095933020115,
-0.04212304204702377,
-0.0011652691755443811,
0.1146380826830864,
-0.006484028417617083,
-0.03895087540149689,
0.06491032242774963,
0.022934608161449432,
-0.050741612911224365,
0.025346245616674423,
0.04918526113033295,
-0.007231626193970442,
-0.0696789100766182,
0.045611701905727386,
-0.10278917849063873,
0.050749536603689194,
-0.039506345987319946,
-0.10759410262107849,
-0.026851395145058632,
-0.06748489290475845,
0.007248198613524437,
-0.03326425328850746,
-0.06144789978861809,
-0.05366794764995575,
0.06663525104522705,
0.0022980468347668648,
0.004662496969103813,
-0.0741809755563736,
-0.09090688824653625,
-0.05918890982866287,
-0.04792800173163414,
0.047606613487005234,
-0.07281933724880219,
0.07316228747367859,
-4.785434747132648e-34,
-0.050930485129356384,
0.06734728813171387,
0.04930529370903969,
-0.005171217489987612,
0.058458492159843445,
0.008769297040998936,
0.005958352237939835,
-0.005047498736530542,
0.07881986349821091,
-0.04100845381617546,
-0.049012478440999985,
-0.026084087789058685,
-0.04470433294773102,
-0.04520658776164055,
0.011851402930915356,
0.02268444374203682,
-0.041548267006874084,
0.042065348476171494,
0.035272903740406036,
-0.01589016057550907,
-0.056845396757125854,
0.006545899901539087,
-0.00749902194365859,
0.015600733458995819,
0.03830369561910629,
-0.02418944612145424,
-0.008081057108938694,
0.1396212875843048,
0.0353115014731884,
-0.0389118492603302,
-0.01703854463994503,
0.015539671294391155,
-0.05489673092961311,
-0.0005630298401229084,
-0.04309302940964699,
0.08875888586044312,
-0.027155380696058273,
0.06626910716295242,
-0.009556262753903866,
0.024357151240110397,
0.058007966727018356,
-0.0017518848180770874,
-0.08651698380708694,
0.06958575546741486,
0.09712296724319458,
-0.047873012721538544,
-0.07558703422546387,
-0.051612336188554764,
0.021636053919792175,
0.035946279764175415,
0.08030427992343903,
0.04274695739150047,
-0.08612950146198273,
0.09542832523584366,
0.032960135489702225,
0.01199281681329012,
-0.0531444251537323,
0.040694113820791245,
0.03759888559579849,
-0.03682275488972664,
-0.05231098458170891,
-0.08161895722150803,
-0.004067452624440193,
0.011069761589169502,
-0.01961330883204937,
0.00557424733415246,
-0.004928430542349815,
0.0013665063306689262,
-0.00314805144444108,
0.09708958119153976,
-0.022513940930366516,
0.04197363182902336,
0.02030004933476448,
0.002824553055688739,
0.11575670540332794,
-0.07757145911455154,
0.05998946726322174,
0.04443887993693352,
-0.018977828323841095,
0.08460326492786407,
-0.0026704417541623116,
0.07655658572912216,
0.0020794032607227564,
-0.05970580503344536,
0.07899901270866394,
0.0701819360256195,
0.021081458777189255,
0.027382584288716316,
0.010072113014757633,
-0.013813171535730362,
0.049476899206638336,
-0.01745295338332653,
0.06335743516683578,
0.02153206244111061,
-0.07155463099479675,
-5.0575589938262056e-8,
-0.07852763682603836,
-0.019661253318190575,
-0.07555123418569565,
-0.04205209016799927,
0.06463293731212616,
-0.014516407623887062,
0.012065737508237362,
0.0005574257229454815,
0.0024364308919757605,
-0.07930312305688858,
0.041269101202487946,
-0.04611982777714729,
-0.07274249941110611,
-0.015020894818007946,
-0.03775312379002571,
0.032848749309778214,
-0.03576460853219032,
-0.06503314524888992,
0.017646487802267075,
0.014600958675146103,
-0.025769885629415512,
-0.012635942548513412,
0.04788193479180336,
0.05757910758256912,
0.0788165032863617,
-0.013316439464688301,
0.004628075752407312,
-0.0038577362429350615,
0.04377973824739456,
0.03193709999322891,
-0.06215367093682289,
0.00018766870198305696,
-0.045569222420454025,
0.004251912701874971,
-0.0720561072230339,
0.07162337005138397,
0.06945555657148361,
-0.029941614717245102,
-0.02906923182308674,
-0.04886610060930252,
-0.013173532672226429,
-0.06488644331693649,
0.035680465400218964,
-0.00962050911039114,
0.03214654698967934,
-0.025931041687726974,
0.012873255647718906,
0.02621210552752018,
-0.02120606228709221,
-0.04353957623243332,
-0.017636781558394432,
0.04634568467736244,
-0.010940374806523323,
0.06697578728199005,
0.07621906697750092,
-0.0889127179980278,
-0.02491382323205471,
-0.015671897679567337,
0.08663814514875412,
0.0911731943488121,
-0.02458730712532997,
0.012976584956049919,
-0.05061929300427437,
0.03966864198446274
] | null | null | null | null | null | null | null |
[
0.019249290227890015,
0.009714486077427864,
-0.02593923732638359,
0.07331547886133194,
0.030291693285107613,
-0.024270223453640938,
-0.033146023750305176,
-0.05377017334103584,
0.021275855600833893,
-0.022184530273079872,
-0.004679454490542412,
0.11526454240083694,
0.04621434584259987,
-0.026139548048377037,
-0.0014288161182776093,
-0.004273287020623684,
-0.002417762530967593,
0.06331280618906021,
-0.06956237554550171,
-0.024265410378575325,
-0.06899107247591019,
-0.04475245997309685,
-0.04448021575808525,
-0.062469594180583954,
0.14953705668449402,
0.06769666075706482,
0.013492729514837265,
-0.0474531389772892,
0.006182751152664423,
0.03967620059847832,
0.06778339296579361,
-0.008771170862019062,
0.03269210830330849,
-0.02258392423391342,
-0.08950068056583405,
-0.01422422006726265,
-0.03986760601401329,
0.026819808408617973,
0.07563222944736481,
0.05967376381158829,
0.001759446575306356,
0.10299292951822281,
0.03885025903582573,
0.04953020066022873,
-0.01347480807453394,
0.029149968177080154,
-0.020037129521369934,
0.00777391716837883,
0.041895437985658646,
-0.0403083972632885,
0.06756497174501419,
0.0327470488846302,
-0.02619943581521511,
0.026274871081113815,
-0.054963160306215286,
-0.05179619789123535,
-0.0896274670958519,
-0.007131919264793396,
-0.03202899917960167,
0.034361593425273895,
0.000008602703928772826,
-0.09098692983388901,
0.014428810216486454,
0.07066609710454941,
0.03391216695308685,
0.0772634744644165,
0.06367839127779007,
0.06943883001804352,
0.002716682618483901,
0.060987688601017,
-0.0442371629178524,
-0.019199756905436516,
-0.059186264872550964,
0.001618098234757781,
-0.01099663320928812,
-0.011435650289058685,
0.07498400658369064,
0.05249170958995819,
-0.04938735067844391,
0.06182820349931717,
0.007685499731451273,
0.08626791834831238,
-0.0059611620381474495,
-0.07707341760396957,
0.01834617741405964,
-0.07500126212835312,
-0.03690085560083389,
-0.0029672051314264536,
0.02673034928739071,
-0.08938641101121902,
-0.11759529262781143,
0.07627403736114502,
-0.0707230269908905,
0.008693506941199303,
0.04915803670883179,
-0.004815917927771807,
0.05343997851014137,
0.046973858028650284,
0.01463648583739996,
0.046051811426877975,
0.054498761892318726,
-0.04736977070569992,
-0.005722820293158293,
-0.04973144084215164,
-0.04016288369894028,
-0.10475589334964752,
0.07807578146457672,
0.0348946638405323,
-0.02101665548980236,
0.04927375912666321,
0.017491953447461128,
0.03881755471229553,
0.056372709572315216,
0.0237008947879076,
-0.005297556519508362,
-0.07622075825929642,
0.0008157271076925099,
0.04262896999716759,
0.05512150377035141,
0.050325337797403336,
-0.002512034261599183,
-0.07425211369991302,
0.04770385101437569,
-0.037161052227020264,
-0.005335833877325058,
0.05275090038776398,
-0.044004637748003006,
-1.0207498867571415e-33,
-0.04172976315021515,
-0.002848767675459385,
0.006843846291303635,
0.04799298569560051,
0.057465728372335434,
0.05924933776259422,
0.023352235555648804,
-0.0827435553073883,
0.006461190525442362,
0.0024655757006257772,
-0.07415854930877686,
0.05776994302868843,
-0.0658297911286354,
0.11482977122068405,
-0.0236759465187788,
-0.0232439823448658,
0.034997113049030304,
0.13430757820606232,
0.03235328197479248,
-0.08703698962926865,
0.07383721321821213,
0.003944436088204384,
-0.034175146371126175,
-0.052822139114141464,
-0.01465801801532507,
-0.07543784379959106,
0.06662006676197052,
-0.06409517675638199,
0.0008747566025704145,
0.003303667064756155,
-0.09183217585086823,
0.0019702373538166285,
-0.00651521747931838,
-0.01807168498635292,
0.08253363519906998,
0.04492245241999626,
-0.018230199813842773,
0.013552186079323292,
-0.023117398843169212,
-0.001036792527884245,
-0.007242452818900347,
0.029285632073879242,
-0.02258830890059471,
-0.025630570948123932,
-0.1676633656024933,
-0.003682044567540288,
-0.07511918991804123,
0.008592854253947735,
-0.00014659301086794585,
-0.062251243740320206,
-0.04404202848672867,
-0.06334637105464935,
-0.06911685317754745,
0.008060670457780361,
0.00914059765636921,
-0.02481861598789692,
0.030537759885191917,
-0.05558018386363983,
0.032276105135679245,
0.08255550265312195,
-0.018856791779398918,
0.02496095933020115,
-0.04212304204702377,
-0.0011652691755443811,
0.1146380826830864,
-0.006484028417617083,
-0.03895087540149689,
0.06491032242774963,
0.022934608161449432,
-0.050741612911224365,
0.025346245616674423,
0.04918526113033295,
-0.007231626193970442,
-0.0696789100766182,
0.045611701905727386,
-0.10278917849063873,
0.050749536603689194,
-0.039506345987319946,
-0.10759410262107849,
-0.026851395145058632,
-0.06748489290475845,
0.007248198613524437,
-0.03326425328850746,
-0.06144789978861809,
-0.05366794764995575,
0.06663525104522705,
0.0022980468347668648,
0.004662496969103813,
-0.0741809755563736,
-0.09090688824653625,
-0.05918890982866287,
-0.04792800173163414,
0.047606613487005234,
-0.07281933724880219,
0.07316228747367859,
-4.785434747132648e-34,
-0.050930485129356384,
0.06734728813171387,
0.04930529370903969,
-0.005171217489987612,
0.058458492159843445,
0.008769297040998936,
0.005958352237939835,
-0.005047498736530542,
0.07881986349821091,
-0.04100845381617546,
-0.049012478440999985,
-0.026084087789058685,
-0.04470433294773102,
-0.04520658776164055,
0.011851402930915356,
0.02268444374203682,
-0.041548267006874084,
0.042065348476171494,
0.035272903740406036,
-0.01589016057550907,
-0.056845396757125854,
0.006545899901539087,
-0.00749902194365859,
0.015600733458995819,
0.03830369561910629,
-0.02418944612145424,
-0.008081057108938694,
0.1396212875843048,
0.0353115014731884,
-0.0389118492603302,
-0.01703854463994503,
0.015539671294391155,
-0.05489673092961311,
-0.0005630298401229084,
-0.04309302940964699,
0.08875888586044312,
-0.027155380696058273,
0.06626910716295242,
-0.009556262753903866,
0.024357151240110397,
0.058007966727018356,
-0.0017518848180770874,
-0.08651698380708694,
0.06958575546741486,
0.09712296724319458,
-0.047873012721538544,
-0.07558703422546387,
-0.051612336188554764,
0.021636053919792175,
0.035946279764175415,
0.08030427992343903,
0.04274695739150047,
-0.08612950146198273,
0.09542832523584366,
0.032960135489702225,
0.01199281681329012,
-0.0531444251537323,
0.040694113820791245,
0.03759888559579849,
-0.03682275488972664,
-0.05231098458170891,
-0.08161895722150803,
-0.004067452624440193,
0.011069761589169502,
-0.01961330883204937,
0.00557424733415246,
-0.004928430542349815,
0.0013665063306689262,
-0.00314805144444108,
0.09708958119153976,
-0.022513940930366516,
0.04197363182902336,
0.02030004933476448,
0.002824553055688739,
0.11575670540332794,
-0.07757145911455154,
0.05998946726322174,
0.04443887993693352,
-0.018977828323841095,
0.08460326492786407,
-0.0026704417541623116,
0.07655658572912216,
0.0020794032607227564,
-0.05970580503344536,
0.07899901270866394,
0.0701819360256195,
0.021081458777189255,
0.027382584288716316,
0.010072113014757633,
-0.013813171535730362,
0.049476899206638336,
-0.01745295338332653,
0.06335743516683578,
0.02153206244111061,
-0.07155463099479675,
-5.0575589938262056e-8,
-0.07852763682603836,
-0.019661253318190575,
-0.07555123418569565,
-0.04205209016799927,
0.06463293731212616,
-0.014516407623887062,
0.012065737508237362,
0.0005574257229454815,
0.0024364308919757605,
-0.07930312305688858,
0.041269101202487946,
-0.04611982777714729,
-0.07274249941110611,
-0.015020894818007946,
-0.03775312379002571,
0.032848749309778214,
-0.03576460853219032,
-0.06503314524888992,
0.017646487802267075,
0.014600958675146103,
-0.025769885629415512,
-0.012635942548513412,
0.04788193479180336,
0.05757910758256912,
0.0788165032863617,
-0.013316439464688301,
0.004628075752407312,
-0.0038577362429350615,
0.04377973824739456,
0.03193709999322891,
-0.06215367093682289,
0.00018766870198305696,
-0.045569222420454025,
0.004251912701874971,
-0.0720561072230339,
0.07162337005138397,
0.06945555657148361,
-0.029941614717245102,
-0.02906923182308674,
-0.04886610060930252,
-0.013173532672226429,
-0.06488644331693649,
0.035680465400218964,
-0.00962050911039114,
0.03214654698967934,
-0.025931041687726974,
0.012873255647718906,
0.02621210552752018,
-0.02120606228709221,
-0.04353957623243332,
-0.017636781558394432,
0.04634568467736244,
-0.010940374806523323,
0.06697578728199005,
0.07621906697750092,
-0.0889127179980278,
-0.02491382323205471,
-0.015671897679567337,
0.08663814514875412,
0.0911731943488121,
-0.02458730712532997,
0.012976584956049919,
-0.05061929300427437,
0.03966864198446274
] |
1402.1075
|
No\'e Lugaz
|
N. Lugaz and C. J. Farrugia
|
A New Class of Complex Ejecta Resulting from the Interaction of two CMEs
and its Expected Geoeffectiveness
|
Accepted to GRL; 5 pages, slightly different figures in print version
|
Geophysical Research Letters, Volume 41, Issue 3, pp. 769-776,
2014
|
10.1002/2013GL058789
| null |
astro-ph.SR physics.space-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A significant portion of transients measured by spacecraft at 1 AU does not
show the well-defined properties of magnetic clouds (MCs). Here, we propose a
new class of complex, non-MC ejecta resulting from the interaction of two CMEs
with different orientation, which differ from the previously studied
multiple-MC event. At 1 AU, they are associated with a smooth rotation of the
magnetic field vector over an extended duration and do not show clear signs of
interaction. We determine the characteristics of such events based on a
numerical simulation and identify and analyze a potential case in the
long-duration CME measured in situ in 2001 March 19-22. Such events may result
in intense, long-duration geo-magnetic storms, with sawtooth events, and may
sometimes be misidentified as isolated CMEs.
|
[
{
"created": "Wed, 5 Feb 2014 16:07:40 GMT",
"version": "v1"
},
{
"created": "Thu, 27 Mar 2014 14:53:39 GMT",
"version": "v2"
}
] |
2014-03-28
|
[
[
"Lugaz",
"N.",
""
],
[
"Farrugia",
"C. J.",
""
]
] |
[
-0.013531823642551899,
0.010862123221158981,
0.10734175145626068,
0.0590779110789299,
-0.007599067874252796,
-0.02083483338356018,
-0.07260829210281372,
-0.04668477922677994,
0.029843950644135475,
-0.018206654116511345,
-0.0018620827468112111,
-0.0019333097152411938,
0.01757756806910038,
-0.09553017467260361,
0.02787640132009983,
-0.02233082987368107,
-0.01432925183326006,
-0.0470714271068573,
-0.016579490154981613,
0.08770646154880524,
-0.04195322468876839,
0.01580912433564663,
-0.1296541392803192,
0.11450537294149399,
-0.028046460822224617,
0.04195065051317215,
-0.011366228573024273,
-0.07071396708488464,
-0.0747293159365654,
-0.04838785156607628,
0.10517609119415283,
0.02127116359770298,
-0.07343947887420654,
0.020824184641242027,
-0.009922311641275883,
0.050591375678777695,
0.002675094176083803,
-0.03434598818421364,
-0.013253308832645416,
-0.03369716554880142,
0.002072865143418312,
-0.052834562957286835,
0.05552877113223076,
-0.035973697900772095,
0.047467224299907684,
-0.004969513509422541,
0.06517293304204941,
-0.03149229660630226,
0.02314533106982708,
0.037719935178756714,
-0.007912622764706612,
0.020816443488001823,
-0.044839028269052505,
0.03272668644785881,
0.03689286857843399,
0.06926577538251877,
-0.0018273316090926528,
-0.10062532871961594,
0.04690825194120407,
-0.06570550799369812,
0.01689932867884636,
-0.006984869483858347,
-0.03726973012089729,
0.021697085350751877,
0.009165545925498009,
0.03901001065969467,
-0.049871932715177536,
0.026102401316165924,
0.08235268294811249,
0.01851244643330574,
0.06662500649690628,
0.036183714866638184,
-0.09285879880189896,
-0.04229480400681496,
0.023293154314160347,
0.08837603032588959,
-0.010827538557350636,
0.04282134771347046,
0.050570253282785416,
-0.0032957508228719234,
-0.009819233790040016,
0.027372760698199272,
-0.02009965106844902,
-0.06092003360390663,
-0.03944794461131096,
0.02481945790350437,
0.034367647022008896,
0.05595165118575096,
0.0566537007689476,
0.031595561653375626,
0.07942548394203186,
-0.027701638638973236,
-0.06462440639734268,
0.06261253356933594,
0.049851782619953156,
-0.007231187075376511,
0.004902166314423084,
-0.011376629583537579,
0.0529046393930912,
-0.02027728408575058,
0.052153635770082474,
-0.024532418698072433,
-0.09430339932441711,
0.0902518555521965,
0.03683556616306305,
0.05271841585636139,
0.08225958794355392,
-0.10298225283622742,
-0.023510046303272247,
-0.056417036801576614,
0.0029742622282356024,
-0.017848294228315353,
-0.06739670783281326,
-0.08756325393915176,
-0.0059588756412267685,
0.05138419196009636,
0.05532298982143402,
0.0827561467885971,
-0.07059309631586075,
-0.024142136797308922,
0.012354769743978977,
-0.020649010315537453,
0.070353202521801,
0.006479016970843077,
0.00447102589532733,
0.03561847284436226,
0.046714361757040024,
1.0899830142717202e-33,
0.04575351998209953,
-0.06234809011220932,
-0.032540518790483475,
0.06905315071344376,
0.05378979817032814,
0.012728889472782612,
-0.018734976649284363,
0.028981344774365425,
0.024871552363038063,
0.034599628299474716,
-0.08031027764081955,
0.10707675665616989,
0.06563166528940201,
-0.07353653013706207,
-0.07689720392227173,
-0.04088635370135307,
0.06832099705934525,
-0.027281614020466805,
-0.017534367740154266,
-0.02930050902068615,
-0.08977439254522324,
0.06269419938325882,
-0.06543048471212387,
-0.023535415530204773,
-0.012159470468759537,
0.0714169293642044,
0.022486330941319466,
0.05293160676956177,
0.02350570075213909,
0.014370269142091274,
0.038245897740125656,
0.020559212192893028,
-0.03923270106315613,
-0.00016118223720695823,
0.030829444527626038,
0.01750139147043228,
-0.008236497640609741,
-0.019064292311668396,
-0.016967440024018288,
-0.004625117406249046,
-0.012936042621731758,
-0.019886234775185585,
-0.08696451783180237,
-0.025337254628539085,
0.01656896434724331,
-0.07901056855916977,
0.04035643860697746,
-0.06720950454473495,
0.048869647085666656,
-0.007128582801669836,
0.030451536178588867,
0.028419433161616325,
-0.025823155418038368,
0.02816070057451725,
0.09870485961437225,
0.009444651193916798,
0.04556526616215706,
0.01629701629281044,
0.027888834476470947,
0.01962306536734104,
0.0009189734701067209,
0.0070873042568564415,
0.05624677240848541,
-0.06880541890859604,
0.008271131664514542,
-0.007837636396288872,
-0.04334985464811325,
0.06663201004266739,
-0.023212196305394173,
-0.004093573894351721,
0.0646326020359993,
0.02801712416112423,
0.0382114052772522,
-0.062306877225637436,
0.028877519071102142,
-0.07941324263811111,
-0.000050456757890060544,
0.030763106420636177,
0.014274743385612965,
0.08866918832063675,
-0.05560975894331932,
-0.01323418878018856,
0.022008107975125313,
0.02035587839782238,
-0.05053336173295975,
0.07562325894832611,
-0.08274343609809875,
0.02971319854259491,
-0.02386484667658806,
-0.02132207527756691,
-0.0002197696449002251,
0.12534001469612122,
0.06517590582370758,
-0.03496073558926582,
-0.04669594019651413,
-3.7646135960304876e-33,
-0.03521928936243057,
0.007870850153267384,
-0.00030634019640274346,
0.019863590598106384,
-0.062462590634822845,
0.06400518864393234,
0.02116476744413376,
0.09541881829500198,
-0.07640774548053741,
-0.04063451662659645,
-0.03794332221150398,
-0.04884808138012886,
-0.07181259989738464,
-0.05603453516960144,
0.03808064013719559,
-0.018200542777776718,
-0.03233731538057327,
0.003020138945430517,
-0.022694993764162064,
0.054079312831163406,
0.07389463484287262,
-0.058488283306360245,
0.024911656975746155,
-0.02527826465666294,
0.00016521038196515292,
0.04851607233285904,
0.04958431050181389,
0.0004957632627338171,
0.014912963844835758,
-0.03321037068963051,
-0.009920737706124783,
-0.0019790444057434797,
-0.01278550922870636,
0.05272254720330238,
-0.017815545201301575,
0.06302423775196075,
0.0033813822083175182,
-0.031248675659298897,
-0.013373645022511482,
-0.06696902960538864,
-0.06872351467609406,
0.0714620053768158,
0.06674015522003174,
-0.01973482221364975,
0.016416259109973907,
-0.00632628845050931,
0.02415546402335167,
0.14986717700958252,
0.015392271801829338,
0.01686112955212593,
-0.12030220776796341,
-0.06672844290733337,
-0.09156206250190735,
0.11761600524187088,
-0.006320335436612368,
-0.005344354547560215,
0.03245106711983681,
-0.05295630544424057,
0.05005819723010063,
-0.010550033301115036,
0.017018327489495277,
-0.06248984485864639,
0.03562511131167412,
-0.1025613471865654,
-0.019656043499708176,
-0.02079848013818264,
0.032246705144643784,
0.08078497648239136,
-0.07007016241550446,
0.10760408639907837,
0.12550272047519684,
-0.011908757500350475,
-0.07921437919139862,
-0.07782791554927826,
0.04930697754025459,
0.0571352019906044,
0.03853924944996834,
-0.06741859018802643,
-0.021094942465424538,
-0.045444875955581665,
-0.03202877566218376,
0.006646983791142702,
-0.017443271353840828,
-0.030228184536099434,
-0.020463205873966217,
0.005412434693425894,
0.013042734004557133,
-0.139096200466156,
-0.02456844039261341,
0.0343535840511322,
-0.028418276458978653,
0.028106171637773514,
0.060682106763124466,
0.053621936589479446,
-0.03943542018532753,
-5.3651689313483075e-8,
0.022327741608023643,
-0.0039415378123521805,
-0.03889027610421181,
0.007605200633406639,
-0.03070099465548992,
0.020319197326898575,
-0.060513194650411606,
0.007687367964535952,
0.018707305192947388,
-0.03427460044622421,
0.0639263167977333,
-0.08923089504241943,
-0.02636963315308094,
-0.0565439872443676,
-0.022433757781982422,
-0.0030144313350319862,
-0.06556655466556549,
-0.05799484997987747,
-0.001479445956647396,
0.0333903469145298,
0.06280224025249481,
0.07183484733104706,
0.032278236001729965,
-0.03666650131344795,
0.02137788012623787,
0.11173001676797867,
0.02168077975511551,
0.04501986503601074,
-0.047026269137859344,
-0.09354382753372192,
-0.0645676925778389,
-0.05738062411546707,
0.030315402895212173,
-0.01967199705541134,
-0.09727270901203156,
0.04162672534584999,
-0.0028407301288098097,
0.0426236167550087,
0.03688865527510643,
-0.021334340795874596,
-0.024358060210943222,
0.0067184618674218655,
-0.03877544403076172,
-0.010104683227837086,
-0.04881468415260315,
0.06232956424355507,
-0.04936066269874573,
-0.034554194658994675,
-0.07510283589363098,
0.05902613326907158,
-0.05539345741271973,
-0.023046012967824936,
-0.020013300701975822,
0.024293364956974983,
0.005105673335492611,
0.009128048084676266,
-0.023069953545928,
-0.08074846863746643,
0.07501368224620819,
-0.00744022848084569,
-0.0207270085811615,
-0.05741123482584953,
-0.20720957219600677,
-0.0101344408467412
] | null | null | null | null | null | null | null |
[
-0.013531823642551899,
0.010862123221158981,
0.10734175145626068,
0.0590779110789299,
-0.007599067874252796,
-0.02083483338356018,
-0.07260829210281372,
-0.04668477922677994,
0.029843950644135475,
-0.018206654116511345,
-0.0018620827468112111,
-0.0019333097152411938,
0.01757756806910038,
-0.09553017467260361,
0.02787640132009983,
-0.02233082987368107,
-0.01432925183326006,
-0.0470714271068573,
-0.016579490154981613,
0.08770646154880524,
-0.04195322468876839,
0.01580912433564663,
-0.1296541392803192,
0.11450537294149399,
-0.028046460822224617,
0.04195065051317215,
-0.011366228573024273,
-0.07071396708488464,
-0.0747293159365654,
-0.04838785156607628,
0.10517609119415283,
0.02127116359770298,
-0.07343947887420654,
0.020824184641242027,
-0.009922311641275883,
0.050591375678777695,
0.002675094176083803,
-0.03434598818421364,
-0.013253308832645416,
-0.03369716554880142,
0.002072865143418312,
-0.052834562957286835,
0.05552877113223076,
-0.035973697900772095,
0.047467224299907684,
-0.004969513509422541,
0.06517293304204941,
-0.03149229660630226,
0.02314533106982708,
0.037719935178756714,
-0.007912622764706612,
0.020816443488001823,
-0.044839028269052505,
0.03272668644785881,
0.03689286857843399,
0.06926577538251877,
-0.0018273316090926528,
-0.10062532871961594,
0.04690825194120407,
-0.06570550799369812,
0.01689932867884636,
-0.006984869483858347,
-0.03726973012089729,
0.021697085350751877,
0.009165545925498009,
0.03901001065969467,
-0.049871932715177536,
0.026102401316165924,
0.08235268294811249,
0.01851244643330574,
0.06662500649690628,
0.036183714866638184,
-0.09285879880189896,
-0.04229480400681496,
0.023293154314160347,
0.08837603032588959,
-0.010827538557350636,
0.04282134771347046,
0.050570253282785416,
-0.0032957508228719234,
-0.009819233790040016,
0.027372760698199272,
-0.02009965106844902,
-0.06092003360390663,
-0.03944794461131096,
0.02481945790350437,
0.034367647022008896,
0.05595165118575096,
0.0566537007689476,
0.031595561653375626,
0.07942548394203186,
-0.027701638638973236,
-0.06462440639734268,
0.06261253356933594,
0.049851782619953156,
-0.007231187075376511,
0.004902166314423084,
-0.011376629583537579,
0.0529046393930912,
-0.02027728408575058,
0.052153635770082474,
-0.024532418698072433,
-0.09430339932441711,
0.0902518555521965,
0.03683556616306305,
0.05271841585636139,
0.08225958794355392,
-0.10298225283622742,
-0.023510046303272247,
-0.056417036801576614,
0.0029742622282356024,
-0.017848294228315353,
-0.06739670783281326,
-0.08756325393915176,
-0.0059588756412267685,
0.05138419196009636,
0.05532298982143402,
0.0827561467885971,
-0.07059309631586075,
-0.024142136797308922,
0.012354769743978977,
-0.020649010315537453,
0.070353202521801,
0.006479016970843077,
0.00447102589532733,
0.03561847284436226,
0.046714361757040024,
1.0899830142717202e-33,
0.04575351998209953,
-0.06234809011220932,
-0.032540518790483475,
0.06905315071344376,
0.05378979817032814,
0.012728889472782612,
-0.018734976649284363,
0.028981344774365425,
0.024871552363038063,
0.034599628299474716,
-0.08031027764081955,
0.10707675665616989,
0.06563166528940201,
-0.07353653013706207,
-0.07689720392227173,
-0.04088635370135307,
0.06832099705934525,
-0.027281614020466805,
-0.017534367740154266,
-0.02930050902068615,
-0.08977439254522324,
0.06269419938325882,
-0.06543048471212387,
-0.023535415530204773,
-0.012159470468759537,
0.0714169293642044,
0.022486330941319466,
0.05293160676956177,
0.02350570075213909,
0.014370269142091274,
0.038245897740125656,
0.020559212192893028,
-0.03923270106315613,
-0.00016118223720695823,
0.030829444527626038,
0.01750139147043228,
-0.008236497640609741,
-0.019064292311668396,
-0.016967440024018288,
-0.004625117406249046,
-0.012936042621731758,
-0.019886234775185585,
-0.08696451783180237,
-0.025337254628539085,
0.01656896434724331,
-0.07901056855916977,
0.04035643860697746,
-0.06720950454473495,
0.048869647085666656,
-0.007128582801669836,
0.030451536178588867,
0.028419433161616325,
-0.025823155418038368,
0.02816070057451725,
0.09870485961437225,
0.009444651193916798,
0.04556526616215706,
0.01629701629281044,
0.027888834476470947,
0.01962306536734104,
0.0009189734701067209,
0.0070873042568564415,
0.05624677240848541,
-0.06880541890859604,
0.008271131664514542,
-0.007837636396288872,
-0.04334985464811325,
0.06663201004266739,
-0.023212196305394173,
-0.004093573894351721,
0.0646326020359993,
0.02801712416112423,
0.0382114052772522,
-0.062306877225637436,
0.028877519071102142,
-0.07941324263811111,
-0.000050456757890060544,
0.030763106420636177,
0.014274743385612965,
0.08866918832063675,
-0.05560975894331932,
-0.01323418878018856,
0.022008107975125313,
0.02035587839782238,
-0.05053336173295975,
0.07562325894832611,
-0.08274343609809875,
0.02971319854259491,
-0.02386484667658806,
-0.02132207527756691,
-0.0002197696449002251,
0.12534001469612122,
0.06517590582370758,
-0.03496073558926582,
-0.04669594019651413,
-3.7646135960304876e-33,
-0.03521928936243057,
0.007870850153267384,
-0.00030634019640274346,
0.019863590598106384,
-0.062462590634822845,
0.06400518864393234,
0.02116476744413376,
0.09541881829500198,
-0.07640774548053741,
-0.04063451662659645,
-0.03794332221150398,
-0.04884808138012886,
-0.07181259989738464,
-0.05603453516960144,
0.03808064013719559,
-0.018200542777776718,
-0.03233731538057327,
0.003020138945430517,
-0.022694993764162064,
0.054079312831163406,
0.07389463484287262,
-0.058488283306360245,
0.024911656975746155,
-0.02527826465666294,
0.00016521038196515292,
0.04851607233285904,
0.04958431050181389,
0.0004957632627338171,
0.014912963844835758,
-0.03321037068963051,
-0.009920737706124783,
-0.0019790444057434797,
-0.01278550922870636,
0.05272254720330238,
-0.017815545201301575,
0.06302423775196075,
0.0033813822083175182,
-0.031248675659298897,
-0.013373645022511482,
-0.06696902960538864,
-0.06872351467609406,
0.0714620053768158,
0.06674015522003174,
-0.01973482221364975,
0.016416259109973907,
-0.00632628845050931,
0.02415546402335167,
0.14986717700958252,
0.015392271801829338,
0.01686112955212593,
-0.12030220776796341,
-0.06672844290733337,
-0.09156206250190735,
0.11761600524187088,
-0.006320335436612368,
-0.005344354547560215,
0.03245106711983681,
-0.05295630544424057,
0.05005819723010063,
-0.010550033301115036,
0.017018327489495277,
-0.06248984485864639,
0.03562511131167412,
-0.1025613471865654,
-0.019656043499708176,
-0.02079848013818264,
0.032246705144643784,
0.08078497648239136,
-0.07007016241550446,
0.10760408639907837,
0.12550272047519684,
-0.011908757500350475,
-0.07921437919139862,
-0.07782791554927826,
0.04930697754025459,
0.0571352019906044,
0.03853924944996834,
-0.06741859018802643,
-0.021094942465424538,
-0.045444875955581665,
-0.03202877566218376,
0.006646983791142702,
-0.017443271353840828,
-0.030228184536099434,
-0.020463205873966217,
0.005412434693425894,
0.013042734004557133,
-0.139096200466156,
-0.02456844039261341,
0.0343535840511322,
-0.028418276458978653,
0.028106171637773514,
0.060682106763124466,
0.053621936589479446,
-0.03943542018532753,
-5.3651689313483075e-8,
0.022327741608023643,
-0.0039415378123521805,
-0.03889027610421181,
0.007605200633406639,
-0.03070099465548992,
0.020319197326898575,
-0.060513194650411606,
0.007687367964535952,
0.018707305192947388,
-0.03427460044622421,
0.0639263167977333,
-0.08923089504241943,
-0.02636963315308094,
-0.0565439872443676,
-0.022433757781982422,
-0.0030144313350319862,
-0.06556655466556549,
-0.05799484997987747,
-0.001479445956647396,
0.0333903469145298,
0.06280224025249481,
0.07183484733104706,
0.032278236001729965,
-0.03666650131344795,
0.02137788012623787,
0.11173001676797867,
0.02168077975511551,
0.04501986503601074,
-0.047026269137859344,
-0.09354382753372192,
-0.0645676925778389,
-0.05738062411546707,
0.030315402895212173,
-0.01967199705541134,
-0.09727270901203156,
0.04162672534584999,
-0.0028407301288098097,
0.0426236167550087,
0.03688865527510643,
-0.021334340795874596,
-0.024358060210943222,
0.0067184618674218655,
-0.03877544403076172,
-0.010104683227837086,
-0.04881468415260315,
0.06232956424355507,
-0.04936066269874573,
-0.034554194658994675,
-0.07510283589363098,
0.05902613326907158,
-0.05539345741271973,
-0.023046012967824936,
-0.020013300701975822,
0.024293364956974983,
0.005105673335492611,
0.009128048084676266,
-0.023069953545928,
-0.08074846863746643,
0.07501368224620819,
-0.00744022848084569,
-0.0207270085811615,
-0.05741123482584953,
-0.20720957219600677,
-0.0101344408467412
] |
1402.1076
|
Aaron Bohy
|
Aaron Bohy, V\'eronique Bruy\`ere and Jean-Fran\c{c}ois Raskin
|
Symblicit algorithms for optimal strategy synthesis in monotonic Markov
decision processes (extended version)
| null | null | null | null |
cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
When treating Markov decision processes (MDPs) with large state spaces, using
explicit representations quickly becomes unfeasible. Lately, Wimmer et al. have
proposed a so-called symblicit algorithm for the synthesis of optimal
strategies in MDPs, in the quantitative setting of expected mean-payoff. This
algorithm, based on the strategy iteration algorithm of Howard and Veinott,
efficiently combines symbolic and explicit data structures, and uses binary
decision diagrams as symbolic representation. The aim of this paper is to show
that the new data structure of pseudo-antichains (an extension of antichains)
provides another interesting alternative, especially for the class of monotonic
MDPs. We design efficient pseudo-antichain based symblicit algorithms (with
open source implementations) for two quantitative settings: the expected
mean-payoff and the stochastic shortest path. For two practical applications
coming from automated planning and LTL synthesis, we report promising
experimental results w.r.t. both the run time and the memory consumption.
|
[
{
"created": "Wed, 5 Feb 2014 16:22:41 GMT",
"version": "v1"
},
{
"created": "Fri, 25 Apr 2014 07:07:53 GMT",
"version": "v2"
},
{
"created": "Fri, 20 Jun 2014 07:25:47 GMT",
"version": "v3"
}
] |
2014-06-23
|
[
[
"Bohy",
"Aaron",
""
],
[
"Bruyère",
"Véronique",
""
],
[
"Raskin",
"Jean-François",
""
]
] |
[
-0.009855109266936779,
0.0536772683262825,
-0.005407428368926048,
-0.11142105609178543,
-0.01928923837840557,
-0.09426602721214294,
-0.058323197066783905,
0.020237142220139503,
0.06385581940412521,
0.0806410014629364,
-0.026347685605287552,
0.013295890763401985,
0.07928511500358582,
0.010004274547100067,
0.02909492887556553,
0.0668281614780426,
-0.032587867230176926,
0.03565603867173195,
0.08653347194194794,
0.00688518863171339,
-0.02426951564848423,
-0.005260291509330273,
0.03209485486149788,
0.002098120516166091,
0.058466602116823196,
0.019511274993419647,
0.025841321796178818,
0.008375173434615135,
-0.041879307478666306,
-0.007269621826708317,
0.08486834168434143,
0.0168781578540802,
0.08014413714408875,
-0.12017759680747986,
-0.0108382822945714,
0.11812686920166016,
-0.03605172038078308,
0.021677829325199127,
-0.05382053181529045,
-0.068510502576828,
-0.018138205632567406,
-0.012800103984773159,
0.018435873091220856,
-0.013519392348825932,
-0.07856951653957367,
0.02846427448093891,
-0.005689369980245829,
-0.004843260161578655,
0.002438461408019066,
-0.03670249506831169,
0.01754123531281948,
0.06310933828353882,
-0.046063393354415894,
0.016628023236989975,
0.029923994094133377,
0.050375163555145264,
-0.050924353301525116,
-0.04618879035115242,
-0.028684884309768677,
-0.0929783508181572,
-0.0135961240157485,
-0.015461752191185951,
-0.025644628331065178,
-0.021714726462960243,
-0.027230989187955856,
0.07488890737295151,
0.05652060732245445,
0.03633832186460495,
0.05197959765791893,
0.09001827239990234,
-0.03488631546497345,
-0.0148599399253726,
-0.04195405915379524,
0.000312324904371053,
0.000051831022574333474,
0.01915796473622322,
0.01739322766661644,
-0.03924012929201126,
-0.008513867855072021,
-0.0737634152173996,
-0.08404270559549332,
0.04130895808339119,
0.06031934916973114,
0.006877576466649771,
0.06437251716852188,
-0.01303085032850504,
0.03375926613807678,
0.06756109744310379,
0.14622679352760315,
-0.025545815005898476,
0.019276894629001617,
0.039199892431497574,
0.019460488110780716,
-0.05774796009063721,
0.05434015020728111,
0.027869418263435364,
-0.035561300814151764,
0.024939266964793205,
-0.013376716524362564,
0.07844405621290207,
0.06523923575878143,
0.03645644336938858,
-0.00481801200658083,
-0.06333650648593903,
0.09979197382926941,
-0.05805044621229172,
-0.024858469143509865,
-0.005611035972833633,
0.01956952176988125,
-0.08886945247650146,
0.01985643059015274,
0.018091488629579544,
0.0044422154314816,
-0.030786365270614624,
-0.08954236656427383,
0.0853671133518219,
-0.03810063377022743,
-0.023204781115055084,
-0.0367543064057827,
0.032830968499183655,
-0.015094338916242123,
-0.01254707109183073,
-0.0076295360922813416,
0.10568398237228394,
0.021234437823295593,
-0.050573017448186874,
-0.05084541067481041,
-5.286136680659771e-35,
-0.0897737592458725,
-0.03844371438026428,
0.13726425170898438,
-0.11470960080623627,
0.05872706323862076,
0.007833706215023994,
0.039831094443798065,
-0.02321114018559456,
-0.0464487262070179,
0.0382375530898571,
-0.01579652540385723,
-0.07003282010555267,
-0.0445956327021122,
0.05937851220369339,
0.06834258884191513,
-0.11911965906620026,
-0.025461595505475998,
-0.002251706551760435,
0.002296364400535822,
-0.11070575565099716,
0.018728844821453094,
0.018563559278845787,
-0.029627609997987747,
-0.0460798479616642,
0.05738350376486778,
0.0027061840519309044,
-0.01781480759382248,
0.0027747403364628553,
0.06838848441839218,
0.007420707959681749,
-0.04572316259145737,
-0.02269199676811695,
-0.08137324452400208,
0.07180000096559525,
-0.002003792906180024,
0.01639385335147381,
-0.0908341333270073,
-0.037007443606853485,
0.02205272950232029,
0.004100733436644077,
0.01656896248459816,
-0.027480773627758026,
-0.03351243957877159,
0.0522235669195652,
-0.07351572066545486,
-0.0243590846657753,
-0.02136009745299816,
0.009747243486344814,
-0.0019312882795929909,
-0.019679373130202293,
0.10188961774110794,
-0.014158853329718113,
-0.023223957046866417,
-0.00534010399132967,
-0.07081436365842819,
-0.024489056318998337,
0.008324120193719864,
0.04615262150764465,
-0.05803436413407326,
0.14789241552352905,
0.00041059855720959604,
-0.004303238354623318,
0.0032047342974692583,
0.030241623520851135,
-0.1005186066031456,
0.09200254827737808,
-0.026025375351309776,
-0.04821472242474556,
0.10531499236822128,
0.0035449194256216288,
0.003922277595847845,
0.04047078639268875,
0.07356993854045868,
0.0030588870868086815,
0.071009062230587,
0.0051632714457809925,
0.010214471258223057,
-0.036693230271339417,
-0.03571341559290886,
0.024988634511828423,
-0.05511399358510971,
0.06519261002540588,
-0.06798084080219269,
0.02386358380317688,
0.09666317701339722,
-0.07866959273815155,
-0.05610767379403114,
-0.11354070156812668,
-0.03259540721774101,
-0.07264528423547745,
-0.02980622835457325,
-0.048553865402936935,
-0.058136072009801865,
0.05347936227917671,
-0.03740828111767769,
-2.3803099388578984e-33,
-0.012032945640385151,
-0.06444630026817322,
0.14226776361465454,
0.045328833162784576,
-0.03421016037464142,
-0.09668773412704468,
-0.021457480266690254,
-0.073760487139225,
0.05019885301589966,
0.01195464190095663,
-0.028623251244425774,
-0.0005938099347986281,
0.032902732491493225,
-0.02188037894666195,
0.07613074034452438,
-0.029491912573575974,
0.055457234382629395,
-0.0007928343256935477,
0.02577022835612297,
0.03133988752961159,
0.0009537363075651228,
0.12482944875955582,
-0.07187311351299286,
0.012729518115520477,
0.08230936527252197,
0.011984617449343204,
0.014014966785907745,
0.030345836654305458,
0.05390702560544014,
-0.008094246499240398,
-0.08357007056474686,
0.004013482481241226,
-0.041730847209692,
-0.040599748492240906,
-0.006261525209993124,
-0.023029915988445282,
-0.024509863927960396,
0.043103817850351334,
-0.029306625947356224,
0.04322672262787819,
0.011756782419979572,
-0.0547468438744545,
-0.02850368805229664,
-0.008635704405605793,
0.023713799193501472,
0.0008836392662487924,
-0.12367633730173111,
0.061656732112169266,
0.061137665063142776,
-0.06944039463996887,
-0.013076528906822205,
0.05326404422521591,
0.0108766695484519,
0.04562683403491974,
-0.012652134522795677,
0.02488238364458084,
-0.1178731620311737,
0.03447306901216507,
0.12292373180389404,
-0.013013693504035473,
-0.049246691167354584,
-0.010649365372955799,
0.05732351541519165,
0.03976992145180702,
0.011842470616102219,
-0.008510509505867958,
-0.056726664304733276,
-0.06515973061323166,
0.008077170699834824,
-0.019371850416064262,
0.0032602520659565926,
0.0798225998878479,
-0.07419943809509277,
0.010051826015114784,
0.08343599736690521,
0.01840514875948429,
0.02281360886991024,
-0.014733337797224522,
0.04003911465406418,
0.017885738983750343,
-0.020260803401470184,
0.05496486276388168,
0.009296981617808342,
0.03548964858055115,
-0.06637268513441086,
-0.011911625973880291,
0.059013526886701584,
-0.003733712946996093,
-0.00369774317368865,
-0.007987136021256447,
0.029507892206311226,
0.022782761603593826,
0.07965169847011566,
0.122556172311306,
-0.09336960315704346,
-4.4941923960095664e-8,
0.01269057858735323,
-0.06072116643190384,
0.09019385278224945,
-0.03432488813996315,
0.12748639285564423,
0.04246973991394043,
-0.01653936691582203,
-0.01321425661444664,
-0.027812428772449493,
-0.040594205260276794,
0.03364237770438194,
0.05490148067474365,
-0.06013147532939911,
-0.06101659685373306,
-0.08830671012401581,
0.021974686533212662,
0.016692696139216423,
-0.07112187147140503,
-0.05927981808781624,
-0.019474362954497337,
-0.02554062195122242,
0.039965610951185226,
-0.06676974892616272,
0.021544625982642174,
0.05582500994205475,
-0.04108976572751999,
0.029499419033527374,
0.003796412842348218,
0.08384863287210464,
0.018549500033259392,
0.02225533500313759,
0.03425063565373421,
0.07377844303846359,
0.09411528706550598,
0.014190148562192917,
0.011325953528285027,
-0.026560693979263306,
0.027879532426595688,
-0.010309230536222458,
-0.016003377735614777,
-0.04403669387102127,
0.0011960946721956134,
0.004795810207724571,
-0.022549914196133614,
-0.005484447348862886,
-0.024238498881459236,
-0.056869152933359146,
0.009178005158901215,
-0.03682255372405052,
-0.04848261922597885,
0.039019014686346054,
0.03676219657063484,
-0.019122540950775146,
-0.018329991027712822,
0.024295004084706306,
0.016582680866122246,
-0.03263688087463379,
-0.04775954782962799,
0.012382975779473782,
0.010298794135451317,
-0.028642036020755768,
-0.052581947296857834,
0.024831319227814674,
-0.0037593308370560408
] | null | null | null | null | null | null | null |
[
-0.009855109266936779,
0.0536772683262825,
-0.005407428368926048,
-0.11142105609178543,
-0.01928923837840557,
-0.09426602721214294,
-0.058323197066783905,
0.020237142220139503,
0.06385581940412521,
0.0806410014629364,
-0.026347685605287552,
0.013295890763401985,
0.07928511500358582,
0.010004274547100067,
0.02909492887556553,
0.0668281614780426,
-0.032587867230176926,
0.03565603867173195,
0.08653347194194794,
0.00688518863171339,
-0.02426951564848423,
-0.005260291509330273,
0.03209485486149788,
0.002098120516166091,
0.058466602116823196,
0.019511274993419647,
0.025841321796178818,
0.008375173434615135,
-0.041879307478666306,
-0.007269621826708317,
0.08486834168434143,
0.0168781578540802,
0.08014413714408875,
-0.12017759680747986,
-0.0108382822945714,
0.11812686920166016,
-0.03605172038078308,
0.021677829325199127,
-0.05382053181529045,
-0.068510502576828,
-0.018138205632567406,
-0.012800103984773159,
0.018435873091220856,
-0.013519392348825932,
-0.07856951653957367,
0.02846427448093891,
-0.005689369980245829,
-0.004843260161578655,
0.002438461408019066,
-0.03670249506831169,
0.01754123531281948,
0.06310933828353882,
-0.046063393354415894,
0.016628023236989975,
0.029923994094133377,
0.050375163555145264,
-0.050924353301525116,
-0.04618879035115242,
-0.028684884309768677,
-0.0929783508181572,
-0.0135961240157485,
-0.015461752191185951,
-0.025644628331065178,
-0.021714726462960243,
-0.027230989187955856,
0.07488890737295151,
0.05652060732245445,
0.03633832186460495,
0.05197959765791893,
0.09001827239990234,
-0.03488631546497345,
-0.0148599399253726,
-0.04195405915379524,
0.000312324904371053,
0.000051831022574333474,
0.01915796473622322,
0.01739322766661644,
-0.03924012929201126,
-0.008513867855072021,
-0.0737634152173996,
-0.08404270559549332,
0.04130895808339119,
0.06031934916973114,
0.006877576466649771,
0.06437251716852188,
-0.01303085032850504,
0.03375926613807678,
0.06756109744310379,
0.14622679352760315,
-0.025545815005898476,
0.019276894629001617,
0.039199892431497574,
0.019460488110780716,
-0.05774796009063721,
0.05434015020728111,
0.027869418263435364,
-0.035561300814151764,
0.024939266964793205,
-0.013376716524362564,
0.07844405621290207,
0.06523923575878143,
0.03645644336938858,
-0.00481801200658083,
-0.06333650648593903,
0.09979197382926941,
-0.05805044621229172,
-0.024858469143509865,
-0.005611035972833633,
0.01956952176988125,
-0.08886945247650146,
0.01985643059015274,
0.018091488629579544,
0.0044422154314816,
-0.030786365270614624,
-0.08954236656427383,
0.0853671133518219,
-0.03810063377022743,
-0.023204781115055084,
-0.0367543064057827,
0.032830968499183655,
-0.015094338916242123,
-0.01254707109183073,
-0.0076295360922813416,
0.10568398237228394,
0.021234437823295593,
-0.050573017448186874,
-0.05084541067481041,
-5.286136680659771e-35,
-0.0897737592458725,
-0.03844371438026428,
0.13726425170898438,
-0.11470960080623627,
0.05872706323862076,
0.007833706215023994,
0.039831094443798065,
-0.02321114018559456,
-0.0464487262070179,
0.0382375530898571,
-0.01579652540385723,
-0.07003282010555267,
-0.0445956327021122,
0.05937851220369339,
0.06834258884191513,
-0.11911965906620026,
-0.025461595505475998,
-0.002251706551760435,
0.002296364400535822,
-0.11070575565099716,
0.018728844821453094,
0.018563559278845787,
-0.029627609997987747,
-0.0460798479616642,
0.05738350376486778,
0.0027061840519309044,
-0.01781480759382248,
0.0027747403364628553,
0.06838848441839218,
0.007420707959681749,
-0.04572316259145737,
-0.02269199676811695,
-0.08137324452400208,
0.07180000096559525,
-0.002003792906180024,
0.01639385335147381,
-0.0908341333270073,
-0.037007443606853485,
0.02205272950232029,
0.004100733436644077,
0.01656896248459816,
-0.027480773627758026,
-0.03351243957877159,
0.0522235669195652,
-0.07351572066545486,
-0.0243590846657753,
-0.02136009745299816,
0.009747243486344814,
-0.0019312882795929909,
-0.019679373130202293,
0.10188961774110794,
-0.014158853329718113,
-0.023223957046866417,
-0.00534010399132967,
-0.07081436365842819,
-0.024489056318998337,
0.008324120193719864,
0.04615262150764465,
-0.05803436413407326,
0.14789241552352905,
0.00041059855720959604,
-0.004303238354623318,
0.0032047342974692583,
0.030241623520851135,
-0.1005186066031456,
0.09200254827737808,
-0.026025375351309776,
-0.04821472242474556,
0.10531499236822128,
0.0035449194256216288,
0.003922277595847845,
0.04047078639268875,
0.07356993854045868,
0.0030588870868086815,
0.071009062230587,
0.0051632714457809925,
0.010214471258223057,
-0.036693230271339417,
-0.03571341559290886,
0.024988634511828423,
-0.05511399358510971,
0.06519261002540588,
-0.06798084080219269,
0.02386358380317688,
0.09666317701339722,
-0.07866959273815155,
-0.05610767379403114,
-0.11354070156812668,
-0.03259540721774101,
-0.07264528423547745,
-0.02980622835457325,
-0.048553865402936935,
-0.058136072009801865,
0.05347936227917671,
-0.03740828111767769,
-2.3803099388578984e-33,
-0.012032945640385151,
-0.06444630026817322,
0.14226776361465454,
0.045328833162784576,
-0.03421016037464142,
-0.09668773412704468,
-0.021457480266690254,
-0.073760487139225,
0.05019885301589966,
0.01195464190095663,
-0.028623251244425774,
-0.0005938099347986281,
0.032902732491493225,
-0.02188037894666195,
0.07613074034452438,
-0.029491912573575974,
0.055457234382629395,
-0.0007928343256935477,
0.02577022835612297,
0.03133988752961159,
0.0009537363075651228,
0.12482944875955582,
-0.07187311351299286,
0.012729518115520477,
0.08230936527252197,
0.011984617449343204,
0.014014966785907745,
0.030345836654305458,
0.05390702560544014,
-0.008094246499240398,
-0.08357007056474686,
0.004013482481241226,
-0.041730847209692,
-0.040599748492240906,
-0.006261525209993124,
-0.023029915988445282,
-0.024509863927960396,
0.043103817850351334,
-0.029306625947356224,
0.04322672262787819,
0.011756782419979572,
-0.0547468438744545,
-0.02850368805229664,
-0.008635704405605793,
0.023713799193501472,
0.0008836392662487924,
-0.12367633730173111,
0.061656732112169266,
0.061137665063142776,
-0.06944039463996887,
-0.013076528906822205,
0.05326404422521591,
0.0108766695484519,
0.04562683403491974,
-0.012652134522795677,
0.02488238364458084,
-0.1178731620311737,
0.03447306901216507,
0.12292373180389404,
-0.013013693504035473,
-0.049246691167354584,
-0.010649365372955799,
0.05732351541519165,
0.03976992145180702,
0.011842470616102219,
-0.008510509505867958,
-0.056726664304733276,
-0.06515973061323166,
0.008077170699834824,
-0.019371850416064262,
0.0032602520659565926,
0.0798225998878479,
-0.07419943809509277,
0.010051826015114784,
0.08343599736690521,
0.01840514875948429,
0.02281360886991024,
-0.014733337797224522,
0.04003911465406418,
0.017885738983750343,
-0.020260803401470184,
0.05496486276388168,
0.009296981617808342,
0.03548964858055115,
-0.06637268513441086,
-0.011911625973880291,
0.059013526886701584,
-0.003733712946996093,
-0.00369774317368865,
-0.007987136021256447,
0.029507892206311226,
0.022782761603593826,
0.07965169847011566,
0.122556172311306,
-0.09336960315704346,
-4.4941923960095664e-8,
0.01269057858735323,
-0.06072116643190384,
0.09019385278224945,
-0.03432488813996315,
0.12748639285564423,
0.04246973991394043,
-0.01653936691582203,
-0.01321425661444664,
-0.027812428772449493,
-0.040594205260276794,
0.03364237770438194,
0.05490148067474365,
-0.06013147532939911,
-0.06101659685373306,
-0.08830671012401581,
0.021974686533212662,
0.016692696139216423,
-0.07112187147140503,
-0.05927981808781624,
-0.019474362954497337,
-0.02554062195122242,
0.039965610951185226,
-0.06676974892616272,
0.021544625982642174,
0.05582500994205475,
-0.04108976572751999,
0.029499419033527374,
0.003796412842348218,
0.08384863287210464,
0.018549500033259392,
0.02225533500313759,
0.03425063565373421,
0.07377844303846359,
0.09411528706550598,
0.014190148562192917,
0.011325953528285027,
-0.026560693979263306,
0.027879532426595688,
-0.010309230536222458,
-0.016003377735614777,
-0.04403669387102127,
0.0011960946721956134,
0.004795810207724571,
-0.022549914196133614,
-0.005484447348862886,
-0.024238498881459236,
-0.056869152933359146,
0.009178005158901215,
-0.03682255372405052,
-0.04848261922597885,
0.039019014686346054,
0.03676219657063484,
-0.019122540950775146,
-0.018329991027712822,
0.024295004084706306,
0.016582680866122246,
-0.03263688087463379,
-0.04775954782962799,
0.012382975779473782,
0.010298794135451317,
-0.028642036020755768,
-0.052581947296857834,
0.024831319227814674,
-0.0037593308370560408
] |
1402.1077
|
Ricardo Martinez-Garcia
|
Ricardo Martinez-Garcia, Justin M. Calabrese, E. Hernandez-Garcia, C.
Lopez
|
Minimal mechanisms for vegetation patterns in semiarid regions
|
8 pages, 4 figures
|
Phil. Trans. R. Soc. A 28 October 2014 vol. 372 no. 2027 20140068
|
10.1098/rsta.2014.0068
| null |
q-bio.PE nlin.PS physics.bio-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The minimal ecological requirements for formation of regular vegetation
patterns in semiarid systems have been recently questioned. Against the general
belief that a combination of facilitative and competitive interactions is
necessary, recent theoretical studies suggest that, under broad conditions,
nonlocal competition among plants alone may induce patterns. In this paper, we
review results along this line, presenting a series of models that yield
spatial patterns when finite-range competition is the only driving force. A
preliminary derivation of this type of model from a more detailed one that
considers water-biomass dynamics is also presented. Keywords: Vegetation
patterns, nonlocal interactions
|
[
{
"created": "Wed, 5 Feb 2014 16:23:43 GMT",
"version": "v1"
},
{
"created": "Mon, 8 Sep 2014 13:00:40 GMT",
"version": "v2"
}
] |
2014-09-24
|
[
[
"Martinez-Garcia",
"Ricardo",
""
],
[
"Calabrese",
"Justin M.",
""
],
[
"Hernandez-Garcia",
"E.",
""
],
[
"Lopez",
"C.",
""
]
] |
[
0.04762598127126694,
-0.027505652979016304,
0.03357924520969391,
-0.0025336272083222866,
0.035339128226041794,
0.033373575657606125,
-0.04643133282661438,
-0.07317052781581879,
0.04008958116173744,
0.03857076168060303,
-0.021732106804847717,
-0.06734536588191986,
-0.00042639573803171515,
0.04156093671917915,
0.028124146163463593,
-0.04388011619448662,
-0.07543420046567917,
-0.022116024047136307,
-0.05970662832260132,
0.0634094625711441,
0.07943892478942871,
0.006471073720604181,
-0.03159783408045769,
0.03535943478345871,
0.00460703345015645,
-0.08771034330129623,
-0.018439916893839836,
0.057762958109378815,
0.05300220474600792,
-0.0011448978912085295,
0.007704874966293573,
0.07249797135591507,
0.017492657527327538,
-0.0016381654422730207,
-0.002954139607027173,
-0.015149501152336597,
-0.019874639809131622,
-0.040848392993211746,
-0.04121148958802223,
0.05807885527610779,
0.01713685318827629,
-0.05302100256085396,
0.015122869983315468,
-0.005704362876713276,
-0.009029466658830643,
-0.05032765492796898,
0.0002045766159426421,
-0.00589533569291234,
-0.012664440087974072,
-0.13240870833396912,
-0.02764192782342434,
-0.028487306088209152,
-0.07360818237066269,
-0.0001902114599943161,
-0.03199684992432594,
0.00245225103572011,
0.09028524160385132,
0.01840638555586338,
0.03865308687090874,
-0.09674319624900818,
0.09208942949771881,
0.011059235781431198,
-0.06384559720754623,
-0.0076946355402469635,
0.04758767783641815,
-0.01209326647222042,
-0.16575483977794647,
0.0488448329269886,
0.07259923964738846,
0.03818280249834061,
-0.018834039568901062,
-0.010262023657560349,
-0.05396947264671326,
-0.020922552794218063,
0.06588245183229446,
-0.05314844846725464,
-0.12222299724817276,
0.10489343106746674,
-0.0010454615112394094,
-0.022862043231725693,
0.013154620304703712,
0.0031388127245008945,
-0.007002597209066153,
-0.015441535972058773,
-0.013490288518369198,
-0.03375518321990967,
-0.014829013496637344,
-0.01572573557496071,
0.1445179432630539,
-0.08178079128265381,
0.036155782639980316,
0.0626610517501831,
-0.05454207584261894,
-0.061693500727415085,
-0.04846144840121269,
0.051999662071466446,
0.09424957633018494,
-0.13786031305789948,
0.09749366343021393,
0.015914568677544594,
-0.016272570937871933,
-0.032507482916116714,
-0.003075376618653536,
0.013958615250885487,
0.1000618264079094,
0.0037150229327380657,
-0.06909970194101334,
-0.013817093335092068,
0.007791243027895689,
0.04852718859910965,
0.017664335668087006,
0.0013909083791077137,
-0.01570259965956211,
0.14753660559654236,
-0.07170262187719345,
0.017053872346878052,
0.04380254074931145,
-0.04278458654880524,
-0.025591405108571053,
-0.012830253690481186,
-0.012356986291706562,
-0.08123099058866501,
-0.06439252942800522,
0.01941755600273609,
0.03867664188146591,
0.08416961878538132,
-0.08366337418556213,
9.707166227533216e-34,
0.008916034363210201,
-0.12938177585601807,
-0.05299195647239685,
-0.0012525386409834027,
-0.03903923183679581,
-0.08401373773813248,
-0.08185046911239624,
-0.051684197038412094,
-0.021579712629318237,
0.0163635965436697,
-0.10218468308448792,
0.10693974047899246,
0.005690259393304586,
0.07373439520597458,
0.05436556786298752,
-0.025258423760533333,
0.005729649215936661,
-0.013119525276124477,
0.012260041199624538,
-0.023447567597031593,
-0.08254837244749069,
0.007062937133014202,
-0.080116406083107,
-0.044953588396310806,
-0.013071782886981964,
-0.049011990427970886,
0.04477977380156517,
-0.048889268189668655,
0.02418084256350994,
-0.006878334563225508,
0.09925901889801025,
-0.010942348279058933,
0.02569177933037281,
0.06169746071100235,
0.12768957018852234,
0.0812893733382225,
0.06500183045864105,
0.004596000537276268,
0.017623960971832275,
0.05099526792764664,
0.012078996747732162,
0.02709607407450676,
0.03572569787502289,
-0.03190121799707413,
0.04956598952412605,
0.008970556780695915,
0.12561307847499847,
0.043695755302906036,
-0.06121324002742767,
-0.021705709397792816,
-0.02827298827469349,
0.07151243090629578,
0.009303298778831959,
-0.04158167541027069,
0.007516405079513788,
0.02423713356256485,
0.0461839996278286,
0.007965519092977047,
-0.0754709467291832,
0.05511980503797531,
-0.032414283603429794,
-0.0459807813167572,
0.038361404091119766,
-0.016606716439127922,
0.05773505941033363,
-0.010123660787940025,
-0.009459367021918297,
0.01958775892853737,
0.012538246810436249,
-0.01458070706576109,
0.04315953701734543,
0.035916659981012344,
-0.032882653176784515,
-0.0329374223947525,
0.07531747967004776,
-0.05170673877000809,
0.023439565673470497,
0.03784351795911789,
-0.06802066415548325,
0.03306286782026291,
-0.0010889177210628986,
-0.025349045172333717,
-0.07102576643228531,
-0.016918716952204704,
-0.06180637329816818,
-0.02138080820441246,
-0.02724004164338112,
-0.018638094887137413,
-0.06483297049999237,
-0.028301043435931206,
0.03522443771362305,
0.021602176129817963,
0.04153696075081825,
-0.012919067405164242,
0.11881979554891586,
-3.447755053004509e-33,
0.04487418383359909,
-0.002370251342654228,
-0.013381457887589931,
0.017536332830786705,
0.01959920860826969,
0.058768123388290405,
-0.027882706373929977,
-0.008132639341056347,
0.0033312952145934105,
-0.007384418975561857,
0.0024400679394602776,
0.17892132699489594,
0.05698930472135544,
0.026046371087431908,
-0.006870274897664785,
-0.08513744920492172,
0.053363606333732605,
0.026370543986558914,
0.038244616240262985,
-0.006267826072871685,
-0.04137450084090233,
-0.03913804516196251,
0.035205673426389694,
-0.05087878555059433,
-0.010519174858927727,
-0.0032833844888955355,
-0.06211679428815842,
0.03149941936135292,
-0.09450220316648483,
0.04437173157930374,
-0.01509825512766838,
-0.07045155763626099,
-0.004280553665012121,
0.00905806664377451,
-0.0663575530052185,
0.06529755890369415,
-0.04252692312002182,
-0.025181761011481285,
-0.05670763552188873,
0.013790782541036606,
-0.01768723502755165,
-0.08044863492250443,
0.06807666271924973,
-0.05932745710015297,
0.01232451293617487,
-0.09231164306402206,
-0.022259291261434555,
0.02432585135102272,
0.004861901979893446,
0.025755304843187332,
0.001354722771793604,
0.051257453858852386,
-0.011625283397734165,
0.01549546793103218,
-0.024754876270890236,
0.03747120499610901,
0.024996653199195862,
0.0598449632525444,
-0.08587899804115295,
0.0018408646574243903,
0.0072858030907809734,
0.021636616438627243,
0.0015405492158606648,
-0.010947964154183865,
0.00679063843563199,
0.020718691870570183,
-0.0594870001077652,
0.009495671838521957,
0.09284311532974243,
-0.030936526134610176,
-0.01712062768638134,
0.04674246907234192,
0.04278385266661644,
0.007543116807937622,
-0.015791604295372963,
0.010833804495632648,
0.011922554112970829,
-0.051396872848272324,
-0.017445245757699013,
0.021942410618066788,
-0.0427243672311306,
0.1271556168794632,
-0.008038016967475414,
-0.007269056048244238,
-0.06254633516073227,
-0.024437395855784416,
-0.10941973328590393,
-0.07981785386800766,
0.010578540153801441,
0.05306108295917511,
0.09027116745710373,
-0.07887061685323715,
0.08504103869199753,
-0.02163662202656269,
0.06119924038648605,
-4.15453094149143e-8,
-0.06766417622566223,
0.02217935025691986,
0.0761973187327385,
0.00574452243745327,
-0.02656225860118866,
-0.011148705147206783,
0.0752151757478714,
-0.06923504173755646,
-0.007730895187705755,
0.05736197531223297,
-0.011247246526181698,
-0.023497676476836205,
0.021863186731934547,
0.018124321475625038,
0.013798019848763943,
0.0010161863174289465,
0.08612317591905594,
-0.019048159942030907,
-0.08237423747777939,
0.016462460160255432,
-0.012809564359486103,
-0.033173177391290665,
-0.11529305577278137,
0.08090434968471527,
0.019529888406395912,
0.013490685261785984,
-0.024022290483117104,
-0.03930765390396118,
0.033588189631700516,
0.027617793530225754,
0.062282923609018326,
0.010001631453633308,
0.004939551930874586,
0.08965963870286942,
-0.07073207944631577,
0.04670171067118645,
-0.11464542150497437,
0.031509146094322205,
-0.032706957310438156,
-0.07284225523471832,
0.018143748864531517,
0.02096056006848812,
-0.03731376305222511,
-0.02812974900007248,
0.017761830240488052,
0.09770749509334564,
-0.01289007905870676,
-0.06026702746748924,
0.06989369541406631,
0.02764132060110569,
0.04962363839149475,
-0.01800520159304142,
-0.0030981414020061493,
0.003938515204936266,
0.0026045525446534157,
0.01000535860657692,
0.011796298436820507,
-0.013051674701273441,
0.058728668838739395,
0.023101065307855606,
-0.03300183638930321,
-0.012318721041083336,
-0.03171321004629135,
0.004484526813030243
] | null | null | null | null | null | null | null |
[
0.04762598127126694,
-0.027505652979016304,
0.03357924520969391,
-0.0025336272083222866,
0.035339128226041794,
0.033373575657606125,
-0.04643133282661438,
-0.07317052781581879,
0.04008958116173744,
0.03857076168060303,
-0.021732106804847717,
-0.06734536588191986,
-0.00042639573803171515,
0.04156093671917915,
0.028124146163463593,
-0.04388011619448662,
-0.07543420046567917,
-0.022116024047136307,
-0.05970662832260132,
0.0634094625711441,
0.07943892478942871,
0.006471073720604181,
-0.03159783408045769,
0.03535943478345871,
0.00460703345015645,
-0.08771034330129623,
-0.018439916893839836,
0.057762958109378815,
0.05300220474600792,
-0.0011448978912085295,
0.007704874966293573,
0.07249797135591507,
0.017492657527327538,
-0.0016381654422730207,
-0.002954139607027173,
-0.015149501152336597,
-0.019874639809131622,
-0.040848392993211746,
-0.04121148958802223,
0.05807885527610779,
0.01713685318827629,
-0.05302100256085396,
0.015122869983315468,
-0.005704362876713276,
-0.009029466658830643,
-0.05032765492796898,
0.0002045766159426421,
-0.00589533569291234,
-0.012664440087974072,
-0.13240870833396912,
-0.02764192782342434,
-0.028487306088209152,
-0.07360818237066269,
-0.0001902114599943161,
-0.03199684992432594,
0.00245225103572011,
0.09028524160385132,
0.01840638555586338,
0.03865308687090874,
-0.09674319624900818,
0.09208942949771881,
0.011059235781431198,
-0.06384559720754623,
-0.0076946355402469635,
0.04758767783641815,
-0.01209326647222042,
-0.16575483977794647,
0.0488448329269886,
0.07259923964738846,
0.03818280249834061,
-0.018834039568901062,
-0.010262023657560349,
-0.05396947264671326,
-0.020922552794218063,
0.06588245183229446,
-0.05314844846725464,
-0.12222299724817276,
0.10489343106746674,
-0.0010454615112394094,
-0.022862043231725693,
0.013154620304703712,
0.0031388127245008945,
-0.007002597209066153,
-0.015441535972058773,
-0.013490288518369198,
-0.03375518321990967,
-0.014829013496637344,
-0.01572573557496071,
0.1445179432630539,
-0.08178079128265381,
0.036155782639980316,
0.0626610517501831,
-0.05454207584261894,
-0.061693500727415085,
-0.04846144840121269,
0.051999662071466446,
0.09424957633018494,
-0.13786031305789948,
0.09749366343021393,
0.015914568677544594,
-0.016272570937871933,
-0.032507482916116714,
-0.003075376618653536,
0.013958615250885487,
0.1000618264079094,
0.0037150229327380657,
-0.06909970194101334,
-0.013817093335092068,
0.007791243027895689,
0.04852718859910965,
0.017664335668087006,
0.0013909083791077137,
-0.01570259965956211,
0.14753660559654236,
-0.07170262187719345,
0.017053872346878052,
0.04380254074931145,
-0.04278458654880524,
-0.025591405108571053,
-0.012830253690481186,
-0.012356986291706562,
-0.08123099058866501,
-0.06439252942800522,
0.01941755600273609,
0.03867664188146591,
0.08416961878538132,
-0.08366337418556213,
9.707166227533216e-34,
0.008916034363210201,
-0.12938177585601807,
-0.05299195647239685,
-0.0012525386409834027,
-0.03903923183679581,
-0.08401373773813248,
-0.08185046911239624,
-0.051684197038412094,
-0.021579712629318237,
0.0163635965436697,
-0.10218468308448792,
0.10693974047899246,
0.005690259393304586,
0.07373439520597458,
0.05436556786298752,
-0.025258423760533333,
0.005729649215936661,
-0.013119525276124477,
0.012260041199624538,
-0.023447567597031593,
-0.08254837244749069,
0.007062937133014202,
-0.080116406083107,
-0.044953588396310806,
-0.013071782886981964,
-0.049011990427970886,
0.04477977380156517,
-0.048889268189668655,
0.02418084256350994,
-0.006878334563225508,
0.09925901889801025,
-0.010942348279058933,
0.02569177933037281,
0.06169746071100235,
0.12768957018852234,
0.0812893733382225,
0.06500183045864105,
0.004596000537276268,
0.017623960971832275,
0.05099526792764664,
0.012078996747732162,
0.02709607407450676,
0.03572569787502289,
-0.03190121799707413,
0.04956598952412605,
0.008970556780695915,
0.12561307847499847,
0.043695755302906036,
-0.06121324002742767,
-0.021705709397792816,
-0.02827298827469349,
0.07151243090629578,
0.009303298778831959,
-0.04158167541027069,
0.007516405079513788,
0.02423713356256485,
0.0461839996278286,
0.007965519092977047,
-0.0754709467291832,
0.05511980503797531,
-0.032414283603429794,
-0.0459807813167572,
0.038361404091119766,
-0.016606716439127922,
0.05773505941033363,
-0.010123660787940025,
-0.009459367021918297,
0.01958775892853737,
0.012538246810436249,
-0.01458070706576109,
0.04315953701734543,
0.035916659981012344,
-0.032882653176784515,
-0.0329374223947525,
0.07531747967004776,
-0.05170673877000809,
0.023439565673470497,
0.03784351795911789,
-0.06802066415548325,
0.03306286782026291,
-0.0010889177210628986,
-0.025349045172333717,
-0.07102576643228531,
-0.016918716952204704,
-0.06180637329816818,
-0.02138080820441246,
-0.02724004164338112,
-0.018638094887137413,
-0.06483297049999237,
-0.028301043435931206,
0.03522443771362305,
0.021602176129817963,
0.04153696075081825,
-0.012919067405164242,
0.11881979554891586,
-3.447755053004509e-33,
0.04487418383359909,
-0.002370251342654228,
-0.013381457887589931,
0.017536332830786705,
0.01959920860826969,
0.058768123388290405,
-0.027882706373929977,
-0.008132639341056347,
0.0033312952145934105,
-0.007384418975561857,
0.0024400679394602776,
0.17892132699489594,
0.05698930472135544,
0.026046371087431908,
-0.006870274897664785,
-0.08513744920492172,
0.053363606333732605,
0.026370543986558914,
0.038244616240262985,
-0.006267826072871685,
-0.04137450084090233,
-0.03913804516196251,
0.035205673426389694,
-0.05087878555059433,
-0.010519174858927727,
-0.0032833844888955355,
-0.06211679428815842,
0.03149941936135292,
-0.09450220316648483,
0.04437173157930374,
-0.01509825512766838,
-0.07045155763626099,
-0.004280553665012121,
0.00905806664377451,
-0.0663575530052185,
0.06529755890369415,
-0.04252692312002182,
-0.025181761011481285,
-0.05670763552188873,
0.013790782541036606,
-0.01768723502755165,
-0.08044863492250443,
0.06807666271924973,
-0.05932745710015297,
0.01232451293617487,
-0.09231164306402206,
-0.022259291261434555,
0.02432585135102272,
0.004861901979893446,
0.025755304843187332,
0.001354722771793604,
0.051257453858852386,
-0.011625283397734165,
0.01549546793103218,
-0.024754876270890236,
0.03747120499610901,
0.024996653199195862,
0.0598449632525444,
-0.08587899804115295,
0.0018408646574243903,
0.0072858030907809734,
0.021636616438627243,
0.0015405492158606648,
-0.010947964154183865,
0.00679063843563199,
0.020718691870570183,
-0.0594870001077652,
0.009495671838521957,
0.09284311532974243,
-0.030936526134610176,
-0.01712062768638134,
0.04674246907234192,
0.04278385266661644,
0.007543116807937622,
-0.015791604295372963,
0.010833804495632648,
0.011922554112970829,
-0.051396872848272324,
-0.017445245757699013,
0.021942410618066788,
-0.0427243672311306,
0.1271556168794632,
-0.008038016967475414,
-0.007269056048244238,
-0.06254633516073227,
-0.024437395855784416,
-0.10941973328590393,
-0.07981785386800766,
0.010578540153801441,
0.05306108295917511,
0.09027116745710373,
-0.07887061685323715,
0.08504103869199753,
-0.02163662202656269,
0.06119924038648605,
-4.15453094149143e-8,
-0.06766417622566223,
0.02217935025691986,
0.0761973187327385,
0.00574452243745327,
-0.02656225860118866,
-0.011148705147206783,
0.0752151757478714,
-0.06923504173755646,
-0.007730895187705755,
0.05736197531223297,
-0.011247246526181698,
-0.023497676476836205,
0.021863186731934547,
0.018124321475625038,
0.013798019848763943,
0.0010161863174289465,
0.08612317591905594,
-0.019048159942030907,
-0.08237423747777939,
0.016462460160255432,
-0.012809564359486103,
-0.033173177391290665,
-0.11529305577278137,
0.08090434968471527,
0.019529888406395912,
0.013490685261785984,
-0.024022290483117104,
-0.03930765390396118,
0.033588189631700516,
0.027617793530225754,
0.062282923609018326,
0.010001631453633308,
0.004939551930874586,
0.08965963870286942,
-0.07073207944631577,
0.04670171067118645,
-0.11464542150497437,
0.031509146094322205,
-0.032706957310438156,
-0.07284225523471832,
0.018143748864531517,
0.02096056006848812,
-0.03731376305222511,
-0.02812974900007248,
0.017761830240488052,
0.09770749509334564,
-0.01289007905870676,
-0.06026702746748924,
0.06989369541406631,
0.02764132060110569,
0.04962363839149475,
-0.01800520159304142,
-0.0030981414020061493,
0.003938515204936266,
0.0026045525446534157,
0.01000535860657692,
0.011796298436820507,
-0.013051674701273441,
0.058728668838739395,
0.023101065307855606,
-0.03300183638930321,
-0.012318721041083336,
-0.03171321004629135,
0.004484526813030243
] |
1402.1078
|
Xinjie Huang
|
C. Yang, X.J. Huang, C.M. Du, B.C. Huang, Z. Ahammed, A. Banerjee, P.
Bhattarari, S. Biswas, B. Bowen, J. Butterworth, M. Calder\'on de la Barca
S\'anchez, H. Carson, S. Chattopadhyay, D. Cebra, H.F. Chen, J.P. Cheng, M.
Codrington, G. Eppley, C. Flores, F. Geurts, G.W. Hoffmann, A. Jentsch, A.
Kesich, C. Li, Y.J. Li, W.J. Llope, S. Mioduszewski, Y. Mohamed, T. Nussbaum,
A. Roy, L. Ruan, J.J. Schambach, Y.J. Sun, Y. Wang, K. Xin, Z. Xu, S. Yang,
X.L. Zhu
|
Calibration and performance of the STAR Muon Telescope Detector using
cosmic rays
|
15 pages, 10 figures
| null |
10.1016/j.nima.2014.05.075
| null |
physics.ins-det astro-ph.IM nucl-ex
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We report the timing and spatial resolution from the Muon Telescope Detector
(MTD) installed in the STAR experiment at RHIC. Cosmic ray muons traversing the
STAR detector have an average transverse momentum of 6 GeV/c. Due to their very
small multiple scattering, these cosmic muons provide an ideal tool to
calibrate the detectors and measure their timing and spatial resolution. The
values obtained were ~100 ps and ~1-2 cm, respectively. These values are
comparable to those obtained from cosmic-ray bench tests and test beams.
|
[
{
"created": "Wed, 5 Feb 2014 16:27:03 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Yang",
"C.",
""
],
[
"Huang",
"X. J.",
""
],
[
"Du",
"C. M.",
""
],
[
"Huang",
"B. C.",
""
],
[
"Ahammed",
"Z.",
""
],
[
"Banerjee",
"A.",
""
],
[
"Bhattarari",
"P.",
""
],
[
"Biswas",
"S.",
""
],
[
"Bowen",
"B.",
""
],
[
"Butterworth",
"J.",
""
],
[
"Sánchez",
"M. Calderón de la Barca",
""
],
[
"Carson",
"H.",
""
],
[
"Chattopadhyay",
"S.",
""
],
[
"Cebra",
"D.",
""
],
[
"Chen",
"H. F.",
""
],
[
"Cheng",
"J. P.",
""
],
[
"Codrington",
"M.",
""
],
[
"Eppley",
"G.",
""
],
[
"Flores",
"C.",
""
],
[
"Geurts",
"F.",
""
],
[
"Hoffmann",
"G. W.",
""
],
[
"Jentsch",
"A.",
""
],
[
"Kesich",
"A.",
""
],
[
"Li",
"C.",
""
],
[
"Li",
"Y. J.",
""
],
[
"Llope",
"W. J.",
""
],
[
"Mioduszewski",
"S.",
""
],
[
"Mohamed",
"Y.",
""
],
[
"Nussbaum",
"T.",
""
],
[
"Roy",
"A.",
""
],
[
"Ruan",
"L.",
""
],
[
"Schambach",
"J. J.",
""
],
[
"Sun",
"Y. J.",
""
],
[
"Wang",
"Y.",
""
],
[
"Xin",
"K.",
""
],
[
"Xu",
"Z.",
""
],
[
"Yang",
"S.",
""
],
[
"Zhu",
"X. L.",
""
]
] |
[
-0.021995754912495613,
0.039417773485183716,
0.08976178616285324,
-0.011661441065371037,
0.02411983534693718,
-0.08646436035633087,
-0.08619570732116699,
0.03040316328406334,
0.020906083285808563,
-0.04432016238570213,
-0.024753130972385406,
-0.06426901370286942,
-0.022681165486574173,
0.0004504008393269032,
-0.04050034284591675,
-0.017943574115633965,
0.02731388434767723,
0.06312554329633713,
0.0020784467924386263,
0.07506752759218216,
-0.007468150928616524,
0.05659949406981468,
0.0014772763242945075,
0.04036607965826988,
0.05748568847775459,
-0.06736675649881363,
-0.03816691413521767,
-0.09050872921943665,
0.03575609251856804,
0.024823984131217003,
0.07082845270633698,
0.08008377254009247,
0.008231326006352901,
0.08570335060358047,
0.0011563554871827364,
0.024245338514447212,
0.10731082409620285,
-0.07946988195180893,
0.039380695670843124,
-0.010190412402153015,
0.059932537376880646,
0.032585177570581436,
0.07388350367546082,
-0.023834865540266037,
0.03840207681059837,
0.004016486462205648,
0.04805741831660271,
-0.044069547206163406,
-0.023062778636813164,
-0.004291795659810305,
-0.002682992722839117,
-0.019389549270272255,
-0.003334046108648181,
-0.0280980933457613,
0.03902575001120567,
0.06945068389177322,
-0.08086231350898743,
-0.08702777326107025,
0.04468999430537224,
-0.005305895581841469,
0.012043545953929424,
0.015088275074958801,
-0.0326911024749279,
-0.02350897528231144,
0.03603612259030342,
-0.021046148613095284,
-0.027717260643839836,
-0.027241811156272888,
0.07339632511138916,
-0.05571305379271507,
-0.009437823668122292,
0.047880642116069794,
-0.027858637273311615,
-0.039325159043073654,
-0.013138332404196262,
0.04765080288052559,
0.043305594474077225,
-0.023292161524295807,
0.00834763515740633,
-0.0804242193698883,
-0.019931327551603317,
-0.060415562242269516,
-0.0514526441693306,
-0.04776337370276451,
0.03410407155752182,
-0.02436169423162937,
0.056013092398643494,
0.11981847882270813,
-0.06004078686237335,
-0.021616891026496887,
0.06992965936660767,
-0.11863654106855392,
-0.09533306956291199,
-0.045357197523117065,
-0.04949445649981499,
0.030215661972761154,
0.06725281476974487,
-0.06165235862135887,
0.07718142867088318,
0.056095339357852936,
0.04692878946661949,
-0.02440553531050682,
0.00878126174211502,
0.04690350592136383,
-0.025764724239706993,
0.031316790729761124,
0.03453008085489273,
0.013565512374043465,
-0.025908606126904488,
-0.051870767027139664,
0.09004462510347366,
0.04365221783518791,
-0.04193875566124916,
-0.00299536669626832,
0.04113977774977684,
0.019331589341163635,
-0.09775561094284058,
0.10255184769630432,
-0.03482798486948013,
-0.13151991367340088,
-0.032706331461668015,
-0.01253985334187746,
-0.03803030028939247,
-0.03695228695869446,
0.0011216100538149476,
-0.0019094760064035654,
-0.0008245204808190465,
3.1502510244648195e-33,
-0.03049108199775219,
-0.053422458469867706,
0.001110863289795816,
-0.004694235976785421,
-0.03350743651390076,
0.0581076554954052,
-0.053464800119400024,
0.043484389781951904,
0.003077697940170765,
-0.030091071501374245,
-0.0028353820089250803,
-0.018553676083683968,
0.02934269607067108,
-0.008173576556146145,
-0.07432575523853302,
-0.007956587709486485,
0.013909119181334972,
0.007698352914303541,
-0.019839540123939514,
0.026707494631409645,
-0.010246766731142998,
-0.0223532747477293,
-0.00773573899641633,
-0.06497867405414581,
0.06297991424798965,
-0.001685726922005415,
-0.027186939492821693,
0.0022902137134224176,
-0.043836500495672226,
-0.0050675226375460625,
-0.029863141477108,
0.06679679453372955,
0.0043928599916398525,
0.1450316160917282,
-0.04793141037225723,
-0.06025924161076546,
-0.04918128624558449,
0.031215215101838112,
-0.022087164223194122,
-0.03276490420103073,
0.05449170619249344,
0.02030351385474205,
-0.0643635019659996,
-0.022140026092529297,
-0.009020917117595673,
0.03650321438908577,
0.025738490745425224,
-0.009731409139931202,
0.06467320770025253,
0.1176755502820015,
0.01794956438243389,
0.014586450532078743,
-0.04481779783964157,
-0.005889215972274542,
0.10204138606786728,
-0.03214264288544655,
0.008569587953388691,
-0.04461827874183655,
-0.0077889785170555115,
0.017781414091587067,
0.043588440865278244,
-0.0038450337015092373,
0.009544949047267437,
0.01902162842452526,
-0.04505174979567528,
0.06384249031543732,
-0.06564148515462875,
0.0297786146402359,
0.03725375235080719,
0.1027897298336029,
-0.03659028559923172,
0.05105004087090492,
0.051406536251306534,
-0.0030505626928061247,
0.03631877526640892,
-0.020078817382454872,
0.02919045090675354,
0.04144291207194328,
0.01639564335346222,
0.054583001881837845,
-0.012837635353207588,
0.01253487914800644,
0.02708248235285282,
-0.03005651757121086,
-0.03060757741332054,
0.02706843987107277,
-0.0587199330329895,
-0.012627285905182362,
-0.028457235544919968,
-0.0708632841706276,
-0.01093206461519003,
0.03054111823439598,
-0.032601043581962585,
0.014886303804814816,
-0.09634394943714142,
-2.732773654757307e-33,
0.0716005265712738,
-0.049949683248996735,
0.07313045114278793,
0.06768938153982162,
-0.06730499863624573,
0.01172398217022419,
0.0229603610932827,
-0.030500056222081184,
-0.049017466604709625,
-0.029840080067515373,
-0.005941158160567284,
-0.008260156959295273,
-0.08056670427322388,
-0.10587280988693237,
0.08238855749368668,
0.046419981867074966,
0.09705793112516403,
-0.009002098813652992,
-0.029033856466412544,
-0.03371524065732956,
0.10976111143827438,
0.030804680660367012,
-0.022603841498494148,
-0.09850677102804184,
0.004319901578128338,
-0.016295641660690308,
0.0699077919125557,
-0.12719346582889557,
0.002066533314064145,
-0.046204715967178345,
-0.06802260875701904,
0.01700308546423912,
0.014295581728219986,
-0.01366484072059393,
-0.0263860784471035,
-0.009920117445290089,
0.09008491039276123,
-0.000023993881768547,
-0.05981914699077606,
-0.04293535649776459,
-0.03813329339027405,
0.1550573855638504,
-0.03026394732296467,
0.09070318192243576,
0.03943841904401779,
0.08469836413860321,
0.07033774256706238,
0.015506534837186337,
-0.0023063605185598135,
0.060949914157390594,
0.01053738035261631,
-0.0408354327082634,
0.10753941535949707,
-0.02623761259019375,
0.020106419920921326,
0.024942737072706223,
-0.02140561304986477,
0.014055700041353703,
0.06901756674051285,
-0.05829475820064545,
-0.015093681402504444,
-0.05766482278704643,
-0.05461627244949341,
-0.08228722214698792,
-0.0039028485771268606,
0.0375334732234478,
0.06642377376556396,
0.025924142450094223,
-0.05954048037528992,
-0.03209296241402626,
0.08955397456884384,
-0.06452199071645737,
-0.05144834890961647,
-0.03785119950771332,
0.01799389161169529,
0.06348615139722824,
0.0029520594980567694,
-0.0384078249335289,
0.05127550661563873,
0.0402984693646431,
-0.03159075602889061,
0.01552592497318983,
-0.034762151539325714,
0.01560098584741354,
0.03384235501289368,
0.11243198812007904,
-0.07297562807798386,
-0.02849663607776165,
0.05810602009296417,
-0.004566707648336887,
-0.02074509486556053,
0.038011107593774796,
0.05662954971194267,
0.008073859848082066,
0.06945232301950455,
-4.134748721185133e-8,
0.007197880651801825,
-0.05682838335633278,
-0.1253088116645813,
-0.011001338250935078,
0.01647290401160717,
0.06212935969233513,
-0.030735831707715988,
0.11172804981470108,
-0.031483300030231476,
-0.0013509585987776518,
0.06438948214054108,
-0.056140508502721786,
-0.07258781045675278,
0.005614927038550377,
0.01853005401790142,
-0.06728607416152954,
-0.05573742836713791,
-0.06762327998876572,
-0.03589639067649841,
0.057960402220487595,
0.07455705106258392,
0.0728544294834137,
0.04518996551632881,
0.029507629573345184,
-0.033410657197237015,
0.04219710826873779,
-0.027604352682828903,
0.09973137080669403,
-0.033605773001909256,
-0.07734020054340363,
0.03047591634094715,
-0.03991825506091118,
-0.035351939499378204,
-0.03035261668264866,
0.00648473622277379,
0.022034289315342903,
-0.034086357802152634,
0.0620926097035408,
0.09193398803472519,
0.06704027950763702,
-0.04212259128689766,
-0.015166815370321274,
0.03205430880188942,
0.025011083111166954,
-0.06546185165643692,
0.021581575274467468,
-0.07908191531896591,
-0.040112365037202835,
-0.06596393138170242,
0.015396226197481155,
0.06548812240362167,
0.04422435164451599,
-0.07404588907957077,
-0.04917087033390999,
-0.06049226224422455,
-0.002583151450380683,
0.04978744313120842,
-0.09416143596172333,
-0.053881917148828506,
0.019702695310115814,
0.05526980012655258,
0.015251083299517632,
-0.10991361737251282,
-0.0130753293633461
] | null | null | null | null | null | null | null |
[
-0.021995754912495613,
0.039417773485183716,
0.08976178616285324,
-0.011661441065371037,
0.02411983534693718,
-0.08646436035633087,
-0.08619570732116699,
0.03040316328406334,
0.020906083285808563,
-0.04432016238570213,
-0.024753130972385406,
-0.06426901370286942,
-0.022681165486574173,
0.0004504008393269032,
-0.04050034284591675,
-0.017943574115633965,
0.02731388434767723,
0.06312554329633713,
0.0020784467924386263,
0.07506752759218216,
-0.007468150928616524,
0.05659949406981468,
0.0014772763242945075,
0.04036607965826988,
0.05748568847775459,
-0.06736675649881363,
-0.03816691413521767,
-0.09050872921943665,
0.03575609251856804,
0.024823984131217003,
0.07082845270633698,
0.08008377254009247,
0.008231326006352901,
0.08570335060358047,
0.0011563554871827364,
0.024245338514447212,
0.10731082409620285,
-0.07946988195180893,
0.039380695670843124,
-0.010190412402153015,
0.059932537376880646,
0.032585177570581436,
0.07388350367546082,
-0.023834865540266037,
0.03840207681059837,
0.004016486462205648,
0.04805741831660271,
-0.044069547206163406,
-0.023062778636813164,
-0.004291795659810305,
-0.002682992722839117,
-0.019389549270272255,
-0.003334046108648181,
-0.0280980933457613,
0.03902575001120567,
0.06945068389177322,
-0.08086231350898743,
-0.08702777326107025,
0.04468999430537224,
-0.005305895581841469,
0.012043545953929424,
0.015088275074958801,
-0.0326911024749279,
-0.02350897528231144,
0.03603612259030342,
-0.021046148613095284,
-0.027717260643839836,
-0.027241811156272888,
0.07339632511138916,
-0.05571305379271507,
-0.009437823668122292,
0.047880642116069794,
-0.027858637273311615,
-0.039325159043073654,
-0.013138332404196262,
0.04765080288052559,
0.043305594474077225,
-0.023292161524295807,
0.00834763515740633,
-0.0804242193698883,
-0.019931327551603317,
-0.060415562242269516,
-0.0514526441693306,
-0.04776337370276451,
0.03410407155752182,
-0.02436169423162937,
0.056013092398643494,
0.11981847882270813,
-0.06004078686237335,
-0.021616891026496887,
0.06992965936660767,
-0.11863654106855392,
-0.09533306956291199,
-0.045357197523117065,
-0.04949445649981499,
0.030215661972761154,
0.06725281476974487,
-0.06165235862135887,
0.07718142867088318,
0.056095339357852936,
0.04692878946661949,
-0.02440553531050682,
0.00878126174211502,
0.04690350592136383,
-0.025764724239706993,
0.031316790729761124,
0.03453008085489273,
0.013565512374043465,
-0.025908606126904488,
-0.051870767027139664,
0.09004462510347366,
0.04365221783518791,
-0.04193875566124916,
-0.00299536669626832,
0.04113977774977684,
0.019331589341163635,
-0.09775561094284058,
0.10255184769630432,
-0.03482798486948013,
-0.13151991367340088,
-0.032706331461668015,
-0.01253985334187746,
-0.03803030028939247,
-0.03695228695869446,
0.0011216100538149476,
-0.0019094760064035654,
-0.0008245204808190465,
3.1502510244648195e-33,
-0.03049108199775219,
-0.053422458469867706,
0.001110863289795816,
-0.004694235976785421,
-0.03350743651390076,
0.0581076554954052,
-0.053464800119400024,
0.043484389781951904,
0.003077697940170765,
-0.030091071501374245,
-0.0028353820089250803,
-0.018553676083683968,
0.02934269607067108,
-0.008173576556146145,
-0.07432575523853302,
-0.007956587709486485,
0.013909119181334972,
0.007698352914303541,
-0.019839540123939514,
0.026707494631409645,
-0.010246766731142998,
-0.0223532747477293,
-0.00773573899641633,
-0.06497867405414581,
0.06297991424798965,
-0.001685726922005415,
-0.027186939492821693,
0.0022902137134224176,
-0.043836500495672226,
-0.0050675226375460625,
-0.029863141477108,
0.06679679453372955,
0.0043928599916398525,
0.1450316160917282,
-0.04793141037225723,
-0.06025924161076546,
-0.04918128624558449,
0.031215215101838112,
-0.022087164223194122,
-0.03276490420103073,
0.05449170619249344,
0.02030351385474205,
-0.0643635019659996,
-0.022140026092529297,
-0.009020917117595673,
0.03650321438908577,
0.025738490745425224,
-0.009731409139931202,
0.06467320770025253,
0.1176755502820015,
0.01794956438243389,
0.014586450532078743,
-0.04481779783964157,
-0.005889215972274542,
0.10204138606786728,
-0.03214264288544655,
0.008569587953388691,
-0.04461827874183655,
-0.0077889785170555115,
0.017781414091587067,
0.043588440865278244,
-0.0038450337015092373,
0.009544949047267437,
0.01902162842452526,
-0.04505174979567528,
0.06384249031543732,
-0.06564148515462875,
0.0297786146402359,
0.03725375235080719,
0.1027897298336029,
-0.03659028559923172,
0.05105004087090492,
0.051406536251306534,
-0.0030505626928061247,
0.03631877526640892,
-0.020078817382454872,
0.02919045090675354,
0.04144291207194328,
0.01639564335346222,
0.054583001881837845,
-0.012837635353207588,
0.01253487914800644,
0.02708248235285282,
-0.03005651757121086,
-0.03060757741332054,
0.02706843987107277,
-0.0587199330329895,
-0.012627285905182362,
-0.028457235544919968,
-0.0708632841706276,
-0.01093206461519003,
0.03054111823439598,
-0.032601043581962585,
0.014886303804814816,
-0.09634394943714142,
-2.732773654757307e-33,
0.0716005265712738,
-0.049949683248996735,
0.07313045114278793,
0.06768938153982162,
-0.06730499863624573,
0.01172398217022419,
0.0229603610932827,
-0.030500056222081184,
-0.049017466604709625,
-0.029840080067515373,
-0.005941158160567284,
-0.008260156959295273,
-0.08056670427322388,
-0.10587280988693237,
0.08238855749368668,
0.046419981867074966,
0.09705793112516403,
-0.009002098813652992,
-0.029033856466412544,
-0.03371524065732956,
0.10976111143827438,
0.030804680660367012,
-0.022603841498494148,
-0.09850677102804184,
0.004319901578128338,
-0.016295641660690308,
0.0699077919125557,
-0.12719346582889557,
0.002066533314064145,
-0.046204715967178345,
-0.06802260875701904,
0.01700308546423912,
0.014295581728219986,
-0.01366484072059393,
-0.0263860784471035,
-0.009920117445290089,
0.09008491039276123,
-0.000023993881768547,
-0.05981914699077606,
-0.04293535649776459,
-0.03813329339027405,
0.1550573855638504,
-0.03026394732296467,
0.09070318192243576,
0.03943841904401779,
0.08469836413860321,
0.07033774256706238,
0.015506534837186337,
-0.0023063605185598135,
0.060949914157390594,
0.01053738035261631,
-0.0408354327082634,
0.10753941535949707,
-0.02623761259019375,
0.020106419920921326,
0.024942737072706223,
-0.02140561304986477,
0.014055700041353703,
0.06901756674051285,
-0.05829475820064545,
-0.015093681402504444,
-0.05766482278704643,
-0.05461627244949341,
-0.08228722214698792,
-0.0039028485771268606,
0.0375334732234478,
0.06642377376556396,
0.025924142450094223,
-0.05954048037528992,
-0.03209296241402626,
0.08955397456884384,
-0.06452199071645737,
-0.05144834890961647,
-0.03785119950771332,
0.01799389161169529,
0.06348615139722824,
0.0029520594980567694,
-0.0384078249335289,
0.05127550661563873,
0.0402984693646431,
-0.03159075602889061,
0.01552592497318983,
-0.034762151539325714,
0.01560098584741354,
0.03384235501289368,
0.11243198812007904,
-0.07297562807798386,
-0.02849663607776165,
0.05810602009296417,
-0.004566707648336887,
-0.02074509486556053,
0.038011107593774796,
0.05662954971194267,
0.008073859848082066,
0.06945232301950455,
-4.134748721185133e-8,
0.007197880651801825,
-0.05682838335633278,
-0.1253088116645813,
-0.011001338250935078,
0.01647290401160717,
0.06212935969233513,
-0.030735831707715988,
0.11172804981470108,
-0.031483300030231476,
-0.0013509585987776518,
0.06438948214054108,
-0.056140508502721786,
-0.07258781045675278,
0.005614927038550377,
0.01853005401790142,
-0.06728607416152954,
-0.05573742836713791,
-0.06762327998876572,
-0.03589639067649841,
0.057960402220487595,
0.07455705106258392,
0.0728544294834137,
0.04518996551632881,
0.029507629573345184,
-0.033410657197237015,
0.04219710826873779,
-0.027604352682828903,
0.09973137080669403,
-0.033605773001909256,
-0.07734020054340363,
0.03047591634094715,
-0.03991825506091118,
-0.035351939499378204,
-0.03035261668264866,
0.00648473622277379,
0.022034289315342903,
-0.034086357802152634,
0.0620926097035408,
0.09193398803472519,
0.06704027950763702,
-0.04212259128689766,
-0.015166815370321274,
0.03205430880188942,
0.025011083111166954,
-0.06546185165643692,
0.021581575274467468,
-0.07908191531896591,
-0.040112365037202835,
-0.06596393138170242,
0.015396226197481155,
0.06548812240362167,
0.04422435164451599,
-0.07404588907957077,
-0.04917087033390999,
-0.06049226224422455,
-0.002583151450380683,
0.04978744313120842,
-0.09416143596172333,
-0.053881917148828506,
0.019702695310115814,
0.05526980012655258,
0.015251083299517632,
-0.10991361737251282,
-0.0130753293633461
] |
1402.1083
|
Bo Sernelius
|
Mathias Bostr\"om, Dan Huang, Weihong Yang, Clas Persson and Bo E.
Sernelius
|
Lithium atom storage in nanoporous cellulose via surface induced $\rm
Li_2$ breakage
|
5 pages, 6 figures
|
Europhysics Letters, 104, 63003 (2013)
|
10.1209/0295-5075/104/63003
| null |
cond-mat.mes-hall physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We demonstrate a physical mechanism that enhances a splitting of diatomic
$\rm Li_2$ at cellulose surfaces. The origin of this splitting is a possible
surface induced diatomic excited state resonance repulsion. The atomic Li is
then free to form either physical or chemical bonds with the cellulose surface
and even diffuse into the cellulose layer structure. This allows for an
enhanced storage capacity of atomic Li in nanoporous cellulose
|
[
{
"created": "Wed, 5 Feb 2014 16:45:26 GMT",
"version": "v1"
}
] |
2014-02-10
|
[
[
"Boström",
"Mathias",
""
],
[
"Huang",
"Dan",
""
],
[
"Yang",
"Weihong",
""
],
[
"Persson",
"Clas",
""
],
[
"Sernelius",
"Bo E.",
""
]
] |
[
-0.03180177882313728,
-0.05563988536596298,
-0.03293870389461517,
0.01147119514644146,
-0.012408463284373283,
-0.013984616845846176,
0.008751954883337021,
-0.019359497353434563,
0.0556984543800354,
-0.009459198452532291,
0.03072063997387886,
-0.026885084807872772,
-0.04625581204891205,
-0.017429141327738762,
0.08806177973747253,
0.04915442690253258,
0.03747512772679329,
0.049394264817237854,
-0.05744236707687378,
0.08540719747543335,
0.07224509865045547,
-0.10059317201375961,
0.025121163576841354,
-0.038431316614151,
0.024752702564001083,
0.0706435814499855,
0.05912517011165619,
-0.008932034485042095,
-0.0015885818284004927,
-0.10367681831121445,
0.07982896268367767,
-0.030211325734853745,
-0.07125614583492279,
0.030081991106271744,
0.07938199490308762,
-0.0342605896294117,
0.004118784796446562,
0.06164341792464256,
-0.01019887812435627,
-0.06447596848011017,
0.06064537167549133,
-0.014302157796919346,
0.06253012269735336,
0.043864328414201736,
-0.029164278879761696,
-0.019044004380702972,
0.1193540170788765,
-0.002730708569288254,
0.009009327739477158,
-0.05129995942115784,
0.06638166308403015,
0.07738237828016281,
0.03926342353224754,
0.03153681382536888,
-0.06887637078762054,
0.07193037122488022,
0.03476078063249588,
0.07268816232681274,
0.013627930544316769,
0.037231214344501495,
-0.0168093703687191,
0.06974965333938599,
-0.016672316938638687,
0.004873407073318958,
0.03279290720820427,
-0.06416523456573486,
0.05476495996117592,
-0.05704404413700104,
-0.01520847249776125,
-0.02325662039220333,
0.035838861018419266,
0.04185125604271889,
-0.03707873821258545,
-0.015341521240770817,
0.025877388194203377,
-0.04055183008313179,
-0.011829095892608166,
0.04072994738817215,
0.02114400453865528,
0.06358557939529419,
0.022716401144862175,
0.03523532301187515,
0.06641457974910736,
0.0659627765417099,
-0.12649306654930115,
-0.011884394101798534,
-0.011634456925094128,
-0.04116550460457802,
-0.04550544545054436,
-0.0873967707157135,
-0.010747941210865974,
0.06403880566358566,
-0.03231370076537132,
0.07648421823978424,
-0.10286489129066467,
0.03530490770936012,
0.11529970914125443,
0.013584749773144722,
0.01726659946143627,
-0.017426669597625732,
0.08086450397968292,
0.08033324033021927,
0.013833681121468544,
0.0057650054804980755,
-0.020791679620742798,
-0.08148746937513351,
0.004688603337854147,
0.021445319056510925,
-0.03231039270758629,
0.05633524805307388,
0.10258818417787552,
0.014974513091146946,
0.0022420049645006657,
0.0026680207811295986,
-0.03237806260585785,
0.07039052248001099,
0.0007004788494668901,
-0.01181672140955925,
0.01302100345492363,
-0.0031157666817307472,
0.006610563490539789,
-0.011843323707580566,
-0.07123330980539322,
0.07333224266767502,
0.02150820381939411,
-0.007335526868700981,
-0.017201276496052742,
1.2906564303463931e-33,
-0.07151349633932114,
-0.035711467266082764,
0.00730747589841485,
-0.0010676495730876923,
-0.07933345437049866,
-0.14651572704315186,
-0.03302464634180069,
-0.0869559571146965,
-0.05009209364652634,
-0.01980406418442726,
-0.007438658270984888,
-0.03253335505723953,
0.03603571653366089,
0.050716955214738846,
-0.06166789308190346,
-0.00720685301348567,
0.028786642476916313,
-0.05121714249253273,
0.0715346410870552,
0.010784301906824112,
-0.03995028883218765,
0.09828297048807144,
0.01662144623696804,
0.0025750240311026573,
0.014362435787916183,
0.02923600934445858,
0.07474690675735474,
-0.1165943592786789,
0.09739646315574646,
-0.021427346393465996,
0.1251838654279709,
0.01486407220363617,
-0.000754323264118284,
0.03414003178477287,
0.02897884137928486,
0.03985433652997017,
-0.11807355284690857,
0.04552049934864044,
-0.030144469812512398,
-0.0861663743853569,
-0.07882542163133621,
0.015668870881199837,
-0.034687042236328125,
0.015157971531152725,
0.026723356917500496,
-0.04797433689236641,
-0.0035608294419944286,
-0.03140911087393761,
-0.01596565917134285,
-0.017966367304325104,
0.08310940116643906,
0.05365440994501114,
-0.023644475266337395,
0.054634321480989456,
0.033850181847810745,
0.02467774972319603,
0.03586515784263611,
-0.05886559933423996,
-0.00591513654217124,
-0.057820118963718414,
0.04726743698120117,
0.005270054098218679,
-0.05715599283576012,
0.038826216012239456,
-0.022703349590301514,
0.04159597307443619,
-0.022752366960048676,
0.0021093212999403477,
0.040307410061359406,
0.058542799204587936,
-0.05871492251753807,
-0.030906248837709427,
0.10800998657941818,
-0.0009019589051604271,
-0.02697797119617462,
0.04345565289258957,
0.004104258492588997,
-0.12736928462982178,
0.12374354898929596,
-0.018085084855556488,
0.05281907692551613,
-0.1160258799791336,
0.0227168258279562,
-0.02745949849486351,
-0.11143817752599716,
-0.07643916457891464,
-0.10623032599687576,
0.04838179051876068,
-0.046964894980192184,
0.02236851491034031,
0.05177285522222519,
-0.0661882534623146,
0.037730906158685684,
-0.05622392147779465,
0.007774720434099436,
-5.216680461766151e-33,
0.02966190129518509,
-0.02306661196053028,
-0.05757546052336693,
-0.031192881986498833,
0.04719172418117523,
-0.04173925146460533,
-0.06918555498123169,
0.0337451733648777,
-0.07342611998319626,
0.04485560208559036,
0.04246874153614044,
0.032430775463581085,
-0.02842862345278263,
0.08246733993291855,
-0.03399284929037094,
-0.009406599216163158,
-0.06503065675497055,
0.017672406509518623,
0.07064324617385864,
0.021575406193733215,
-0.044629961252212524,
0.06045487895607948,
0.06648754328489304,
0.04580364748835564,
-0.014464224688708782,
-0.04560120403766632,
0.04346434026956558,
-0.06222115829586983,
0.03184179961681366,
0.0052947597578167915,
-0.04746393486857414,
0.019812827929854393,
0.027556922286748886,
-0.001732993288896978,
0.00016111064178403467,
-0.043236009776592255,
-0.07543163001537323,
-0.07972268015146255,
0.0005592004163190722,
-0.008106214925646782,
-0.08958189189434052,
-0.06242618337273598,
0.01955496147274971,
-0.0648815929889679,
0.0014698439044877887,
-0.023756414651870728,
-0.0628466010093689,
0.0003639024216681719,
0.01605520024895668,
-0.009686033241450787,
-0.07479914277791977,
0.054223302751779556,
-0.014564836397767067,
-0.05283357575535774,
0.02652835100889206,
-0.009757584892213345,
-0.023300297558307648,
0.013824816793203354,
-0.014951084740459919,
-0.027557730674743652,
-0.08895166218280792,
0.010616889223456383,
0.0021654609590768814,
-0.045617010444402695,
0.017640303820371628,
0.0745014175772667,
-0.08636432141065598,
0.01785382628440857,
-0.01676335372030735,
0.018742825835943222,
-0.002596483798697591,
0.09752127528190613,
0.052344635128974915,
-0.02752378024160862,
0.024821601808071136,
-0.05431254580616951,
0.005832772236317396,
-0.06644893437623978,
-0.018111806362867355,
0.018704330548644066,
-0.02314010076224804,
0.0937676653265953,
0.017786405980587006,
-0.06128079444169998,
0.03552985191345215,
-0.06692373752593994,
-0.049047138541936874,
0.07203960418701172,
-0.03224943205714226,
-0.03961065784096718,
0.13458052277565002,
-0.08527591824531555,
0.04761645942926407,
0.0010395718272775412,
-0.012624135240912437,
-3.784508706417e-8,
-0.023972216993570328,
0.03130047768354416,
0.0335615836083889,
-0.05502696335315704,
-0.049569856375455856,
0.021103447303175926,
0.06115114316344261,
0.060586217790842056,
-0.03117101825773716,
-0.03774050995707512,
-0.002239250112324953,
0.06353285163640976,
-0.05742061138153076,
0.054989516735076904,
0.09857575595378876,
0.06870505213737488,
-0.02085017040371895,
-0.07459060847759247,
-0.042332496494054794,
-0.056849993765354156,
0.011722252704203129,
-0.006563594099134207,
-0.0422271229326725,
0.05027041211724281,
-0.05141478031873703,
-0.010070361196994781,
-0.02663809061050415,
-0.0237891748547554,
0.014048343524336815,
-0.02583499066531658,
-0.01415063627064228,
0.0019907071255147457,
0.0010181007673963904,
-0.01806151680648327,
-0.014251293614506721,
-0.010150131769478321,
-0.017139844596385956,
-0.07806248962879181,
-0.002430720953270793,
-0.05542616918683052,
0.021944202482700348,
-0.011993756517767906,
0.005958657246083021,
-0.006030034273862839,
0.018386706709861755,
0.0642184391617775,
-0.0017431806772947311,
0.01567310094833374,
-0.01770005002617836,
0.10421270877122879,
-0.061296798288822174,
-0.07128758728504181,
-0.036377064883708954,
-0.050936009734869,
-0.04500556364655495,
0.0833338275551796,
-0.1410360485315323,
0.07688658684492111,
-0.003877335460856557,
0.003534288378432393,
0.02520698308944702,
-0.04740322381258011,
0.022367864847183228,
0.006859323009848595
] | null | null | null | null | null | null | null |
[
-0.03180177882313728,
-0.05563988536596298,
-0.03293870389461517,
0.01147119514644146,
-0.012408463284373283,
-0.013984616845846176,
0.008751954883337021,
-0.019359497353434563,
0.0556984543800354,
-0.009459198452532291,
0.03072063997387886,
-0.026885084807872772,
-0.04625581204891205,
-0.017429141327738762,
0.08806177973747253,
0.04915442690253258,
0.03747512772679329,
0.049394264817237854,
-0.05744236707687378,
0.08540719747543335,
0.07224509865045547,
-0.10059317201375961,
0.025121163576841354,
-0.038431316614151,
0.024752702564001083,
0.0706435814499855,
0.05912517011165619,
-0.008932034485042095,
-0.0015885818284004927,
-0.10367681831121445,
0.07982896268367767,
-0.030211325734853745,
-0.07125614583492279,
0.030081991106271744,
0.07938199490308762,
-0.0342605896294117,
0.004118784796446562,
0.06164341792464256,
-0.01019887812435627,
-0.06447596848011017,
0.06064537167549133,
-0.014302157796919346,
0.06253012269735336,
0.043864328414201736,
-0.029164278879761696,
-0.019044004380702972,
0.1193540170788765,
-0.002730708569288254,
0.009009327739477158,
-0.05129995942115784,
0.06638166308403015,
0.07738237828016281,
0.03926342353224754,
0.03153681382536888,
-0.06887637078762054,
0.07193037122488022,
0.03476078063249588,
0.07268816232681274,
0.013627930544316769,
0.037231214344501495,
-0.0168093703687191,
0.06974965333938599,
-0.016672316938638687,
0.004873407073318958,
0.03279290720820427,
-0.06416523456573486,
0.05476495996117592,
-0.05704404413700104,
-0.01520847249776125,
-0.02325662039220333,
0.035838861018419266,
0.04185125604271889,
-0.03707873821258545,
-0.015341521240770817,
0.025877388194203377,
-0.04055183008313179,
-0.011829095892608166,
0.04072994738817215,
0.02114400453865528,
0.06358557939529419,
0.022716401144862175,
0.03523532301187515,
0.06641457974910736,
0.0659627765417099,
-0.12649306654930115,
-0.011884394101798534,
-0.011634456925094128,
-0.04116550460457802,
-0.04550544545054436,
-0.0873967707157135,
-0.010747941210865974,
0.06403880566358566,
-0.03231370076537132,
0.07648421823978424,
-0.10286489129066467,
0.03530490770936012,
0.11529970914125443,
0.013584749773144722,
0.01726659946143627,
-0.017426669597625732,
0.08086450397968292,
0.08033324033021927,
0.013833681121468544,
0.0057650054804980755,
-0.020791679620742798,
-0.08148746937513351,
0.004688603337854147,
0.021445319056510925,
-0.03231039270758629,
0.05633524805307388,
0.10258818417787552,
0.014974513091146946,
0.0022420049645006657,
0.0026680207811295986,
-0.03237806260585785,
0.07039052248001099,
0.0007004788494668901,
-0.01181672140955925,
0.01302100345492363,
-0.0031157666817307472,
0.006610563490539789,
-0.011843323707580566,
-0.07123330980539322,
0.07333224266767502,
0.02150820381939411,
-0.007335526868700981,
-0.017201276496052742,
1.2906564303463931e-33,
-0.07151349633932114,
-0.035711467266082764,
0.00730747589841485,
-0.0010676495730876923,
-0.07933345437049866,
-0.14651572704315186,
-0.03302464634180069,
-0.0869559571146965,
-0.05009209364652634,
-0.01980406418442726,
-0.007438658270984888,
-0.03253335505723953,
0.03603571653366089,
0.050716955214738846,
-0.06166789308190346,
-0.00720685301348567,
0.028786642476916313,
-0.05121714249253273,
0.0715346410870552,
0.010784301906824112,
-0.03995028883218765,
0.09828297048807144,
0.01662144623696804,
0.0025750240311026573,
0.014362435787916183,
0.02923600934445858,
0.07474690675735474,
-0.1165943592786789,
0.09739646315574646,
-0.021427346393465996,
0.1251838654279709,
0.01486407220363617,
-0.000754323264118284,
0.03414003178477287,
0.02897884137928486,
0.03985433652997017,
-0.11807355284690857,
0.04552049934864044,
-0.030144469812512398,
-0.0861663743853569,
-0.07882542163133621,
0.015668870881199837,
-0.034687042236328125,
0.015157971531152725,
0.026723356917500496,
-0.04797433689236641,
-0.0035608294419944286,
-0.03140911087393761,
-0.01596565917134285,
-0.017966367304325104,
0.08310940116643906,
0.05365440994501114,
-0.023644475266337395,
0.054634321480989456,
0.033850181847810745,
0.02467774972319603,
0.03586515784263611,
-0.05886559933423996,
-0.00591513654217124,
-0.057820118963718414,
0.04726743698120117,
0.005270054098218679,
-0.05715599283576012,
0.038826216012239456,
-0.022703349590301514,
0.04159597307443619,
-0.022752366960048676,
0.0021093212999403477,
0.040307410061359406,
0.058542799204587936,
-0.05871492251753807,
-0.030906248837709427,
0.10800998657941818,
-0.0009019589051604271,
-0.02697797119617462,
0.04345565289258957,
0.004104258492588997,
-0.12736928462982178,
0.12374354898929596,
-0.018085084855556488,
0.05281907692551613,
-0.1160258799791336,
0.0227168258279562,
-0.02745949849486351,
-0.11143817752599716,
-0.07643916457891464,
-0.10623032599687576,
0.04838179051876068,
-0.046964894980192184,
0.02236851491034031,
0.05177285522222519,
-0.0661882534623146,
0.037730906158685684,
-0.05622392147779465,
0.007774720434099436,
-5.216680461766151e-33,
0.02966190129518509,
-0.02306661196053028,
-0.05757546052336693,
-0.031192881986498833,
0.04719172418117523,
-0.04173925146460533,
-0.06918555498123169,
0.0337451733648777,
-0.07342611998319626,
0.04485560208559036,
0.04246874153614044,
0.032430775463581085,
-0.02842862345278263,
0.08246733993291855,
-0.03399284929037094,
-0.009406599216163158,
-0.06503065675497055,
0.017672406509518623,
0.07064324617385864,
0.021575406193733215,
-0.044629961252212524,
0.06045487895607948,
0.06648754328489304,
0.04580364748835564,
-0.014464224688708782,
-0.04560120403766632,
0.04346434026956558,
-0.06222115829586983,
0.03184179961681366,
0.0052947597578167915,
-0.04746393486857414,
0.019812827929854393,
0.027556922286748886,
-0.001732993288896978,
0.00016111064178403467,
-0.043236009776592255,
-0.07543163001537323,
-0.07972268015146255,
0.0005592004163190722,
-0.008106214925646782,
-0.08958189189434052,
-0.06242618337273598,
0.01955496147274971,
-0.0648815929889679,
0.0014698439044877887,
-0.023756414651870728,
-0.0628466010093689,
0.0003639024216681719,
0.01605520024895668,
-0.009686033241450787,
-0.07479914277791977,
0.054223302751779556,
-0.014564836397767067,
-0.05283357575535774,
0.02652835100889206,
-0.009757584892213345,
-0.023300297558307648,
0.013824816793203354,
-0.014951084740459919,
-0.027557730674743652,
-0.08895166218280792,
0.010616889223456383,
0.0021654609590768814,
-0.045617010444402695,
0.017640303820371628,
0.0745014175772667,
-0.08636432141065598,
0.01785382628440857,
-0.01676335372030735,
0.018742825835943222,
-0.002596483798697591,
0.09752127528190613,
0.052344635128974915,
-0.02752378024160862,
0.024821601808071136,
-0.05431254580616951,
0.005832772236317396,
-0.06644893437623978,
-0.018111806362867355,
0.018704330548644066,
-0.02314010076224804,
0.0937676653265953,
0.017786405980587006,
-0.06128079444169998,
0.03552985191345215,
-0.06692373752593994,
-0.049047138541936874,
0.07203960418701172,
-0.03224943205714226,
-0.03961065784096718,
0.13458052277565002,
-0.08527591824531555,
0.04761645942926407,
0.0010395718272775412,
-0.012624135240912437,
-3.784508706417e-8,
-0.023972216993570328,
0.03130047768354416,
0.0335615836083889,
-0.05502696335315704,
-0.049569856375455856,
0.021103447303175926,
0.06115114316344261,
0.060586217790842056,
-0.03117101825773716,
-0.03774050995707512,
-0.002239250112324953,
0.06353285163640976,
-0.05742061138153076,
0.054989516735076904,
0.09857575595378876,
0.06870505213737488,
-0.02085017040371895,
-0.07459060847759247,
-0.042332496494054794,
-0.056849993765354156,
0.011722252704203129,
-0.006563594099134207,
-0.0422271229326725,
0.05027041211724281,
-0.05141478031873703,
-0.010070361196994781,
-0.02663809061050415,
-0.0237891748547554,
0.014048343524336815,
-0.02583499066531658,
-0.01415063627064228,
0.0019907071255147457,
0.0010181007673963904,
-0.01806151680648327,
-0.014251293614506721,
-0.010150131769478321,
-0.017139844596385956,
-0.07806248962879181,
-0.002430720953270793,
-0.05542616918683052,
0.021944202482700348,
-0.011993756517767906,
0.005958657246083021,
-0.006030034273862839,
0.018386706709861755,
0.0642184391617775,
-0.0017431806772947311,
0.01567310094833374,
-0.01770005002617836,
0.10421270877122879,
-0.061296798288822174,
-0.07128758728504181,
-0.036377064883708954,
-0.050936009734869,
-0.04500556364655495,
0.0833338275551796,
-0.1410360485315323,
0.07688658684492111,
-0.003877335460856557,
0.003534288378432393,
0.02520698308944702,
-0.04740322381258011,
0.022367864847183228,
0.006859323009848595
] |
1402.1088
|
Mohsen Yousefbeiki
|
Mohsen Yousefbeiki, Osama N. Alrabadi, and Julien Perruisseau-Carrier
|
Efficient MIMO Transmission of PSK Signals With a Single-Radio
Reconfigurable Antenna
|
30 pages, 6 figures. IEEE Transactions on Communications, 2014
| null |
10.1109/TCOMM.2013.122113.130481
| null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Crucial developments to the recently introduced signal-space approach for
multiplexing multiple data symbols using a single-radio switched antenna are
presented. First, we introduce a general framework for expressing the spatial
multiplexing relation of the transmit signals only from the antenna scattering
parameters and the modulating reactive loading. This not only avoids tedious
far-field calculations, but more importantly provides an efficient and
practical strategy for spatially multiplexing PSK signals of any modulation
order. The proposed approach allows ensuring a constant impedance matching at
the input of the driving antenna for all symbol combinations, and as
importantly uses only passive reconfigurable loads. This obviates the use of
reconfigurable matching networks and active loads, respectively, thereby
overcoming stringent limitations of previous single-feed MIMO techniques in
terms of complexity, efficiency, and power consumption. The proposed approach
is illustrated by the design of a realistic very compact antenna system
optimized for multiplexing QPSK signals. The results show that the proposed
approach can bring the MIMO benefits to the low-end user terminals at a reduced
RF complexity.
|
[
{
"created": "Wed, 5 Feb 2014 16:59:38 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Yousefbeiki",
"Mohsen",
""
],
[
"Alrabadi",
"Osama N.",
""
],
[
"Perruisseau-Carrier",
"Julien",
""
]
] |
[
0.027958717197179794,
0.002294768113642931,
-0.0383533239364624,
0.010618635453283787,
-0.02266651578247547,
0.0340939462184906,
-0.02114763855934143,
0.05611314997076988,
0.00582255469635129,
0.0021477267146110535,
-0.07031693309545517,
0.05794330686330795,
0.03298775106668472,
0.045818328857421875,
0.02664237655699253,
0.08662250638008118,
0.008188599720597267,
-0.0008132795337587595,
0.06496436893939972,
0.06289032101631165,
0.028631659224629402,
-0.10910730063915253,
-0.06285832077264786,
-0.0632910504937172,
0.06440175324678421,
-0.0012093037366867065,
0.043468862771987915,
0.015025775879621506,
-0.04041285812854767,
0.035422999411821365,
-0.02682938612997532,
0.05652495101094246,
0.019780820235610008,
-0.0650261789560318,
-0.08434319496154785,
0.04501973092556,
-0.01831158809363842,
-0.0850004255771637,
0.04748106747865677,
0.034098900854587555,
0.015031502582132816,
0.013329416513442993,
-0.04388156905770302,
0.052032470703125,
-0.10013395547866821,
-0.06170322746038437,
0.01954115368425846,
0.08408012986183167,
0.0689760148525238,
-0.10601165145635605,
0.10707183927297592,
-0.01186926569789648,
-0.07343235611915588,
0.08977203071117401,
0.05189627408981323,
-0.0023402045480906963,
-0.06146816536784172,
0.08637913316488266,
-0.019408756867051125,
0.0015899291029199958,
-0.04302659630775452,
-0.0030163894407451153,
0.0446312353014946,
-0.018764574080705643,
0.008551535196602345,
-0.0009684608085080981,
-0.07203834503889084,
0.00626447843387723,
-0.0451989583671093,
0.019256075844168663,
-0.12066014111042023,
-0.012147603556513786,
0.0036114274989813566,
-0.0007836153963580728,
0.018523087725043297,
0.031186064705252647,
0.0034055132418870926,
0.04098665341734886,
-0.0050481208600103855,
0.0015568733215332031,
-0.030125975608825684,
0.0016838074661791325,
-0.10640346258878708,
-0.06515122950077057,
0.09777474403381348,
0.030075250193476677,
-0.13388733565807343,
0.028313012793660164,
-0.002651178278028965,
-0.05899563059210777,
0.010965566150844097,
0.006230355240404606,
0.04407946392893791,
0.07494694739580154,
0.0034260309766978025,
-0.0015933483373373747,
-0.017918862402439117,
-0.002615182427689433,
-0.040257975459098816,
0.022554069757461548,
0.03091154620051384,
0.03812909498810768,
0.09919320046901703,
0.04487321898341179,
-0.047493427991867065,
-0.13629694283008575,
-0.009008686989545822,
0.0002043939894065261,
-0.035437196493148804,
-0.0697217807173729,
-0.0006399269914254546,
0.008009698241949081,
-0.04831977188587189,
0.019539479166269302,
-0.0834924653172493,
0.07686766237020493,
-0.025257248431444168,
0.037675172090530396,
0.006472047418355942,
-0.008548269048333168,
-0.0953623354434967,
-0.1221851110458374,
-0.06670716404914856,
0.03791990876197815,
0.043358199298381805,
0.027927881106734276,
-0.0529136061668396,
4.6745916909928524e-33,
-0.05676946043968201,
0.10151860117912292,
0.06693588942289352,
0.05736599117517471,
-0.029124272987246513,
0.0013940040953457355,
0.019960789009928703,
0.029699591919779778,
0.06429040431976318,
0.03920360654592514,
0.0613732747733593,
0.11698778718709946,
0.028388474136590958,
0.030926626175642014,
0.024804821237921715,
0.012692639604210854,
0.013776949606835842,
-0.03800862655043602,
0.025063415989279747,
0.02170938067138195,
0.007751797325909138,
-0.028397677466273308,
-0.11316344141960144,
-0.030435051769018173,
-0.007062665652483702,
0.0254006776958704,
-0.04419693723320961,
-0.007465869653970003,
-0.056600525975227356,
-0.005527832545340061,
-0.106711246073246,
0.0011063709389418364,
-0.023566074669361115,
0.0233906302601099,
0.025473855435848236,
-0.13566352427005768,
-0.0494556687772274,
-0.05995733663439751,
-0.023289911448955536,
0.031964682042598724,
-0.00010098851635120809,
-0.046879347413778305,
-0.017538990825414658,
-0.015983829274773598,
0.010213389992713928,
-0.017709551379084587,
-0.027952758595347404,
0.0153921814635396,
-0.03703654929995537,
0.023625150322914124,
0.0799955278635025,
0.05374925211071968,
-0.04473419487476349,
0.03340097889304161,
0.06546633690595627,
-0.030404580757021904,
-0.03388536348938942,
0.060722604393959045,
0.04688034951686859,
0.07820843905210495,
-0.06265319883823395,
-0.04321054741740227,
0.011701642535626888,
0.0859258621931076,
0.08092115819454193,
0.005331829655915499,
-0.0008721047779545188,
-0.10584443062543869,
-0.007731552701443434,
0.15109524130821228,
0.050398219376802444,
0.08618461340665817,
-0.015420414507389069,
-0.04516797140240669,
-0.015198145993053913,
-0.03417755290865898,
-0.02510456182062626,
0.008027846924960613,
-0.02561705745756626,
0.061411164700984955,
0.018224699422717094,
0.10202541202306747,
-0.018307799473404884,
-0.006922733038663864,
0.061850789934396744,
-0.02654048427939415,
0.07615888118743896,
-0.0667126253247261,
-0.04332699626684189,
-0.04072452709078789,
-0.01563410274684429,
0.09536949545145035,
-0.020843131467700005,
-0.02343679405748844,
-0.02372756414115429,
-2.77732158457561e-33,
0.014295482076704502,
0.008836023509502411,
0.019586455076932907,
-0.06328856945037842,
-0.050566159188747406,
0.015116589143872261,
0.063718780875206,
-0.0065073841251432896,
0.0433550663292408,
-0.021474748849868774,
-0.04426095634698868,
-0.0170090701431036,
0.015505040064454079,
0.046938955783843994,
-0.03630645573139191,
0.11111753433942795,
0.015579631552100182,
0.06410416960716248,
-0.024438947439193726,
-0.084258072078228,
0.06370539218187332,
0.015193051658570766,
0.04231148958206177,
0.02948732115328312,
-0.07344727963209152,
-0.026274314150214195,
0.005191491916775703,
0.016671909019351006,
-0.08386057615280151,
0.058552537113428116,
0.009000992402434349,
-0.04522344842553139,
0.050093162804841995,
-0.049407586455345154,
0.07844587415456772,
0.019701961427927017,
0.02110518142580986,
0.06903468817472458,
0.020628349855542183,
0.016343247145414352,
0.04796937480568886,
-0.037604138255119324,
-0.0032376558519899845,
0.05123332515358925,
-0.01567072793841362,
-0.05141713470220566,
-0.06092407926917076,
-0.015319614671170712,
-0.003939872141927481,
0.016752703115344048,
0.07301104068756104,
-0.06091603636741638,
-0.03986771032214165,
-0.043419770896434784,
-0.0135354558005929,
-0.01342489942908287,
-0.022035932168364525,
0.11877726018428802,
0.07735718041658401,
-0.005388131830841303,
0.020378751680254936,
-0.06838806718587875,
0.018644167110323906,
0.025799626484513283,
0.011244422756135464,
-0.07411805540323257,
0.10950824618339539,
-0.0790957510471344,
0.00319845462217927,
0.08442547917366028,
-0.07769280672073364,
-0.04607556015253067,
-0.018386827781796455,
0.00262469332665205,
0.006515846122056246,
0.09254180639982224,
0.048778995871543884,
0.08115749061107635,
0.020800499245524406,
0.10528449714183807,
-0.01024545356631279,
-0.0079002371057868,
-0.08270279318094254,
-0.023201264441013336,
0.042501579970121384,
0.05492372810840607,
-0.01976180635392666,
0.03461061045527458,
0.02137806825339794,
-0.06465044617652893,
0.07238149642944336,
0.04842522367835045,
0.03206613287329674,
0.09038818627595901,
0.030554339289665222,
-5.357561505547892e-8,
-0.019914807751774788,
-0.034858111292123795,
-0.07684633135795593,
-0.013251434080302715,
0.0024838889949023724,
-0.03699421137571335,
0.022415179759263992,
-0.0823071226477623,
-0.034088317304849625,
-0.018289092928171158,
0.007890217006206512,
-0.015190090984106064,
0.003472385462373495,
0.07070057094097137,
0.035092875361442566,
-0.02366696298122406,
-0.026066377758979797,
-0.11940078437328339,
-0.015064582228660583,
0.0816032737493515,
0.0063054850324988365,
0.06067585200071335,
0.008238372392952442,
0.044898200780153275,
0.07418709248304367,
-0.0065781790763139725,
0.05677542835474014,
-0.023652764037251472,
0.029375499114394188,
0.03045882284641266,
0.03713102266192436,
-0.059926699846982956,
-0.04679473489522934,
0.016131725162267685,
-0.10244893282651901,
-0.008304551243782043,
0.03469289466738701,
0.013118047267198563,
0.017761314287781715,
0.053129494190216064,
0.04137500748038292,
-0.07491633296012878,
-0.019013667479157448,
0.021840142086148262,
-0.025408044457435608,
0.012332124635577202,
-0.017225967720150948,
0.01983688212931156,
0.0001818912714952603,
-0.007298159878700972,
0.022537149488925934,
0.050004858523607254,
-0.03801640868186951,
-0.11258764564990997,
-0.012937614694237709,
-0.039371293038129807,
0.04120470955967903,
0.05691085010766983,
0.049411457031965256,
-0.07245159894227982,
-0.02180837281048298,
0.05475691705942154,
-0.0457155779004097,
0.025613393634557724
] | null | null | null | null | null | null | null |
[
0.027958717197179794,
0.002294768113642931,
-0.0383533239364624,
0.010618635453283787,
-0.02266651578247547,
0.0340939462184906,
-0.02114763855934143,
0.05611314997076988,
0.00582255469635129,
0.0021477267146110535,
-0.07031693309545517,
0.05794330686330795,
0.03298775106668472,
0.045818328857421875,
0.02664237655699253,
0.08662250638008118,
0.008188599720597267,
-0.0008132795337587595,
0.06496436893939972,
0.06289032101631165,
0.028631659224629402,
-0.10910730063915253,
-0.06285832077264786,
-0.0632910504937172,
0.06440175324678421,
-0.0012093037366867065,
0.043468862771987915,
0.015025775879621506,
-0.04041285812854767,
0.035422999411821365,
-0.02682938612997532,
0.05652495101094246,
0.019780820235610008,
-0.0650261789560318,
-0.08434319496154785,
0.04501973092556,
-0.01831158809363842,
-0.0850004255771637,
0.04748106747865677,
0.034098900854587555,
0.015031502582132816,
0.013329416513442993,
-0.04388156905770302,
0.052032470703125,
-0.10013395547866821,
-0.06170322746038437,
0.01954115368425846,
0.08408012986183167,
0.0689760148525238,
-0.10601165145635605,
0.10707183927297592,
-0.01186926569789648,
-0.07343235611915588,
0.08977203071117401,
0.05189627408981323,
-0.0023402045480906963,
-0.06146816536784172,
0.08637913316488266,
-0.019408756867051125,
0.0015899291029199958,
-0.04302659630775452,
-0.0030163894407451153,
0.0446312353014946,
-0.018764574080705643,
0.008551535196602345,
-0.0009684608085080981,
-0.07203834503889084,
0.00626447843387723,
-0.0451989583671093,
0.019256075844168663,
-0.12066014111042023,
-0.012147603556513786,
0.0036114274989813566,
-0.0007836153963580728,
0.018523087725043297,
0.031186064705252647,
0.0034055132418870926,
0.04098665341734886,
-0.0050481208600103855,
0.0015568733215332031,
-0.030125975608825684,
0.0016838074661791325,
-0.10640346258878708,
-0.06515122950077057,
0.09777474403381348,
0.030075250193476677,
-0.13388733565807343,
0.028313012793660164,
-0.002651178278028965,
-0.05899563059210777,
0.010965566150844097,
0.006230355240404606,
0.04407946392893791,
0.07494694739580154,
0.0034260309766978025,
-0.0015933483373373747,
-0.017918862402439117,
-0.002615182427689433,
-0.040257975459098816,
0.022554069757461548,
0.03091154620051384,
0.03812909498810768,
0.09919320046901703,
0.04487321898341179,
-0.047493427991867065,
-0.13629694283008575,
-0.009008686989545822,
0.0002043939894065261,
-0.035437196493148804,
-0.0697217807173729,
-0.0006399269914254546,
0.008009698241949081,
-0.04831977188587189,
0.019539479166269302,
-0.0834924653172493,
0.07686766237020493,
-0.025257248431444168,
0.037675172090530396,
0.006472047418355942,
-0.008548269048333168,
-0.0953623354434967,
-0.1221851110458374,
-0.06670716404914856,
0.03791990876197815,
0.043358199298381805,
0.027927881106734276,
-0.0529136061668396,
4.6745916909928524e-33,
-0.05676946043968201,
0.10151860117912292,
0.06693588942289352,
0.05736599117517471,
-0.029124272987246513,
0.0013940040953457355,
0.019960789009928703,
0.029699591919779778,
0.06429040431976318,
0.03920360654592514,
0.0613732747733593,
0.11698778718709946,
0.028388474136590958,
0.030926626175642014,
0.024804821237921715,
0.012692639604210854,
0.013776949606835842,
-0.03800862655043602,
0.025063415989279747,
0.02170938067138195,
0.007751797325909138,
-0.028397677466273308,
-0.11316344141960144,
-0.030435051769018173,
-0.007062665652483702,
0.0254006776958704,
-0.04419693723320961,
-0.007465869653970003,
-0.056600525975227356,
-0.005527832545340061,
-0.106711246073246,
0.0011063709389418364,
-0.023566074669361115,
0.0233906302601099,
0.025473855435848236,
-0.13566352427005768,
-0.0494556687772274,
-0.05995733663439751,
-0.023289911448955536,
0.031964682042598724,
-0.00010098851635120809,
-0.046879347413778305,
-0.017538990825414658,
-0.015983829274773598,
0.010213389992713928,
-0.017709551379084587,
-0.027952758595347404,
0.0153921814635396,
-0.03703654929995537,
0.023625150322914124,
0.0799955278635025,
0.05374925211071968,
-0.04473419487476349,
0.03340097889304161,
0.06546633690595627,
-0.030404580757021904,
-0.03388536348938942,
0.060722604393959045,
0.04688034951686859,
0.07820843905210495,
-0.06265319883823395,
-0.04321054741740227,
0.011701642535626888,
0.0859258621931076,
0.08092115819454193,
0.005331829655915499,
-0.0008721047779545188,
-0.10584443062543869,
-0.007731552701443434,
0.15109524130821228,
0.050398219376802444,
0.08618461340665817,
-0.015420414507389069,
-0.04516797140240669,
-0.015198145993053913,
-0.03417755290865898,
-0.02510456182062626,
0.008027846924960613,
-0.02561705745756626,
0.061411164700984955,
0.018224699422717094,
0.10202541202306747,
-0.018307799473404884,
-0.006922733038663864,
0.061850789934396744,
-0.02654048427939415,
0.07615888118743896,
-0.0667126253247261,
-0.04332699626684189,
-0.04072452709078789,
-0.01563410274684429,
0.09536949545145035,
-0.020843131467700005,
-0.02343679405748844,
-0.02372756414115429,
-2.77732158457561e-33,
0.014295482076704502,
0.008836023509502411,
0.019586455076932907,
-0.06328856945037842,
-0.050566159188747406,
0.015116589143872261,
0.063718780875206,
-0.0065073841251432896,
0.0433550663292408,
-0.021474748849868774,
-0.04426095634698868,
-0.0170090701431036,
0.015505040064454079,
0.046938955783843994,
-0.03630645573139191,
0.11111753433942795,
0.015579631552100182,
0.06410416960716248,
-0.024438947439193726,
-0.084258072078228,
0.06370539218187332,
0.015193051658570766,
0.04231148958206177,
0.02948732115328312,
-0.07344727963209152,
-0.026274314150214195,
0.005191491916775703,
0.016671909019351006,
-0.08386057615280151,
0.058552537113428116,
0.009000992402434349,
-0.04522344842553139,
0.050093162804841995,
-0.049407586455345154,
0.07844587415456772,
0.019701961427927017,
0.02110518142580986,
0.06903468817472458,
0.020628349855542183,
0.016343247145414352,
0.04796937480568886,
-0.037604138255119324,
-0.0032376558519899845,
0.05123332515358925,
-0.01567072793841362,
-0.05141713470220566,
-0.06092407926917076,
-0.015319614671170712,
-0.003939872141927481,
0.016752703115344048,
0.07301104068756104,
-0.06091603636741638,
-0.03986771032214165,
-0.043419770896434784,
-0.0135354558005929,
-0.01342489942908287,
-0.022035932168364525,
0.11877726018428802,
0.07735718041658401,
-0.005388131830841303,
0.020378751680254936,
-0.06838806718587875,
0.018644167110323906,
0.025799626484513283,
0.011244422756135464,
-0.07411805540323257,
0.10950824618339539,
-0.0790957510471344,
0.00319845462217927,
0.08442547917366028,
-0.07769280672073364,
-0.04607556015253067,
-0.018386827781796455,
0.00262469332665205,
0.006515846122056246,
0.09254180639982224,
0.048778995871543884,
0.08115749061107635,
0.020800499245524406,
0.10528449714183807,
-0.01024545356631279,
-0.0079002371057868,
-0.08270279318094254,
-0.023201264441013336,
0.042501579970121384,
0.05492372810840607,
-0.01976180635392666,
0.03461061045527458,
0.02137806825339794,
-0.06465044617652893,
0.07238149642944336,
0.04842522367835045,
0.03206613287329674,
0.09038818627595901,
0.030554339289665222,
-5.357561505547892e-8,
-0.019914807751774788,
-0.034858111292123795,
-0.07684633135795593,
-0.013251434080302715,
0.0024838889949023724,
-0.03699421137571335,
0.022415179759263992,
-0.0823071226477623,
-0.034088317304849625,
-0.018289092928171158,
0.007890217006206512,
-0.015190090984106064,
0.003472385462373495,
0.07070057094097137,
0.035092875361442566,
-0.02366696298122406,
-0.026066377758979797,
-0.11940078437328339,
-0.015064582228660583,
0.0816032737493515,
0.0063054850324988365,
0.06067585200071335,
0.008238372392952442,
0.044898200780153275,
0.07418709248304367,
-0.0065781790763139725,
0.05677542835474014,
-0.023652764037251472,
0.029375499114394188,
0.03045882284641266,
0.03713102266192436,
-0.059926699846982956,
-0.04679473489522934,
0.016131725162267685,
-0.10244893282651901,
-0.008304551243782043,
0.03469289466738701,
0.013118047267198563,
0.017761314287781715,
0.053129494190216064,
0.04137500748038292,
-0.07491633296012878,
-0.019013667479157448,
0.021840142086148262,
-0.025408044457435608,
0.012332124635577202,
-0.017225967720150948,
0.01983688212931156,
0.0001818912714952603,
-0.007298159878700972,
0.022537149488925934,
0.050004858523607254,
-0.03801640868186951,
-0.11258764564990997,
-0.012937614694237709,
-0.039371293038129807,
0.04120470955967903,
0.05691085010766983,
0.049411457031965256,
-0.07245159894227982,
-0.02180837281048298,
0.05475691705942154,
-0.0457155779004097,
0.025613393634557724
] |
1402.1092
|
Ullrich M\"onich
|
Holger Boche and Ullrich J. M\"onich
|
Signal and System Approximation from General Measurements
|
This paper will be published as part of the book "New Perspectives on
Approximation and Sampling Theory - Festschrift in honor of Paul Butzer's
85th birthday" in the Applied and Numerical Harmonic Analysis Series,
Birkhauser (Springer-Verlag). Parts of this work have been presented at the
IEEE International Conference on Acoustics, Speech, and Signal Processing
2014 (ICASSP 2014)
| null | null | null |
cs.IT math.CV math.FA math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper we analyze the behavior of system approximation processes for
stable linear time-invariant (LTI) systems and signals in the Paley-Wiener
space PW_\pi^1. We consider approximation processes, where the input signal is
not directly used to generate the system output, but instead a sequence of
numbers is used that is generated from the input signal by measurement
functionals. We consider classical sampling which corresponds to a pointwise
evaluation of the signal, as well as several more general measurement
functionals. We show that a stable system approximation is not possible for
pointwise sampling, because there exist signals and systems such that the
approximation process diverges. This remains true even with oversampling.
However, if more general measurement functionals are considered, a stable
approximation is possible if oversampling is used. Further, we show that
without oversampling we have divergence for a large class of practically
relevant measurement procedures.
|
[
{
"created": "Wed, 5 Feb 2014 17:08:53 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Boche",
"Holger",
""
],
[
"Mönich",
"Ullrich J.",
""
]
] |
[
-0.1223127543926239,
-0.027285723015666008,
0.03780251741409302,
0.02372455596923828,
0.05144764855504036,
-0.023379232734441757,
-0.0085807079449296,
0.03202859312295914,
0.0506926104426384,
-0.012370651587843895,
-0.0783236175775528,
0.08612311631441116,
-0.01685648411512375,
-0.07610367983579636,
-0.024166425690054893,
-0.07838656008243561,
0.058579009026288986,
0.032394297420978546,
-0.015545070171356201,
0.002747877733781934,
0.011325583793222904,
0.028601549565792084,
0.05589374527335167,
-0.0019141198135912418,
0.038371387869119644,
-0.06576105952262878,
-0.06589255481958389,
-0.09120349586009979,
0.0024814214557409286,
0.011079620569944382,
-0.007372306194156408,
-0.005969635210931301,
-0.04741455987095833,
-0.11870676279067993,
0.05492907389998436,
-0.011814494617283344,
0.07705419510602951,
-0.046190857887268066,
0.02792968600988388,
0.04913415387272835,
0.03416786342859268,
0.06220731511712074,
-0.003811377100646496,
0.07103776931762695,
-0.06283926963806152,
-0.03277347609400749,
0.05152944475412369,
-0.10832002013921738,
-0.08832348883152008,
0.059093695133924484,
-0.004907727241516113,
0.09950604289770126,
0.00788330938667059,
0.004132527392357588,
0.03391667827963829,
-0.10180152952671051,
0.016961894929409027,
0.08963430672883987,
-0.001530531677417457,
-0.03377257660031319,
-0.011789459735155106,
-0.055723726749420166,
-0.04487043246626854,
-0.00788196362555027,
-0.057513684034347534,
0.0325271300971508,
0.029803942888975143,
-0.0013746077893301845,
0.003786919405683875,
0.029535571113228798,
-0.10231433063745499,
0.08549520373344421,
-0.08108511567115784,
0.039877552539110184,
0.04601901397109032,
-0.034543074667453766,
-0.039104968309402466,
0.010625911876559258,
0.0210860688239336,
-0.05656345561146736,
0.014773470349609852,
0.007713198661804199,
-0.04371052607893944,
-0.09996433556079865,
0.039559077471494675,
0.07334142178297043,
-0.06165092810988426,
0.009368465282022953,
0.08671779930591583,
-0.10856878757476807,
-0.058645714074373245,
-0.006093346513807774,
-0.06186540052294731,
0.06596118211746216,
-0.01074193324893713,
-0.04538708180189133,
0.06958083063364029,
0.053391002118587494,
0.0871223658323288,
0.1048145517706871,
-0.008897841908037663,
0.06067687273025513,
0.05789467319846153,
0.053866248577833176,
0.033205270767211914,
-0.06264500319957733,
-0.011978955939412117,
0.013796452432870865,
0.012471530586481094,
-0.04585259407758713,
0.02620469406247139,
-0.08192387223243713,
0.058078330010175705,
0.10004188865423203,
0.07052548229694366,
-0.08577169477939606,
0.04605822265148163,
0.04050621762871742,
0.003056171117350459,
-0.004574111197143793,
-0.03353450447320938,
0.02235993556678295,
-0.025146713480353355,
0.031218769028782845,
0.07443222403526306,
0.061000753194093704,
0.08041807264089584,
7.567922170202641e-34,
-0.037800680845975876,
-0.023452546447515488,
0.0071871280670166016,
-0.03418411687016487,
-0.04728885740041733,
0.020822318270802498,
-0.007743457332253456,
-0.04613484814763069,
0.03548996150493622,
0.12960393726825714,
0.004586772993206978,
-0.004304475616663694,
-0.032967839390039444,
0.00673926156014204,
0.0880633294582367,
0.04109281674027443,
-0.038321055471897125,
0.06877771019935608,
0.09083639830350876,
-0.015251054428517818,
0.07188844680786133,
-0.06046788766980171,
-0.040586065500974655,
-0.034856103360652924,
0.002612472977489233,
0.01003936119377613,
-0.028351284563541412,
0.06930357217788696,
-0.08647540211677551,
-0.015065466053783894,
-0.05239643156528473,
0.061877477914094925,
0.005821164231747389,
-0.07909504324197769,
-0.015917513519525528,
-0.05974565073847771,
0.09496257454156876,
0.015371507965028286,
-0.06981471180915833,
-0.031120508909225464,
0.031840454787015915,
0.035265516489744186,
0.004805729258805513,
0.012378960847854614,
-0.046365052461624146,
-0.13791055977344513,
0.01496098842471838,
0.014068340882658958,
0.032092638313770294,
-0.04851755127310753,
-0.0421944223344326,
-0.007883588783442974,
-0.021828044205904007,
0.038533300161361694,
-0.006808914244174957,
0.029915429651737213,
0.07688841223716736,
-0.0161154605448246,
0.016147365793585777,
0.087834432721138,
-0.03904113918542862,
-0.037089962512254715,
0.004021854139864445,
-0.06628384441137314,
0.02742820605635643,
0.03323462978005409,
0.0008269858662970364,
-0.040398817509412766,
0.0521276630461216,
0.027336103841662407,
0.004187440499663353,
-0.021686561405658722,
-0.10808016359806061,
-0.021199621260166168,
0.0718236118555069,
0.013592136092483997,
0.02050633355975151,
0.04900217428803444,
-0.0660230815410614,
0.06256898492574692,
0.0024541241582483053,
-0.060593023896217346,
-0.013226209208369255,
-0.028783051297068596,
-0.032147571444511414,
-0.030473072081804276,
-0.031114323064684868,
-0.07999355345964432,
-0.07463712990283966,
-0.1077185869216919,
-0.10123336315155029,
0.02735387533903122,
-0.00428444379940629,
-0.004827627446502447,
-0.11230234801769257,
-2.9804405799129704e-33,
0.012834892608225346,
0.00301766162738204,
-0.0022222944535315037,
0.05508681759238243,
-0.046390559524297714,
-0.02155277132987976,
-0.016159221529960632,
-0.07369082421064377,
-0.009273746982216835,
-0.02492857724428177,
-0.05492900684475899,
-0.047921475023031235,
0.05034387856721878,
0.0454648993909359,
-0.023036176338791847,
0.03419585898518562,
0.07443491369485855,
-0.014922929927706718,
0.03146076574921608,
-0.030568508431315422,
0.03553922474384308,
-0.0006535826832987368,
0.02947426773607731,
-0.0026009068824350834,
-0.00316796381957829,
0.05410285294055939,
-0.04657251760363579,
0.07638339698314667,
-0.01559704914689064,
-0.0683867335319519,
-0.04408250004053116,
-0.10740114003419876,
0.055623818188905716,
-0.07774513959884644,
0.020093053579330444,
0.01406833529472351,
0.02880111150443554,
0.08733478933572769,
-0.020733408629894257,
0.0786464586853981,
0.0726722702383995,
0.042365606874227524,
-0.019316576421260834,
0.04072548449039459,
0.04940927401185036,
-0.04812974855303764,
-0.013360010460019112,
-0.01713496446609497,
-0.11717519164085388,
0.010535163804888725,
0.01842302642762661,
0.07169058173894882,
0.0036352607421576977,
0.0948609858751297,
-0.0228392593562603,
0.056193772703409195,
-0.025863077491521835,
-0.00025484609068371356,
0.011933448724448681,
0.019602302461862564,
-0.06631544232368469,
-0.02795019932091236,
-0.030327724292874336,
0.05818233639001846,
0.03922179341316223,
0.11080291122198105,
-0.041760243475437164,
-0.07115224003791809,
0.13370643556118011,
0.031527940183877945,
0.004783454816788435,
-0.0373431034386158,
0.011129390448331833,
0.06291881203651428,
0.018684182316064835,
0.0003562749770935625,
0.07342013716697693,
-0.05085666477680206,
-0.014578371308743954,
-0.008174818009138107,
-0.042074963450431824,
0.07005096971988678,
0.024638686329126358,
-0.002782663330435753,
-0.013535995036363602,
-0.0074733467772603035,
-0.0487251915037632,
-0.0025240276008844376,
0.028222735971212387,
-0.09838756173849106,
0.03866135701537132,
0.006012656260281801,
-0.00010326743358746171,
0.006058431230485439,
0.006495051085948944,
-5.1704162729038217e-8,
-0.058801066130399704,
0.09364208579063416,
0.02428503707051277,
0.08270984143018723,
0.005374480504542589,
-0.055454887449741364,
0.004846969619393349,
-0.09020481258630753,
-0.026568861678242683,
-0.08044762909412384,
0.024774199351668358,
-0.06047889590263367,
-0.021794158965349197,
-0.07927243411540985,
0.04935039207339287,
-0.03448930010199547,
-0.028406213968992233,
0.03643302246928215,
-0.023212648928165436,
-0.007875008508563042,
0.015420072712004185,
0.031046107411384583,
-0.003119393717497587,
-0.00532876281067729,
-0.010494187474250793,
0.03324603661894798,
0.00967727042734623,
-0.005030336324125528,
0.0571833960711956,
0.017097581177949905,
0.01930077001452446,
0.11203772574663162,
0.03936128318309784,
0.01526207197457552,
0.049771588295698166,
-0.05804016813635826,
-0.04036818444728851,
0.04537132754921913,
-0.012331114150583744,
-0.005146377254277468,
-0.07879454642534256,
0.06720791012048721,
-0.0992451086640358,
0.006270939018577337,
0.06485350430011749,
0.012624108232557774,
0.03221052885055542,
-0.049574900418519974,
0.032990626990795135,
-0.06259362399578094,
0.010439652018249035,
0.04978504404425621,
-0.0033410449977964163,
-0.04554707556962967,
-0.023834295570850372,
-0.04538267105817795,
0.01420963928103447,
-0.05803515017032623,
-0.09863021224737167,
0.008744548074901104,
-0.00262320670299232,
0.0019071521237492561,
-0.05772324651479721,
-0.015382334589958191
] | null | null | null | null | null | null | null |
[
-0.1223127543926239,
-0.027285723015666008,
0.03780251741409302,
0.02372455596923828,
0.05144764855504036,
-0.023379232734441757,
-0.0085807079449296,
0.03202859312295914,
0.0506926104426384,
-0.012370651587843895,
-0.0783236175775528,
0.08612311631441116,
-0.01685648411512375,
-0.07610367983579636,
-0.024166425690054893,
-0.07838656008243561,
0.058579009026288986,
0.032394297420978546,
-0.015545070171356201,
0.002747877733781934,
0.011325583793222904,
0.028601549565792084,
0.05589374527335167,
-0.0019141198135912418,
0.038371387869119644,
-0.06576105952262878,
-0.06589255481958389,
-0.09120349586009979,
0.0024814214557409286,
0.011079620569944382,
-0.007372306194156408,
-0.005969635210931301,
-0.04741455987095833,
-0.11870676279067993,
0.05492907389998436,
-0.011814494617283344,
0.07705419510602951,
-0.046190857887268066,
0.02792968600988388,
0.04913415387272835,
0.03416786342859268,
0.06220731511712074,
-0.003811377100646496,
0.07103776931762695,
-0.06283926963806152,
-0.03277347609400749,
0.05152944475412369,
-0.10832002013921738,
-0.08832348883152008,
0.059093695133924484,
-0.004907727241516113,
0.09950604289770126,
0.00788330938667059,
0.004132527392357588,
0.03391667827963829,
-0.10180152952671051,
0.016961894929409027,
0.08963430672883987,
-0.001530531677417457,
-0.03377257660031319,
-0.011789459735155106,
-0.055723726749420166,
-0.04487043246626854,
-0.00788196362555027,
-0.057513684034347534,
0.0325271300971508,
0.029803942888975143,
-0.0013746077893301845,
0.003786919405683875,
0.029535571113228798,
-0.10231433063745499,
0.08549520373344421,
-0.08108511567115784,
0.039877552539110184,
0.04601901397109032,
-0.034543074667453766,
-0.039104968309402466,
0.010625911876559258,
0.0210860688239336,
-0.05656345561146736,
0.014773470349609852,
0.007713198661804199,
-0.04371052607893944,
-0.09996433556079865,
0.039559077471494675,
0.07334142178297043,
-0.06165092810988426,
0.009368465282022953,
0.08671779930591583,
-0.10856878757476807,
-0.058645714074373245,
-0.006093346513807774,
-0.06186540052294731,
0.06596118211746216,
-0.01074193324893713,
-0.04538708180189133,
0.06958083063364029,
0.053391002118587494,
0.0871223658323288,
0.1048145517706871,
-0.008897841908037663,
0.06067687273025513,
0.05789467319846153,
0.053866248577833176,
0.033205270767211914,
-0.06264500319957733,
-0.011978955939412117,
0.013796452432870865,
0.012471530586481094,
-0.04585259407758713,
0.02620469406247139,
-0.08192387223243713,
0.058078330010175705,
0.10004188865423203,
0.07052548229694366,
-0.08577169477939606,
0.04605822265148163,
0.04050621762871742,
0.003056171117350459,
-0.004574111197143793,
-0.03353450447320938,
0.02235993556678295,
-0.025146713480353355,
0.031218769028782845,
0.07443222403526306,
0.061000753194093704,
0.08041807264089584,
7.567922170202641e-34,
-0.037800680845975876,
-0.023452546447515488,
0.0071871280670166016,
-0.03418411687016487,
-0.04728885740041733,
0.020822318270802498,
-0.007743457332253456,
-0.04613484814763069,
0.03548996150493622,
0.12960393726825714,
0.004586772993206978,
-0.004304475616663694,
-0.032967839390039444,
0.00673926156014204,
0.0880633294582367,
0.04109281674027443,
-0.038321055471897125,
0.06877771019935608,
0.09083639830350876,
-0.015251054428517818,
0.07188844680786133,
-0.06046788766980171,
-0.040586065500974655,
-0.034856103360652924,
0.002612472977489233,
0.01003936119377613,
-0.028351284563541412,
0.06930357217788696,
-0.08647540211677551,
-0.015065466053783894,
-0.05239643156528473,
0.061877477914094925,
0.005821164231747389,
-0.07909504324197769,
-0.015917513519525528,
-0.05974565073847771,
0.09496257454156876,
0.015371507965028286,
-0.06981471180915833,
-0.031120508909225464,
0.031840454787015915,
0.035265516489744186,
0.004805729258805513,
0.012378960847854614,
-0.046365052461624146,
-0.13791055977344513,
0.01496098842471838,
0.014068340882658958,
0.032092638313770294,
-0.04851755127310753,
-0.0421944223344326,
-0.007883588783442974,
-0.021828044205904007,
0.038533300161361694,
-0.006808914244174957,
0.029915429651737213,
0.07688841223716736,
-0.0161154605448246,
0.016147365793585777,
0.087834432721138,
-0.03904113918542862,
-0.037089962512254715,
0.004021854139864445,
-0.06628384441137314,
0.02742820605635643,
0.03323462978005409,
0.0008269858662970364,
-0.040398817509412766,
0.0521276630461216,
0.027336103841662407,
0.004187440499663353,
-0.021686561405658722,
-0.10808016359806061,
-0.021199621260166168,
0.0718236118555069,
0.013592136092483997,
0.02050633355975151,
0.04900217428803444,
-0.0660230815410614,
0.06256898492574692,
0.0024541241582483053,
-0.060593023896217346,
-0.013226209208369255,
-0.028783051297068596,
-0.032147571444511414,
-0.030473072081804276,
-0.031114323064684868,
-0.07999355345964432,
-0.07463712990283966,
-0.1077185869216919,
-0.10123336315155029,
0.02735387533903122,
-0.00428444379940629,
-0.004827627446502447,
-0.11230234801769257,
-2.9804405799129704e-33,
0.012834892608225346,
0.00301766162738204,
-0.0022222944535315037,
0.05508681759238243,
-0.046390559524297714,
-0.02155277132987976,
-0.016159221529960632,
-0.07369082421064377,
-0.009273746982216835,
-0.02492857724428177,
-0.05492900684475899,
-0.047921475023031235,
0.05034387856721878,
0.0454648993909359,
-0.023036176338791847,
0.03419585898518562,
0.07443491369485855,
-0.014922929927706718,
0.03146076574921608,
-0.030568508431315422,
0.03553922474384308,
-0.0006535826832987368,
0.02947426773607731,
-0.0026009068824350834,
-0.00316796381957829,
0.05410285294055939,
-0.04657251760363579,
0.07638339698314667,
-0.01559704914689064,
-0.0683867335319519,
-0.04408250004053116,
-0.10740114003419876,
0.055623818188905716,
-0.07774513959884644,
0.020093053579330444,
0.01406833529472351,
0.02880111150443554,
0.08733478933572769,
-0.020733408629894257,
0.0786464586853981,
0.0726722702383995,
0.042365606874227524,
-0.019316576421260834,
0.04072548449039459,
0.04940927401185036,
-0.04812974855303764,
-0.013360010460019112,
-0.01713496446609497,
-0.11717519164085388,
0.010535163804888725,
0.01842302642762661,
0.07169058173894882,
0.0036352607421576977,
0.0948609858751297,
-0.0228392593562603,
0.056193772703409195,
-0.025863077491521835,
-0.00025484609068371356,
0.011933448724448681,
0.019602302461862564,
-0.06631544232368469,
-0.02795019932091236,
-0.030327724292874336,
0.05818233639001846,
0.03922179341316223,
0.11080291122198105,
-0.041760243475437164,
-0.07115224003791809,
0.13370643556118011,
0.031527940183877945,
0.004783454816788435,
-0.0373431034386158,
0.011129390448331833,
0.06291881203651428,
0.018684182316064835,
0.0003562749770935625,
0.07342013716697693,
-0.05085666477680206,
-0.014578371308743954,
-0.008174818009138107,
-0.042074963450431824,
0.07005096971988678,
0.024638686329126358,
-0.002782663330435753,
-0.013535995036363602,
-0.0074733467772603035,
-0.0487251915037632,
-0.0025240276008844376,
0.028222735971212387,
-0.09838756173849106,
0.03866135701537132,
0.006012656260281801,
-0.00010326743358746171,
0.006058431230485439,
0.006495051085948944,
-5.1704162729038217e-8,
-0.058801066130399704,
0.09364208579063416,
0.02428503707051277,
0.08270984143018723,
0.005374480504542589,
-0.055454887449741364,
0.004846969619393349,
-0.09020481258630753,
-0.026568861678242683,
-0.08044762909412384,
0.024774199351668358,
-0.06047889590263367,
-0.021794158965349197,
-0.07927243411540985,
0.04935039207339287,
-0.03448930010199547,
-0.028406213968992233,
0.03643302246928215,
-0.023212648928165436,
-0.007875008508563042,
0.015420072712004185,
0.031046107411384583,
-0.003119393717497587,
-0.00532876281067729,
-0.010494187474250793,
0.03324603661894798,
0.00967727042734623,
-0.005030336324125528,
0.0571833960711956,
0.017097581177949905,
0.01930077001452446,
0.11203772574663162,
0.03936128318309784,
0.01526207197457552,
0.049771588295698166,
-0.05804016813635826,
-0.04036818444728851,
0.04537132754921913,
-0.012331114150583744,
-0.005146377254277468,
-0.07879454642534256,
0.06720791012048721,
-0.0992451086640358,
0.006270939018577337,
0.06485350430011749,
0.012624108232557774,
0.03221052885055542,
-0.049574900418519974,
0.032990626990795135,
-0.06259362399578094,
0.010439652018249035,
0.04978504404425621,
-0.0033410449977964163,
-0.04554707556962967,
-0.023834295570850372,
-0.04538267105817795,
0.01420963928103447,
-0.05803515017032623,
-0.09863021224737167,
0.008744548074901104,
-0.00262320670299232,
0.0019071521237492561,
-0.05772324651479721,
-0.015382334589958191
] |
1402.1099
|
Hector Zenil
|
Hector Zenil
|
Levels of Abstraction and the Apparent Contradictory Philosophical
Legacy of Turing and Shannon
|
A version of the essay published in the Q, the AISB Quarterly
bulletin of the Society for the Study of Artificial Intelligence and
Simulation of Behaviour
| null | null | null |
cs.GL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In a recent article, Luciano Floridi explains his view of Turing's legacy in
connection to the philosophy of information. I will very briefly survey one of
Turing's other contributions to the philosophy of information and computation,
including similarities to Shannon's own methodological approach to information
through communication, showing how crucial they are and have been as
methodological strategies to understanding key aspects of these concepts. While
Floridi's concept of Levels of Abstraction is related to the novel methodology
of Turing's imitation game for tackling the question of machine intelligence,
Turing's other main contribution to the philosophy of information runs contrary
to it. Indeed, the seminal concept of computation universality strongly
suggests the deletion of fundamental differences among seemingly different
levels of description. How might we reconcile these apparently contradictory
contributions? I will argue that Turing's contribution should prompt us to plot
some directions for a philosophy of information and computation, one that
closely parallels the most important developments in computer science, one that
understands the profound implications of the works of Turing, Shannon and
others.
|
[
{
"created": "Wed, 5 Feb 2014 17:43:12 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Zenil",
"Hector",
""
]
] |
[
-0.040372733026742935,
-0.0326293520629406,
-0.04702819138765335,
-0.06184932217001915,
0.004620061255991459,
-0.01944633014500141,
0.05678659677505493,
0.014216608367860317,
-0.027681365609169006,
-0.015717150643467903,
-0.051827214658260345,
0.017603866755962372,
0.00692367646843195,
-0.018090616911649704,
0.023305851966142654,
-0.05523936077952385,
0.0017970481421798468,
-0.05156155675649643,
-0.05660632997751236,
-0.08363064378499985,
0.06400205194950104,
-0.016437646001577377,
0.05867219343781471,
0.00255227810703218,
-0.0592111237347126,
0.06273599714040756,
-0.06934383511543274,
-0.08526035398244858,
0.0038672101218253374,
-0.03619283810257912,
-0.0360989086329937,
0.061956606805324554,
0.06471425294876099,
-0.021980201825499535,
-0.019876820966601372,
0.07747934758663177,
0.05138923600316048,
-0.06119176372885704,
0.018408557400107384,
-0.04139827936887741,
-0.041001662611961365,
-0.010261943563818932,
-0.0614122673869133,
0.07901886105537415,
0.06083128973841667,
0.045518044382333755,
-0.008149559609591961,
0.0003391365462448448,
-0.12976272404193878,
0.0026041141245514154,
-0.13151907920837402,
-0.0050325701013207436,
-0.003706485265865922,
-0.020063357427716255,
-0.04714367166161537,
0.04818767309188843,
0.07582354545593262,
0.05720578879117966,
-0.03553595393896103,
-0.04524637386202812,
-0.06531379371881485,
-0.012874647043645382,
0.02404109574854374,
0.0596645250916481,
0.057144664227962494,
0.004255811683833599,
-0.03369271382689476,
-0.0627950131893158,
-0.0028898005839437246,
0.06070908531546593,
0.011524920351803303,
-0.01719268225133419,
-0.0028665228746831417,
0.0003867164778057486,
0.031896330416202545,
-0.08641044795513153,
-0.01609501801431179,
0.07900398224592209,
-0.05557148531079292,
0.013273564167320728,
-0.023357028141617775,
-0.06606216728687286,
-0.008868394419550896,
0.0390666238963604,
0.010179211385548115,
0.0010209971806034446,
-0.06554854661226273,
-0.042138732969760895,
0.025835037231445312,
-0.109947070479393,
-0.07660967856645584,
-0.09165196120738983,
0.0018766456050798297,
0.061290349811315536,
0.07485980540513992,
0.0027715882752090693,
0.01886412873864174,
0.002914132783189416,
0.011997672729194164,
0.014786401763558388,
-0.0015836752718314528,
-0.005804288666695356,
-0.018084663897752762,
-0.012192894704639912,
0.0745471864938736,
-0.02135944552719593,
0.022750331088900566,
-0.011071243323385715,
-0.0011301186168566346,
-0.09025761485099792,
-0.039285290986299515,
0.009937637485563755,
0.054890286177396774,
0.002392883412539959,
0.05084225535392761,
-0.08088438212871552,
-0.030132289975881577,
0.02300964668393135,
-0.03194821998476982,
0.030497120693325996,
0.011436030268669128,
-0.034230828285217285,
-0.05934218689799309,
0.017578784376382828,
-0.02374364249408245,
-0.052024587988853455,
-0.04699987173080444,
5.292934229291016e-34,
0.011446318589150906,
0.026233019307255745,
0.04103841260075569,
0.08241431415081024,
0.08514147996902466,
0.02930501289665699,
0.038982026278972626,
-0.06213827058672905,
-0.013688585720956326,
0.08445312827825546,
0.010340561158955097,
0.12423932552337646,
0.0005501127452589571,
0.07030037045478821,
0.03991202265024185,
0.04212931543588638,
-0.055677320808172226,
-0.03414939343929291,
0.06135152280330658,
-0.13994304835796356,
0.12268432974815369,
0.10521166771650314,
-0.03871138393878937,
-0.053558167070150375,
0.07714039087295532,
0.05273343250155449,
-0.07179669290781021,
-0.07935332506895065,
-0.020430369302630424,
0.02421724610030651,
-0.11588575690984726,
0.0441020242869854,
-0.05448474362492561,
-0.00754361879080534,
-0.02365843392908573,
-0.061136554926633835,
-0.01281313318759203,
-0.12333546578884125,
-0.014550927095115185,
-0.02036815881729126,
0.036230385303497314,
0.00031358987325802445,
-0.020817972719669342,
-0.0298679880797863,
-0.008482299745082855,
0.007081286050379276,
0.0248838122934103,
0.027709566056728363,
0.06542044132947922,
-0.05265839397907257,
-0.042355410754680634,
-0.03660288080573082,
0.03383151441812515,
-0.044648658484220505,
0.038846276700496674,
-0.04007444530725479,
-0.05790362134575844,
0.01786823384463787,
-0.0009724526898935437,
0.08221466839313507,
0.027821896597743034,
0.04373706877231598,
0.05258999764919281,
0.04810796305537224,
-0.003982978407293558,
0.05036370828747749,
-0.03485272824764252,
0.021470438688993454,
0.0912853479385376,
0.020011572167277336,
-0.05148820951581001,
0.02136940509080887,
-0.004011772107332945,
-0.003043578239157796,
0.03193533048033714,
0.02724180743098259,
-0.0050903195515275,
-0.07403752207756042,
-0.021681543439626694,
0.008738982491195202,
-0.06534801423549652,
-0.04268753156065941,
-0.07022590190172195,
-0.03844456002116203,
0.014866442419588566,
0.051553256809711456,
0.03187241405248642,
0.03019692376255989,
0.01001378707587719,
0.0039701275527477264,
-0.05257720500230789,
0.030588407069444656,
0.040372926741838455,
-0.04410843551158905,
-0.0687737911939621,
-5.548540884102514e-33,
-0.03375208377838135,
-0.028202947229146957,
-0.05124519020318985,
0.037555430084466934,
-0.05574470013380051,
-0.05913585051894188,
0.03074783831834793,
-0.02773180790245533,
0.019700607284903526,
-0.00780439330264926,
-0.08356214314699173,
-0.05873081833124161,
0.011988243088126183,
-0.011735264211893082,
-0.04590848460793495,
0.037880681455135345,
-0.020941026508808136,
-0.02470075897872448,
0.02296174317598343,
-0.013393837958574295,
-0.004732917062938213,
-0.0006012637168169022,
-0.15881691873073578,
-0.053617384284734726,
0.007881964556872845,
0.05935739725828171,
-0.0031455864664167166,
0.01169959269464016,
0.03601996973156929,
0.03784416988492012,
-0.02073223702609539,
-0.05822628363966942,
-0.025044357404112816,
-0.017141658812761307,
0.050918880850076675,
0.01310554426163435,
0.10255661606788635,
0.06876606494188309,
-0.02674097940325737,
-0.06096450984477997,
0.00340098375454545,
-0.006461548153311014,
-0.05500611662864685,
-0.05226024240255356,
0.09991303086280823,
-0.029650025069713593,
-0.12144698947668076,
0.011412376537919044,
-0.04737144336104393,
-0.00009213073644787073,
0.12591636180877686,
0.021817808970808983,
0.005464308895170689,
-0.052955519407987595,
-0.033077698200941086,
0.04937649145722389,
0.01306864246726036,
-0.016169574111700058,
-0.008154835551977158,
0.03374984487891197,
0.03618684411048889,
-0.011543571017682552,
-0.024508893489837646,
0.0500611811876297,
0.042777590453624725,
0.046031780540943146,
0.008528728038072586,
0.028877658769488335,
0.06985748559236526,
-0.048933759331703186,
-0.030139736831188202,
-0.04340630769729614,
-0.006725430488586426,
0.012066226452589035,
0.014812100678682327,
0.13711491227149963,
-0.006134680472314358,
0.036853525787591934,
-0.05948019027709961,
0.05135509371757507,
0.0025550739374011755,
-0.034948576241731644,
0.051204949617385864,
-0.015459760092198849,
-0.0000033712833555910038,
0.023962486535310745,
0.020911047235131264,
-0.039171554148197174,
0.054385073482990265,
-0.08612088859081268,
0.016177190467715263,
-0.025428418070077896,
-0.037533581256866455,
-0.0031405845656991005,
-0.08702632039785385,
-5.347951059775369e-8,
-0.02531209960579872,
0.0038004235830157995,
-0.0005173217505216599,
0.007773981895297766,
0.08711860328912735,
-0.00014673080295324326,
-0.01747027039527893,
-0.058276910334825516,
-0.032595034688711166,
0.023068681359291077,
0.04654623940587044,
0.09996753931045532,
-0.005894577596336603,
0.07205893099308014,
0.06389455497264862,
0.017509398981928825,
0.03546201437711716,
-0.09158385545015335,
0.024354135617613792,
0.08912781625986099,
0.07220835983753204,
-0.04725123569369316,
-0.10277695208787918,
-0.059480104595422745,
-0.02605985291302204,
-0.00940832681953907,
-0.004573807120323181,
0.06518667936325073,
-0.05949483811855316,
0.02055990882217884,
0.0031134719029068947,
-0.005150198470801115,
0.012459435500204563,
0.031610921025276184,
0.01996426284313202,
-0.08903113007545471,
0.04709787666797638,
-0.06407896429300308,
-0.045325685292482376,
-0.06458696722984314,
-0.014039656147360802,
0.028570378199219704,
-0.013422676362097263,
0.07261420041322708,
0.1432420164346695,
-0.029973667114973068,
-0.016555754467844963,
-0.029938137158751488,
-0.028127800673246384,
0.05907624214887619,
-0.047126319259405136,
0.0692630261182785,
-0.011758735403418541,
0.04623642936348915,
0.10222142934799194,
-0.02688988856971264,
-0.04184883460402489,
0.01856190152466297,
-0.14209459722042084,
0.03582986071705818,
0.07866311073303223,
0.09996768087148666,
0.11217832565307617,
-0.10849044471979141
] | null | null | null | null | null | null | null |
[
-0.040372733026742935,
-0.0326293520629406,
-0.04702819138765335,
-0.06184932217001915,
0.004620061255991459,
-0.01944633014500141,
0.05678659677505493,
0.014216608367860317,
-0.027681365609169006,
-0.015717150643467903,
-0.051827214658260345,
0.017603866755962372,
0.00692367646843195,
-0.018090616911649704,
0.023305851966142654,
-0.05523936077952385,
0.0017970481421798468,
-0.05156155675649643,
-0.05660632997751236,
-0.08363064378499985,
0.06400205194950104,
-0.016437646001577377,
0.05867219343781471,
0.00255227810703218,
-0.0592111237347126,
0.06273599714040756,
-0.06934383511543274,
-0.08526035398244858,
0.0038672101218253374,
-0.03619283810257912,
-0.0360989086329937,
0.061956606805324554,
0.06471425294876099,
-0.021980201825499535,
-0.019876820966601372,
0.07747934758663177,
0.05138923600316048,
-0.06119176372885704,
0.018408557400107384,
-0.04139827936887741,
-0.041001662611961365,
-0.010261943563818932,
-0.0614122673869133,
0.07901886105537415,
0.06083128973841667,
0.045518044382333755,
-0.008149559609591961,
0.0003391365462448448,
-0.12976272404193878,
0.0026041141245514154,
-0.13151907920837402,
-0.0050325701013207436,
-0.003706485265865922,
-0.020063357427716255,
-0.04714367166161537,
0.04818767309188843,
0.07582354545593262,
0.05720578879117966,
-0.03553595393896103,
-0.04524637386202812,
-0.06531379371881485,
-0.012874647043645382,
0.02404109574854374,
0.0596645250916481,
0.057144664227962494,
0.004255811683833599,
-0.03369271382689476,
-0.0627950131893158,
-0.0028898005839437246,
0.06070908531546593,
0.011524920351803303,
-0.01719268225133419,
-0.0028665228746831417,
0.0003867164778057486,
0.031896330416202545,
-0.08641044795513153,
-0.01609501801431179,
0.07900398224592209,
-0.05557148531079292,
0.013273564167320728,
-0.023357028141617775,
-0.06606216728687286,
-0.008868394419550896,
0.0390666238963604,
0.010179211385548115,
0.0010209971806034446,
-0.06554854661226273,
-0.042138732969760895,
0.025835037231445312,
-0.109947070479393,
-0.07660967856645584,
-0.09165196120738983,
0.0018766456050798297,
0.061290349811315536,
0.07485980540513992,
0.0027715882752090693,
0.01886412873864174,
0.002914132783189416,
0.011997672729194164,
0.014786401763558388,
-0.0015836752718314528,
-0.005804288666695356,
-0.018084663897752762,
-0.012192894704639912,
0.0745471864938736,
-0.02135944552719593,
0.022750331088900566,
-0.011071243323385715,
-0.0011301186168566346,
-0.09025761485099792,
-0.039285290986299515,
0.009937637485563755,
0.054890286177396774,
0.002392883412539959,
0.05084225535392761,
-0.08088438212871552,
-0.030132289975881577,
0.02300964668393135,
-0.03194821998476982,
0.030497120693325996,
0.011436030268669128,
-0.034230828285217285,
-0.05934218689799309,
0.017578784376382828,
-0.02374364249408245,
-0.052024587988853455,
-0.04699987173080444,
5.292934229291016e-34,
0.011446318589150906,
0.026233019307255745,
0.04103841260075569,
0.08241431415081024,
0.08514147996902466,
0.02930501289665699,
0.038982026278972626,
-0.06213827058672905,
-0.013688585720956326,
0.08445312827825546,
0.010340561158955097,
0.12423932552337646,
0.0005501127452589571,
0.07030037045478821,
0.03991202265024185,
0.04212931543588638,
-0.055677320808172226,
-0.03414939343929291,
0.06135152280330658,
-0.13994304835796356,
0.12268432974815369,
0.10521166771650314,
-0.03871138393878937,
-0.053558167070150375,
0.07714039087295532,
0.05273343250155449,
-0.07179669290781021,
-0.07935332506895065,
-0.020430369302630424,
0.02421724610030651,
-0.11588575690984726,
0.0441020242869854,
-0.05448474362492561,
-0.00754361879080534,
-0.02365843392908573,
-0.061136554926633835,
-0.01281313318759203,
-0.12333546578884125,
-0.014550927095115185,
-0.02036815881729126,
0.036230385303497314,
0.00031358987325802445,
-0.020817972719669342,
-0.0298679880797863,
-0.008482299745082855,
0.007081286050379276,
0.0248838122934103,
0.027709566056728363,
0.06542044132947922,
-0.05265839397907257,
-0.042355410754680634,
-0.03660288080573082,
0.03383151441812515,
-0.044648658484220505,
0.038846276700496674,
-0.04007444530725479,
-0.05790362134575844,
0.01786823384463787,
-0.0009724526898935437,
0.08221466839313507,
0.027821896597743034,
0.04373706877231598,
0.05258999764919281,
0.04810796305537224,
-0.003982978407293558,
0.05036370828747749,
-0.03485272824764252,
0.021470438688993454,
0.0912853479385376,
0.020011572167277336,
-0.05148820951581001,
0.02136940509080887,
-0.004011772107332945,
-0.003043578239157796,
0.03193533048033714,
0.02724180743098259,
-0.0050903195515275,
-0.07403752207756042,
-0.021681543439626694,
0.008738982491195202,
-0.06534801423549652,
-0.04268753156065941,
-0.07022590190172195,
-0.03844456002116203,
0.014866442419588566,
0.051553256809711456,
0.03187241405248642,
0.03019692376255989,
0.01001378707587719,
0.0039701275527477264,
-0.05257720500230789,
0.030588407069444656,
0.040372926741838455,
-0.04410843551158905,
-0.0687737911939621,
-5.548540884102514e-33,
-0.03375208377838135,
-0.028202947229146957,
-0.05124519020318985,
0.037555430084466934,
-0.05574470013380051,
-0.05913585051894188,
0.03074783831834793,
-0.02773180790245533,
0.019700607284903526,
-0.00780439330264926,
-0.08356214314699173,
-0.05873081833124161,
0.011988243088126183,
-0.011735264211893082,
-0.04590848460793495,
0.037880681455135345,
-0.020941026508808136,
-0.02470075897872448,
0.02296174317598343,
-0.013393837958574295,
-0.004732917062938213,
-0.0006012637168169022,
-0.15881691873073578,
-0.053617384284734726,
0.007881964556872845,
0.05935739725828171,
-0.0031455864664167166,
0.01169959269464016,
0.03601996973156929,
0.03784416988492012,
-0.02073223702609539,
-0.05822628363966942,
-0.025044357404112816,
-0.017141658812761307,
0.050918880850076675,
0.01310554426163435,
0.10255661606788635,
0.06876606494188309,
-0.02674097940325737,
-0.06096450984477997,
0.00340098375454545,
-0.006461548153311014,
-0.05500611662864685,
-0.05226024240255356,
0.09991303086280823,
-0.029650025069713593,
-0.12144698947668076,
0.011412376537919044,
-0.04737144336104393,
-0.00009213073644787073,
0.12591636180877686,
0.021817808970808983,
0.005464308895170689,
-0.052955519407987595,
-0.033077698200941086,
0.04937649145722389,
0.01306864246726036,
-0.016169574111700058,
-0.008154835551977158,
0.03374984487891197,
0.03618684411048889,
-0.011543571017682552,
-0.024508893489837646,
0.0500611811876297,
0.042777590453624725,
0.046031780540943146,
0.008528728038072586,
0.028877658769488335,
0.06985748559236526,
-0.048933759331703186,
-0.030139736831188202,
-0.04340630769729614,
-0.006725430488586426,
0.012066226452589035,
0.014812100678682327,
0.13711491227149963,
-0.006134680472314358,
0.036853525787591934,
-0.05948019027709961,
0.05135509371757507,
0.0025550739374011755,
-0.034948576241731644,
0.051204949617385864,
-0.015459760092198849,
-0.0000033712833555910038,
0.023962486535310745,
0.020911047235131264,
-0.039171554148197174,
0.054385073482990265,
-0.08612088859081268,
0.016177190467715263,
-0.025428418070077896,
-0.037533581256866455,
-0.0031405845656991005,
-0.08702632039785385,
-5.347951059775369e-8,
-0.02531209960579872,
0.0038004235830157995,
-0.0005173217505216599,
0.007773981895297766,
0.08711860328912735,
-0.00014673080295324326,
-0.01747027039527893,
-0.058276910334825516,
-0.032595034688711166,
0.023068681359291077,
0.04654623940587044,
0.09996753931045532,
-0.005894577596336603,
0.07205893099308014,
0.06389455497264862,
0.017509398981928825,
0.03546201437711716,
-0.09158385545015335,
0.024354135617613792,
0.08912781625986099,
0.07220835983753204,
-0.04725123569369316,
-0.10277695208787918,
-0.059480104595422745,
-0.02605985291302204,
-0.00940832681953907,
-0.004573807120323181,
0.06518667936325073,
-0.05949483811855316,
0.02055990882217884,
0.0031134719029068947,
-0.005150198470801115,
0.012459435500204563,
0.031610921025276184,
0.01996426284313202,
-0.08903113007545471,
0.04709787666797638,
-0.06407896429300308,
-0.045325685292482376,
-0.06458696722984314,
-0.014039656147360802,
0.028570378199219704,
-0.013422676362097263,
0.07261420041322708,
0.1432420164346695,
-0.029973667114973068,
-0.016555754467844963,
-0.029938137158751488,
-0.028127800673246384,
0.05907624214887619,
-0.047126319259405136,
0.0692630261182785,
-0.011758735403418541,
0.04623642936348915,
0.10222142934799194,
-0.02688988856971264,
-0.04184883460402489,
0.01856190152466297,
-0.14209459722042084,
0.03582986071705818,
0.07866311073303223,
0.09996768087148666,
0.11217832565307617,
-0.10849044471979141
] |
1402.1106
|
Andrew Steane
|
Andrew M. Steane
|
Reduced-order Abraham-Lorentz-Dirac equation and the consistency of
classical electromagnetism
|
8 pages, 1 figure; 2nd version has minor addition on impact of
gravity; 3rd has added citations and better discussion of Ford and O'Connell
|
Am. J. Phys 83, 256 (2015)
|
10.1119/1.4897951
| null |
physics.class-ph gr-qc
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
It is widely believed that classical electromagnetism is either unphysical or
inconsistent, owing to pathological behavior when self-force and radiation
reaction are non-negligible. We argue that there is no inconsistency as long as
it is recognized that certain types of charge distribution are simply
impossible, such as, for example, a point particle with finite charge and
finite inertia. This is owing to the fact that negative inertial mass is an
unphysical concept in classical physics. It remains useful to obtain an
equation of motion for small charged objects that describes their motion to
good approximation without requiring knowledge of the charge distribution
within the object. We give a simple method to achieve this, leading to a
reduced-order form of the Abraham-Lorentz-Dirac equation, essentially as
proposed by Eliezer, Landau and Lifshitz, and derived by Ford and O'Connell.
|
[
{
"created": "Wed, 5 Feb 2014 17:54:15 GMT",
"version": "v1"
},
{
"created": "Fri, 7 Feb 2014 14:33:58 GMT",
"version": "v2"
},
{
"created": "Tue, 22 Jul 2014 15:33:49 GMT",
"version": "v3"
}
] |
2015-10-13
|
[
[
"Steane",
"Andrew M.",
""
]
] |
[
-0.09681078791618347,
0.07920953631401062,
0.025700116530060768,
0.0948648750782013,
-0.02838476002216339,
0.021313317120075226,
0.026106787845492363,
-0.012540807947516441,
-0.007562821730971336,
0.08276589959859848,
0.1426076591014862,
-0.04537375271320343,
0.004970094189047813,
0.03820091858506203,
-0.03906327486038208,
-0.08101117610931396,
0.03751363605260849,
0.02820344641804695,
-0.030334480106830597,
0.10394261032342911,
-0.0795975774526596,
-0.002522565657272935,
0.03530126437544823,
-0.03321388363838196,
0.02645915187895298,
-0.012278259731829166,
0.03903089836239815,
-0.08887667208909988,
-0.07921971380710602,
-0.07757396996021271,
0.11509682238101959,
0.015308444388210773,
-0.04816972464323044,
-0.016728419810533524,
0.012080109678208828,
0.030324939638376236,
0.028171109035611153,
-0.025906909257173538,
-0.013784846290946007,
0.018249845132231712,
0.05754081532359123,
0.133941188454628,
-0.009921228513121605,
0.060842763632535934,
0.11045712977647781,
-0.044324349611997604,
0.10238137096166611,
-0.055175941437482834,
0.09025018662214279,
0.04495350271463394,
0.014789458364248276,
0.08288531005382538,
-0.09162219613790512,
-0.005858143791556358,
0.03481703996658325,
-0.034774307161569595,
0.013959287665784359,
0.0017259669257327914,
-0.06548438966274261,
0.04359004274010658,
0.08590364456176758,
0.02830188162624836,
-0.013544280081987381,
0.011462807655334473,
0.03651727735996246,
-0.02251080982387066,
-0.012477518990635872,
0.03321017324924469,
-0.015324864536523819,
0.08346203714609146,
0.00957002304494381,
-0.0073503153398633,
-0.07754012197256088,
-0.008685057982802391,
-0.01511625200510025,
0.005293060559779406,
0.002818323438987136,
0.06169896200299263,
0.01682158000767231,
0.07922761142253876,
-0.092800572514534,
-0.09846764802932739,
-0.1289723813533783,
-0.022967949509620667,
-0.07658246159553528,
0.022187255322933197,
-0.012505237944424152,
0.010285708121955395,
0.0653521791100502,
0.02976970002055168,
0.022817211225628853,
-0.06868686527013779,
-0.057349156588315964,
-0.11418761312961578,
0.06380968540906906,
-0.014941195957362652,
0.024005604907870293,
0.014490483328700066,
-0.012603312730789185,
0.017546817660331726,
0.07455597817897797,
-0.019247470423579216,
-0.038491204380989075,
0.0847363993525505,
0.0029042160604149103,
0.009619593620300293,
0.03539302945137024,
-0.025672752410173416,
-0.05403473973274231,
0.059541892260313034,
0.03715319558978081,
-0.05398208275437355,
-0.060319386422634125,
-0.009547961875796318,
0.013469064608216286,
0.04209519177675247,
0.11914234608411789,
0.05242401361465454,
0.011500208638608456,
-0.06566498428583145,
0.014415301382541656,
0.029353700578212738,
-0.005109458230435848,
-0.0030390340834856033,
-0.03841734677553177,
0.11465004831552505,
0.02084384672343731,
2.16247191753832e-33,
-0.028004776686429977,
0.028224868699908257,
0.07494839280843735,
-0.035532671958208084,
0.0714028850197792,
-0.007269919849932194,
0.025524873286485672,
0.05575940012931824,
0.04771832376718521,
0.00026480131782591343,
-0.03549300134181976,
0.04834920912981033,
0.12807270884513855,
-0.04484469071030617,
-0.0973333939909935,
-0.03401573374867439,
-0.008648695424199104,
-0.016536490991711617,
0.03833808749914169,
-0.02648583985865116,
0.02421916089951992,
0.07505079358816147,
0.0033212166745215654,
-0.10603060573339462,
-0.025744622573256493,
0.025203218683600426,
0.05987120419740677,
0.059168748557567596,
-0.03967829793691635,
-0.027736421674489975,
-0.03787631168961525,
0.015752946957945824,
-0.008056013844907284,
-0.004472165834158659,
0.013454210013151169,
-0.0028406623750925064,
-0.017478225752711296,
-0.008343350142240524,
-0.0015950622037053108,
-0.04293958470225334,
-0.07244314253330231,
0.006182508077472448,
-0.06912752985954285,
-0.049767933785915375,
-0.0298533383756876,
0.011314588598906994,
0.10479135811328888,
-0.04829898476600647,
-0.004598644562065601,
0.01364967692643404,
-0.044582147151231766,
-0.01976908929646015,
0.02123548462986946,
-0.008752680383622646,
0.023171283304691315,
-0.020760636776685715,
-0.053120747208595276,
0.025973506271839142,
-0.04021470993757248,
-0.03860630467534065,
0.04414404183626175,
0.057148609310388565,
-0.013654069975018501,
0.015061377547681332,
0.01068724226206541,
-0.06997745484113693,
-0.10172192752361298,
0.010878955014050007,
-0.019336163997650146,
-0.022853437811136246,
0.03567258641123772,
0.11047882586717606,
-0.05595089867711067,
-0.024643946439027786,
0.021833693608641624,
0.06343912333250046,
-0.05562220886349678,
-0.0030247585382312536,
-0.0027831760235130787,
-0.039250995963811874,
-0.07635717839002609,
-0.07451248914003372,
-0.02078256942331791,
0.010381731204688549,
-0.009041504934430122,
0.08660798519849777,
0.011053674854338169,
0.056455694139003754,
-0.02277822233736515,
-0.08243507891893387,
0.03252773359417915,
0.049594514071941376,
-0.05264555662870407,
-0.04499652236700058,
0.010481973178684711,
-4.054947109030161e-33,
-0.016220208257436752,
-0.03829759731888771,
-0.004970628768205643,
0.019111687317490578,
0.011662712320685387,
-0.004078229423612356,
-0.03344232216477394,
0.05435244366526604,
0.024641985073685646,
-0.04153731092810631,
-0.05904607102274895,
0.025604575872421265,
-0.03755873814225197,
-0.03739822655916214,
0.033879395574331284,
-0.006448327098041773,
-0.009749813005328178,
0.039869047701358795,
0.030337128788232803,
-0.020045142620801926,
-0.0495816171169281,
0.07866792380809784,
0.030425021424889565,
-0.04441968351602554,
0.03262295946478844,
-0.022457411512732506,
0.03374849259853363,
-0.04709388315677643,
-0.0450180247426033,
0.012253519147634506,
0.01812981814146042,
-0.04424696043133736,
-0.0016388341318815947,
0.009197555482387543,
-0.023312382400035858,
0.02293621003627777,
-0.02437882125377655,
0.06322699785232544,
0.027255726978182793,
0.0005006720311939716,
-0.06841739267110825,
0.09058190882205963,
0.05527875944972038,
0.005257647018879652,
0.03715961426496506,
-0.06665641814470291,
-0.05961354449391365,
0.035859737545251846,
-0.03985027223825455,
0.12352167069911957,
-0.13263246417045593,
-0.07670056074857712,
-0.03167690709233284,
0.003479091450572014,
-0.07334659993648529,
0.04199416562914848,
0.03897874802350998,
-0.00550682470202446,
0.08411426842212677,
0.025316458195447922,
-0.04588143527507782,
-0.03033372201025486,
0.09454569965600967,
-0.06828256696462631,
-0.03968234732747078,
0.0730174109339714,
-0.05973667651414871,
0.065634585916996,
-0.03494067117571831,
-0.06765352934598923,
0.057460714131593704,
-0.041770122945308685,
-0.05724886804819107,
0.004570601973682642,
-0.06181271746754646,
0.0009110167738981545,
0.13834263384342194,
-0.007845154963433743,
0.021965602412819862,
-0.11053764820098877,
0.08536916226148605,
0.05971454828977585,
0.028719734400510788,
-0.047974877059459686,
-0.02856295369565487,
-0.009795731864869595,
-0.08441685885190964,
-0.020188482478260994,
0.0011149023193866014,
0.05994632840156555,
0.005779840052127838,
0.053587161004543304,
0.08520083129405975,
0.0837249755859375,
-0.0028663151897490025,
-5.378634071462329e-8,
-0.0673270896077156,
0.02643396519124508,
-0.028684768825769424,
0.03476399928331375,
0.07167256623506546,
0.05439797788858414,
-0.06928005069494247,
-0.08027948439121246,
0.0615132674574852,
-0.006323746871203184,
0.023490479215979576,
0.016730142757296562,
-0.010338920168578625,
0.01841305010020733,
-0.09772796183824539,
0.07049589604139328,
-0.020219167694449425,
-0.03224604204297066,
-0.017565753310918808,
0.07027862221002579,
-0.009725932031869888,
0.016324250027537346,
-0.04448641836643219,
0.007383464835584164,
0.03705756738781929,
0.02198568545281887,
-0.006216758396476507,
-0.028811870142817497,
0.0019145399564877152,
-0.025163140147924423,
-0.08771633356809616,
0.028313346207141876,
0.03284164145588875,
0.013471820391714573,
-0.06779251992702484,
-0.06037484109401703,
0.004682441707700491,
0.034112170338630676,
-0.04106873273849487,
-0.0457509383559227,
-0.0573461540043354,
0.012931551784276962,
0.01842207834124565,
-0.014340946450829506,
-0.0023116746451705694,
0.038869764655828476,
-0.06379096210002899,
-0.0430222749710083,
-0.09100346267223358,
0.07118909060955048,
-0.000890489318408072,
0.04808090627193451,
-0.023134922608733177,
-0.004122806712985039,
-0.039208490401506424,
0.046159226447343826,
-0.006465415004640818,
-0.04463225603103638,
-0.02747342921793461,
-0.08294956386089325,
0.07150724530220032,
0.013281636871397495,
0.017146755009889603,
0.07456566393375397
] | null | null | null | null | null | null | null |
[
-0.09681078791618347,
0.07920953631401062,
0.025700116530060768,
0.0948648750782013,
-0.02838476002216339,
0.021313317120075226,
0.026106787845492363,
-0.012540807947516441,
-0.007562821730971336,
0.08276589959859848,
0.1426076591014862,
-0.04537375271320343,
0.004970094189047813,
0.03820091858506203,
-0.03906327486038208,
-0.08101117610931396,
0.03751363605260849,
0.02820344641804695,
-0.030334480106830597,
0.10394261032342911,
-0.0795975774526596,
-0.002522565657272935,
0.03530126437544823,
-0.03321388363838196,
0.02645915187895298,
-0.012278259731829166,
0.03903089836239815,
-0.08887667208909988,
-0.07921971380710602,
-0.07757396996021271,
0.11509682238101959,
0.015308444388210773,
-0.04816972464323044,
-0.016728419810533524,
0.012080109678208828,
0.030324939638376236,
0.028171109035611153,
-0.025906909257173538,
-0.013784846290946007,
0.018249845132231712,
0.05754081532359123,
0.133941188454628,
-0.009921228513121605,
0.060842763632535934,
0.11045712977647781,
-0.044324349611997604,
0.10238137096166611,
-0.055175941437482834,
0.09025018662214279,
0.04495350271463394,
0.014789458364248276,
0.08288531005382538,
-0.09162219613790512,
-0.005858143791556358,
0.03481703996658325,
-0.034774307161569595,
0.013959287665784359,
0.0017259669257327914,
-0.06548438966274261,
0.04359004274010658,
0.08590364456176758,
0.02830188162624836,
-0.013544280081987381,
0.011462807655334473,
0.03651727735996246,
-0.02251080982387066,
-0.012477518990635872,
0.03321017324924469,
-0.015324864536523819,
0.08346203714609146,
0.00957002304494381,
-0.0073503153398633,
-0.07754012197256088,
-0.008685057982802391,
-0.01511625200510025,
0.005293060559779406,
0.002818323438987136,
0.06169896200299263,
0.01682158000767231,
0.07922761142253876,
-0.092800572514534,
-0.09846764802932739,
-0.1289723813533783,
-0.022967949509620667,
-0.07658246159553528,
0.022187255322933197,
-0.012505237944424152,
0.010285708121955395,
0.0653521791100502,
0.02976970002055168,
0.022817211225628853,
-0.06868686527013779,
-0.057349156588315964,
-0.11418761312961578,
0.06380968540906906,
-0.014941195957362652,
0.024005604907870293,
0.014490483328700066,
-0.012603312730789185,
0.017546817660331726,
0.07455597817897797,
-0.019247470423579216,
-0.038491204380989075,
0.0847363993525505,
0.0029042160604149103,
0.009619593620300293,
0.03539302945137024,
-0.025672752410173416,
-0.05403473973274231,
0.059541892260313034,
0.03715319558978081,
-0.05398208275437355,
-0.060319386422634125,
-0.009547961875796318,
0.013469064608216286,
0.04209519177675247,
0.11914234608411789,
0.05242401361465454,
0.011500208638608456,
-0.06566498428583145,
0.014415301382541656,
0.029353700578212738,
-0.005109458230435848,
-0.0030390340834856033,
-0.03841734677553177,
0.11465004831552505,
0.02084384672343731,
2.16247191753832e-33,
-0.028004776686429977,
0.028224868699908257,
0.07494839280843735,
-0.035532671958208084,
0.0714028850197792,
-0.007269919849932194,
0.025524873286485672,
0.05575940012931824,
0.04771832376718521,
0.00026480131782591343,
-0.03549300134181976,
0.04834920912981033,
0.12807270884513855,
-0.04484469071030617,
-0.0973333939909935,
-0.03401573374867439,
-0.008648695424199104,
-0.016536490991711617,
0.03833808749914169,
-0.02648583985865116,
0.02421916089951992,
0.07505079358816147,
0.0033212166745215654,
-0.10603060573339462,
-0.025744622573256493,
0.025203218683600426,
0.05987120419740677,
0.059168748557567596,
-0.03967829793691635,
-0.027736421674489975,
-0.03787631168961525,
0.015752946957945824,
-0.008056013844907284,
-0.004472165834158659,
0.013454210013151169,
-0.0028406623750925064,
-0.017478225752711296,
-0.008343350142240524,
-0.0015950622037053108,
-0.04293958470225334,
-0.07244314253330231,
0.006182508077472448,
-0.06912752985954285,
-0.049767933785915375,
-0.0298533383756876,
0.011314588598906994,
0.10479135811328888,
-0.04829898476600647,
-0.004598644562065601,
0.01364967692643404,
-0.044582147151231766,
-0.01976908929646015,
0.02123548462986946,
-0.008752680383622646,
0.023171283304691315,
-0.020760636776685715,
-0.053120747208595276,
0.025973506271839142,
-0.04021470993757248,
-0.03860630467534065,
0.04414404183626175,
0.057148609310388565,
-0.013654069975018501,
0.015061377547681332,
0.01068724226206541,
-0.06997745484113693,
-0.10172192752361298,
0.010878955014050007,
-0.019336163997650146,
-0.022853437811136246,
0.03567258641123772,
0.11047882586717606,
-0.05595089867711067,
-0.024643946439027786,
0.021833693608641624,
0.06343912333250046,
-0.05562220886349678,
-0.0030247585382312536,
-0.0027831760235130787,
-0.039250995963811874,
-0.07635717839002609,
-0.07451248914003372,
-0.02078256942331791,
0.010381731204688549,
-0.009041504934430122,
0.08660798519849777,
0.011053674854338169,
0.056455694139003754,
-0.02277822233736515,
-0.08243507891893387,
0.03252773359417915,
0.049594514071941376,
-0.05264555662870407,
-0.04499652236700058,
0.010481973178684711,
-4.054947109030161e-33,
-0.016220208257436752,
-0.03829759731888771,
-0.004970628768205643,
0.019111687317490578,
0.011662712320685387,
-0.004078229423612356,
-0.03344232216477394,
0.05435244366526604,
0.024641985073685646,
-0.04153731092810631,
-0.05904607102274895,
0.025604575872421265,
-0.03755873814225197,
-0.03739822655916214,
0.033879395574331284,
-0.006448327098041773,
-0.009749813005328178,
0.039869047701358795,
0.030337128788232803,
-0.020045142620801926,
-0.0495816171169281,
0.07866792380809784,
0.030425021424889565,
-0.04441968351602554,
0.03262295946478844,
-0.022457411512732506,
0.03374849259853363,
-0.04709388315677643,
-0.0450180247426033,
0.012253519147634506,
0.01812981814146042,
-0.04424696043133736,
-0.0016388341318815947,
0.009197555482387543,
-0.023312382400035858,
0.02293621003627777,
-0.02437882125377655,
0.06322699785232544,
0.027255726978182793,
0.0005006720311939716,
-0.06841739267110825,
0.09058190882205963,
0.05527875944972038,
0.005257647018879652,
0.03715961426496506,
-0.06665641814470291,
-0.05961354449391365,
0.035859737545251846,
-0.03985027223825455,
0.12352167069911957,
-0.13263246417045593,
-0.07670056074857712,
-0.03167690709233284,
0.003479091450572014,
-0.07334659993648529,
0.04199416562914848,
0.03897874802350998,
-0.00550682470202446,
0.08411426842212677,
0.025316458195447922,
-0.04588143527507782,
-0.03033372201025486,
0.09454569965600967,
-0.06828256696462631,
-0.03968234732747078,
0.0730174109339714,
-0.05973667651414871,
0.065634585916996,
-0.03494067117571831,
-0.06765352934598923,
0.057460714131593704,
-0.041770122945308685,
-0.05724886804819107,
0.004570601973682642,
-0.06181271746754646,
0.0009110167738981545,
0.13834263384342194,
-0.007845154963433743,
0.021965602412819862,
-0.11053764820098877,
0.08536916226148605,
0.05971454828977585,
0.028719734400510788,
-0.047974877059459686,
-0.02856295369565487,
-0.009795731864869595,
-0.08441685885190964,
-0.020188482478260994,
0.0011149023193866014,
0.05994632840156555,
0.005779840052127838,
0.053587161004543304,
0.08520083129405975,
0.0837249755859375,
-0.0028663151897490025,
-5.378634071462329e-8,
-0.0673270896077156,
0.02643396519124508,
-0.028684768825769424,
0.03476399928331375,
0.07167256623506546,
0.05439797788858414,
-0.06928005069494247,
-0.08027948439121246,
0.0615132674574852,
-0.006323746871203184,
0.023490479215979576,
0.016730142757296562,
-0.010338920168578625,
0.01841305010020733,
-0.09772796183824539,
0.07049589604139328,
-0.020219167694449425,
-0.03224604204297066,
-0.017565753310918808,
0.07027862221002579,
-0.009725932031869888,
0.016324250027537346,
-0.04448641836643219,
0.007383464835584164,
0.03705756738781929,
0.02198568545281887,
-0.006216758396476507,
-0.028811870142817497,
0.0019145399564877152,
-0.025163140147924423,
-0.08771633356809616,
0.028313346207141876,
0.03284164145588875,
0.013471820391714573,
-0.06779251992702484,
-0.06037484109401703,
0.004682441707700491,
0.034112170338630676,
-0.04106873273849487,
-0.0457509383559227,
-0.0573461540043354,
0.012931551784276962,
0.01842207834124565,
-0.014340946450829506,
-0.0023116746451705694,
0.038869764655828476,
-0.06379096210002899,
-0.0430222749710083,
-0.09100346267223358,
0.07118909060955048,
-0.000890489318408072,
0.04808090627193451,
-0.023134922608733177,
-0.004122806712985039,
-0.039208490401506424,
0.046159226447343826,
-0.006465415004640818,
-0.04463225603103638,
-0.02747342921793461,
-0.08294956386089325,
0.07150724530220032,
0.013281636871397495,
0.017146755009889603,
0.07456566393375397
] |
1402.1107
|
Arindam Pal
|
Arindam Pal
|
Approximation Algorithms for Covering and Packing Problems on Paths
|
Ph.D. thesis of Arindam Pal. 100 pages
| null | null | null |
cs.DS cs.DM math.CO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Routing and scheduling problems are fundamental problems in combinatorial
optimization, and also have many applications. Most variations of these
problems are NP-Hard, so we need to use heuristics to solve these problems on
large instances, which are fast and yet come close to the optimal value. In
this thesis, we study the design and analysis of approximation algorithms for
such problems. We focus on two important class of problems. The first is the
Unsplittable Flow Problem and some of its variants and the second is the
Resource Allocation for Job Scheduling Problem and some of its variants. The
first is a packing problem, whereas the second is a covering problem.
|
[
{
"created": "Wed, 5 Feb 2014 18:06:20 GMT",
"version": "v1"
}
] |
2015-02-20
|
[
[
"Pal",
"Arindam",
""
]
] |
[
-0.04036654904484749,
0.0724044144153595,
-0.013091033324599266,
0.006435564253479242,
-0.012335547246038914,
-0.046672698110342026,
0.06104869022965431,
-0.029400816187262535,
-0.08261790126562119,
0.00619119219481945,
-0.07886523008346558,
0.008658700622618198,
0.002177808666601777,
0.06607484817504883,
-0.04818135127425194,
-0.018526552245020866,
0.025662623345851898,
0.00964925717562437,
-0.0023184616584330797,
-0.1300732046365738,
0.016002308577299118,
-0.02358558215200901,
-0.037225209176540375,
-0.06109199300408363,
0.010242411866784096,
0.009835758246481419,
0.015135984867811203,
-0.04555090144276619,
0.025563498958945274,
-0.0031512335408478975,
-0.026102745905518532,
-0.0419723205268383,
-0.05841725319623947,
0.009956812486052513,
0.03291718661785126,
0.06776060163974762,
-0.12696538865566254,
-0.007487572729587555,
0.012445605359971523,
0.08002997189760208,
0.06258019059896469,
0.07006213068962097,
-0.03643317148089409,
-0.025723572820425034,
-0.07236319780349731,
-0.028122417628765106,
-0.03707049787044525,
0.04034038260579109,
-0.012838229537010193,
-0.02277287282049656,
-0.05745465308427811,
-0.06454211473464966,
-0.031142598018050194,
0.024299804121255875,
-0.01835040934383869,
-0.052304282784461975,
0.016964172944426537,
-0.05609433725476265,
0.026973998174071312,
0.08218976855278015,
0.018312789499759674,
-0.05463956668972969,
0.034676503390073776,
-0.012738719582557678,
-0.024708695709705353,
-0.044313617050647736,
0.022436320781707764,
-0.011879999190568924,
0.0110826650634408,
0.03993089497089386,
0.028191784396767616,
-0.010877041146159172,
-0.09833989292383194,
0.08621913194656372,
0.020835157483816147,
-0.007497214712202549,
0.09260256588459015,
0.02114359848201275,
0.0025836038403213024,
0.016029244288802147,
-0.04047684744000435,
-0.053136374801397324,
-0.03865129128098488,
0.031251173466444016,
-0.013665242120623589,
-0.002290392993018031,
-0.005905077327042818,
0.024253305047750473,
0.06399108469486237,
0.0046806479804217815,
-0.05575983598828316,
-0.026390837505459785,
-0.004954621195793152,
0.018583454191684723,
-0.06241455301642418,
-0.05564035847783089,
0.011715153232216835,
0.07360165566205978,
0.02479909174144268,
0.017280764877796173,
-0.008982638828456402,
-0.014404584653675556,
0.08231998234987259,
0.004969820845872164,
0.013906311243772507,
0.03924718499183655,
-0.018184561282396317,
-0.00896405428647995,
-0.0647052749991417,
0.009036733768880367,
0.01199710089713335,
0.03491704910993576,
0.01766832359135151,
-0.03352595493197441,
-0.03546014800667763,
0.019254514947533607,
0.003320811316370964,
0.025976739823818207,
-0.054325707256793976,
0.14517779648303986,
0.023593196645379066,
0.004121082369238138,
0.030266189947724342,
-0.033383749425411224,
-0.03365679085254669,
-0.027670590206980705,
0.02706148661673069,
-2.515028203617856e-33,
-0.0777176022529602,
-0.05084472894668579,
0.008299835957586765,
-0.020794901996850967,
0.11963867396116257,
-0.05499405041337013,
0.03126367926597595,
-0.0057988278567790985,
0.06972229480743408,
-0.026833022013306618,
-0.1322166919708252,
-0.0165732279419899,
-0.026512406766414642,
0.022193489596247673,
-0.013389868661761284,
-0.08049817383289337,
0.09664923697710037,
0.05479373037815094,
-0.04426543787121773,
-0.05932934954762459,
-0.009434245526790619,
-0.10561621189117432,
-0.006196934264153242,
-0.023546911776065826,
0.0547049306333065,
-0.036640021950006485,
0.0418970063328743,
-0.04001219943165779,
0.10664519667625427,
0.018843581900000572,
0.01368623599410057,
0.04672619327902794,
0.0575215220451355,
0.06818991899490356,
-0.027488356456160545,
0.0005924093420617282,
0.0010048148687928915,
-0.018136292695999146,
0.09012123942375183,
0.0681149959564209,
-0.027002830058336258,
0.05902387574315071,
0.053806524723768234,
-0.021616769954562187,
-0.012350084260106087,
0.01189541257917881,
0.05558786913752556,
0.033379677683115005,
0.01980731636285782,
0.0881071463227272,
-0.024552112445235252,
0.010039093904197216,
0.03990458697080612,
-0.02252427116036415,
0.002318434650078416,
-0.050078246742486954,
0.034708503633737564,
0.06074763461947441,
0.09524005651473999,
0.09215595573186874,
0.02767355740070343,
0.007854192517697811,
0.006974922493100166,
0.04444475099444389,
0.04697110131382942,
-0.05239885672926903,
-0.008192455396056175,
-0.04152997210621834,
0.08165161311626434,
-0.040111999958753586,
-0.07892896980047226,
-0.004903984256088734,
0.08947742730379105,
0.04259005934000015,
-0.03286680579185486,
0.02670186571776867,
0.053246255964040756,
0.05746614187955856,
-0.07899855822324753,
-0.031594522297382355,
-0.047390155494213104,
0.017135756090283394,
-0.01674116961658001,
-0.12578673660755157,
-0.013087540864944458,
-0.04198037460446358,
0.011015703901648521,
0.06425164639949799,
0.030396319925785065,
0.03331156075000763,
-0.05063238739967346,
0.027256954461336136,
-0.030166877433657646,
-0.030626818537712097,
0.067345030605793,
-4.207072241073889e-34,
-0.013854130171239376,
0.0320705771446228,
0.041020236909389496,
0.049515772610902786,
0.09246356785297394,
-0.015205488540232182,
0.06483753025531769,
-0.07558336853981018,
0.04900991544127464,
0.042888130992650986,
-0.13850606977939606,
0.044365085661411285,
0.0960388258099556,
-0.006540846079587936,
-0.06969859451055527,
-0.010228763334453106,
0.025058550760149956,
-0.014238971285521984,
-0.04860110580921173,
0.008937020786106586,
-0.04137042537331581,
0.05038175731897354,
-0.08616212755441666,
-0.009968805126845837,
0.05747612938284874,
0.02134549431502819,
-0.036177292466163635,
-0.03203125298023224,
-0.02228376641869545,
0.052100278437137604,
-0.016232268884778023,
-0.06656962633132935,
-0.12517139315605164,
-0.007415530737489462,
0.039981428533792496,
0.011259924620389938,
-0.03970738872885704,
0.1849178969860077,
0.027118755504488945,
0.11632496118545532,
0.08866937458515167,
-0.09473564475774765,
-0.020551659166812897,
-0.013715251348912716,
-0.05658704787492752,
0.019806096330285072,
-0.047066472470760345,
-0.03612476959824562,
-0.00027859091642312706,
-0.055182408541440964,
-0.06225776672363281,
0.07220706343650818,
-0.005833660718053579,
0.033459603786468506,
0.02470722235739231,
0.005047237034887075,
-0.07197415828704834,
-0.0036930551286786795,
-0.02734154276549816,
-0.0009602727950550616,
0.04761219397187233,
-0.0023248617071658373,
0.01390870288014412,
0.04182873293757439,
-0.024183230474591255,
-0.05868329852819443,
-0.011836688034236431,
-0.10353028029203415,
-0.016250934451818466,
0.01352071575820446,
-0.034399230033159256,
0.03529338911175728,
0.08311855792999268,
0.051098357886075974,
-0.035535700619220734,
0.027396077290177345,
0.01965838111937046,
0.06752050668001175,
0.03274361789226532,
0.04763881489634514,
-0.06465843319892883,
0.05315138399600983,
0.004322337452322245,
0.009916762821376324,
0.004780449904501438,
0.011722272261977196,
0.1002969965338707,
-0.015473918989300728,
-0.048929616808891296,
0.0514121875166893,
-0.010475348681211472,
-0.05080942064523697,
0.039655596017837524,
-0.04326137527823448,
-0.019197409972548485,
-4.588875057720543e-8,
0.00638584652915597,
-0.05330353602766991,
0.025587012991309166,
-0.08698680251836777,
0.11112487316131592,
-0.11000335216522217,
0.02505452372133732,
0.07139495015144348,
0.011660593561828136,
0.08540941774845123,
0.029329447075724602,
0.027370845898985863,
0.0623902752995491,
0.015692606568336487,
-0.03970138728618622,
0.03173299878835678,
-0.04822731763124466,
0.007252904586493969,
-0.02300025150179863,
-0.08162890374660492,
-0.028323668986558914,
0.004113649949431419,
0.024578997865319252,
0.06623054295778275,
0.021166464313864708,
0.041227176785469055,
0.00040698860539123416,
-0.036942008882761,
0.040877483785152435,
0.050733692944049835,
-0.11870851367712021,
-0.002724813763052225,
0.029109634459018707,
-0.005442066118121147,
0.035141002386808395,
0.008898697793483734,
-0.052817851305007935,
-0.028298040851950645,
-0.11035531759262085,
-0.05567469820380211,
0.07397419959306717,
-0.059739481657743454,
-0.0016888669924810529,
-0.0077994042076170444,
0.1343620866537094,
-0.05597994476556778,
-0.06174955144524574,
0.07408752292394638,
-0.10937442630529404,
-0.04894982650876045,
-0.03633371368050575,
0.028852710500359535,
-0.00875761080533266,
0.03896788880228996,
0.05716425180435181,
-0.051564741879701614,
-0.028271064162254333,
-0.12507596611976624,
0.05913769453763962,
0.0076686665415763855,
-0.07571366429328918,
0.010416507720947266,
-0.0167437382042408,
-0.009443802759051323
] | null | null | null | null | null | null | null |
[
-0.04036654904484749,
0.0724044144153595,
-0.013091033324599266,
0.006435564253479242,
-0.012335547246038914,
-0.046672698110342026,
0.06104869022965431,
-0.029400816187262535,
-0.08261790126562119,
0.00619119219481945,
-0.07886523008346558,
0.008658700622618198,
0.002177808666601777,
0.06607484817504883,
-0.04818135127425194,
-0.018526552245020866,
0.025662623345851898,
0.00964925717562437,
-0.0023184616584330797,
-0.1300732046365738,
0.016002308577299118,
-0.02358558215200901,
-0.037225209176540375,
-0.06109199300408363,
0.010242411866784096,
0.009835758246481419,
0.015135984867811203,
-0.04555090144276619,
0.025563498958945274,
-0.0031512335408478975,
-0.026102745905518532,
-0.0419723205268383,
-0.05841725319623947,
0.009956812486052513,
0.03291718661785126,
0.06776060163974762,
-0.12696538865566254,
-0.007487572729587555,
0.012445605359971523,
0.08002997189760208,
0.06258019059896469,
0.07006213068962097,
-0.03643317148089409,
-0.025723572820425034,
-0.07236319780349731,
-0.028122417628765106,
-0.03707049787044525,
0.04034038260579109,
-0.012838229537010193,
-0.02277287282049656,
-0.05745465308427811,
-0.06454211473464966,
-0.031142598018050194,
0.024299804121255875,
-0.01835040934383869,
-0.052304282784461975,
0.016964172944426537,
-0.05609433725476265,
0.026973998174071312,
0.08218976855278015,
0.018312789499759674,
-0.05463956668972969,
0.034676503390073776,
-0.012738719582557678,
-0.024708695709705353,
-0.044313617050647736,
0.022436320781707764,
-0.011879999190568924,
0.0110826650634408,
0.03993089497089386,
0.028191784396767616,
-0.010877041146159172,
-0.09833989292383194,
0.08621913194656372,
0.020835157483816147,
-0.007497214712202549,
0.09260256588459015,
0.02114359848201275,
0.0025836038403213024,
0.016029244288802147,
-0.04047684744000435,
-0.053136374801397324,
-0.03865129128098488,
0.031251173466444016,
-0.013665242120623589,
-0.002290392993018031,
-0.005905077327042818,
0.024253305047750473,
0.06399108469486237,
0.0046806479804217815,
-0.05575983598828316,
-0.026390837505459785,
-0.004954621195793152,
0.018583454191684723,
-0.06241455301642418,
-0.05564035847783089,
0.011715153232216835,
0.07360165566205978,
0.02479909174144268,
0.017280764877796173,
-0.008982638828456402,
-0.014404584653675556,
0.08231998234987259,
0.004969820845872164,
0.013906311243772507,
0.03924718499183655,
-0.018184561282396317,
-0.00896405428647995,
-0.0647052749991417,
0.009036733768880367,
0.01199710089713335,
0.03491704910993576,
0.01766832359135151,
-0.03352595493197441,
-0.03546014800667763,
0.019254514947533607,
0.003320811316370964,
0.025976739823818207,
-0.054325707256793976,
0.14517779648303986,
0.023593196645379066,
0.004121082369238138,
0.030266189947724342,
-0.033383749425411224,
-0.03365679085254669,
-0.027670590206980705,
0.02706148661673069,
-2.515028203617856e-33,
-0.0777176022529602,
-0.05084472894668579,
0.008299835957586765,
-0.020794901996850967,
0.11963867396116257,
-0.05499405041337013,
0.03126367926597595,
-0.0057988278567790985,
0.06972229480743408,
-0.026833022013306618,
-0.1322166919708252,
-0.0165732279419899,
-0.026512406766414642,
0.022193489596247673,
-0.013389868661761284,
-0.08049817383289337,
0.09664923697710037,
0.05479373037815094,
-0.04426543787121773,
-0.05932934954762459,
-0.009434245526790619,
-0.10561621189117432,
-0.006196934264153242,
-0.023546911776065826,
0.0547049306333065,
-0.036640021950006485,
0.0418970063328743,
-0.04001219943165779,
0.10664519667625427,
0.018843581900000572,
0.01368623599410057,
0.04672619327902794,
0.0575215220451355,
0.06818991899490356,
-0.027488356456160545,
0.0005924093420617282,
0.0010048148687928915,
-0.018136292695999146,
0.09012123942375183,
0.0681149959564209,
-0.027002830058336258,
0.05902387574315071,
0.053806524723768234,
-0.021616769954562187,
-0.012350084260106087,
0.01189541257917881,
0.05558786913752556,
0.033379677683115005,
0.01980731636285782,
0.0881071463227272,
-0.024552112445235252,
0.010039093904197216,
0.03990458697080612,
-0.02252427116036415,
0.002318434650078416,
-0.050078246742486954,
0.034708503633737564,
0.06074763461947441,
0.09524005651473999,
0.09215595573186874,
0.02767355740070343,
0.007854192517697811,
0.006974922493100166,
0.04444475099444389,
0.04697110131382942,
-0.05239885672926903,
-0.008192455396056175,
-0.04152997210621834,
0.08165161311626434,
-0.040111999958753586,
-0.07892896980047226,
-0.004903984256088734,
0.08947742730379105,
0.04259005934000015,
-0.03286680579185486,
0.02670186571776867,
0.053246255964040756,
0.05746614187955856,
-0.07899855822324753,
-0.031594522297382355,
-0.047390155494213104,
0.017135756090283394,
-0.01674116961658001,
-0.12578673660755157,
-0.013087540864944458,
-0.04198037460446358,
0.011015703901648521,
0.06425164639949799,
0.030396319925785065,
0.03331156075000763,
-0.05063238739967346,
0.027256954461336136,
-0.030166877433657646,
-0.030626818537712097,
0.067345030605793,
-4.207072241073889e-34,
-0.013854130171239376,
0.0320705771446228,
0.041020236909389496,
0.049515772610902786,
0.09246356785297394,
-0.015205488540232182,
0.06483753025531769,
-0.07558336853981018,
0.04900991544127464,
0.042888130992650986,
-0.13850606977939606,
0.044365085661411285,
0.0960388258099556,
-0.006540846079587936,
-0.06969859451055527,
-0.010228763334453106,
0.025058550760149956,
-0.014238971285521984,
-0.04860110580921173,
0.008937020786106586,
-0.04137042537331581,
0.05038175731897354,
-0.08616212755441666,
-0.009968805126845837,
0.05747612938284874,
0.02134549431502819,
-0.036177292466163635,
-0.03203125298023224,
-0.02228376641869545,
0.052100278437137604,
-0.016232268884778023,
-0.06656962633132935,
-0.12517139315605164,
-0.007415530737489462,
0.039981428533792496,
0.011259924620389938,
-0.03970738872885704,
0.1849178969860077,
0.027118755504488945,
0.11632496118545532,
0.08866937458515167,
-0.09473564475774765,
-0.020551659166812897,
-0.013715251348912716,
-0.05658704787492752,
0.019806096330285072,
-0.047066472470760345,
-0.03612476959824562,
-0.00027859091642312706,
-0.055182408541440964,
-0.06225776672363281,
0.07220706343650818,
-0.005833660718053579,
0.033459603786468506,
0.02470722235739231,
0.005047237034887075,
-0.07197415828704834,
-0.0036930551286786795,
-0.02734154276549816,
-0.0009602727950550616,
0.04761219397187233,
-0.0023248617071658373,
0.01390870288014412,
0.04182873293757439,
-0.024183230474591255,
-0.05868329852819443,
-0.011836688034236431,
-0.10353028029203415,
-0.016250934451818466,
0.01352071575820446,
-0.034399230033159256,
0.03529338911175728,
0.08311855792999268,
0.051098357886075974,
-0.035535700619220734,
0.027396077290177345,
0.01965838111937046,
0.06752050668001175,
0.03274361789226532,
0.04763881489634514,
-0.06465843319892883,
0.05315138399600983,
0.004322337452322245,
0.009916762821376324,
0.004780449904501438,
0.011722272261977196,
0.1002969965338707,
-0.015473918989300728,
-0.048929616808891296,
0.0514121875166893,
-0.010475348681211472,
-0.05080942064523697,
0.039655596017837524,
-0.04326137527823448,
-0.019197409972548485,
-4.588875057720543e-8,
0.00638584652915597,
-0.05330353602766991,
0.025587012991309166,
-0.08698680251836777,
0.11112487316131592,
-0.11000335216522217,
0.02505452372133732,
0.07139495015144348,
0.011660593561828136,
0.08540941774845123,
0.029329447075724602,
0.027370845898985863,
0.0623902752995491,
0.015692606568336487,
-0.03970138728618622,
0.03173299878835678,
-0.04822731763124466,
0.007252904586493969,
-0.02300025150179863,
-0.08162890374660492,
-0.028323668986558914,
0.004113649949431419,
0.024578997865319252,
0.06623054295778275,
0.021166464313864708,
0.041227176785469055,
0.00040698860539123416,
-0.036942008882761,
0.040877483785152435,
0.050733692944049835,
-0.11870851367712021,
-0.002724813763052225,
0.029109634459018707,
-0.005442066118121147,
0.035141002386808395,
0.008898697793483734,
-0.052817851305007935,
-0.028298040851950645,
-0.11035531759262085,
-0.05567469820380211,
0.07397419959306717,
-0.059739481657743454,
-0.0016888669924810529,
-0.0077994042076170444,
0.1343620866537094,
-0.05597994476556778,
-0.06174955144524574,
0.07408752292394638,
-0.10937442630529404,
-0.04894982650876045,
-0.03633371368050575,
0.028852710500359535,
-0.00875761080533266,
0.03896788880228996,
0.05716425180435181,
-0.051564741879701614,
-0.028271064162254333,
-0.12507596611976624,
0.05913769453763962,
0.0076686665415763855,
-0.07571366429328918,
0.010416507720947266,
-0.0167437382042408,
-0.009443802759051323
] |
1402.1115
|
Luca Comisso
|
Luca Comisso and Felipe A. Asenjo
|
Thermal-inertial effects on magnetic reconnection in relativistic pair
plasmas
|
Accepted for publication in Physical Review Letters; 1 figure;
Relativistic plasma physics
|
Phys. Rev. Lett. 113, 045001 (2014)
|
10.1103/PhysRevLett.113.045001
| null |
physics.plasm-ph astro-ph.HE astro-ph.SR physics.space-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The magnetic reconnection process is studied in relativistic pair plasmas
when the thermal and inertial properties of the magnetohydrodynamical fluid are
included. We find that in both Sweet-Parker and Petschek relativistic scenarios
there is an increase of the reconnection rate owing to the thermal-inertial
effects, both satisfying causality. To characterize the new effects we define a
thermal-inertial number which is independent of the relativistic Lundquist
number, implying that reconnection can be achieved even for vanishing
resistivity as a result of only thermal-inertial effects. The current model has
fundamental importance for relativistic collisionless reconnection, as it
constitutes the simplest way to get reconnection rates faster than those
accessible with the sole resistivity.
|
[
{
"created": "Wed, 5 Feb 2014 18:20:14 GMT",
"version": "v1"
},
{
"created": "Mon, 7 Jul 2014 07:54:32 GMT",
"version": "v2"
}
] |
2015-02-20
|
[
[
"Comisso",
"Luca",
""
],
[
"Asenjo",
"Felipe A.",
""
]
] |
[
-0.07010680437088013,
-0.08014152199029922,
0.02205137349665165,
0.08420181274414062,
-0.09434925764799118,
0.046112243086099625,
-0.05974217504262924,
0.018558897078037262,
0.021428393200039864,
-0.09938265383243561,
-0.018398623913526535,
0.008926442824304104,
0.02559005469083786,
-0.04799714311957359,
-0.03953338786959648,
-0.056748099625110626,
-0.0038814637809991837,
0.04829344525933266,
0.024416835978627205,
0.008832273073494434,
-0.12359032779932022,
-0.11844370514154434,
0.02019314095377922,
0.00858493521809578,
0.026786666363477707,
0.00899888202548027,
0.04896725341677666,
-0.06122840568423271,
-0.0847921073436737,
0.01983432099223137,
0.01082690805196762,
-0.042084094136953354,
-0.21396984159946442,
-0.008987010456621647,
-0.0041180686093866825,
0.05917748063802719,
0.021005071699619293,
0.018630489706993103,
-0.06910296529531479,
0.04300146922469139,
0.010887278243899345,
-0.09083357453346252,
0.02615974098443985,
0.008403688669204712,
0.06945177167654037,
0.051648106426000595,
0.03543679043650627,
0.01913074217736721,
0.0059644002467393875,
0.025428857654333115,
-0.006020673550665379,
0.09875171631574631,
-0.02911483682692051,
-0.0032038348726928234,
0.04546832665801048,
0.016725188121199608,
0.06097044795751572,
-0.022167468443512917,
-0.04288868233561516,
0.04909345135092735,
0.08745898306369781,
0.0002642557374201715,
-0.028469564393162727,
-0.0008132883231155574,
-0.023592041805386543,
-0.041042305529117584,
-0.024179477244615555,
0.0343015193939209,
-0.02723909355700016,
0.10122168064117432,
0.010807346552610397,
0.0581662580370903,
-0.06690715253353119,
-0.09436864405870438,
0.03423338383436203,
-0.045174043625593185,
-0.0373799093067646,
0.008410019800066948,
0.02159181237220764,
-0.027866827324032784,
-0.0018521291203796864,
0.002476224908605218,
-0.11551733314990997,
0.025398043915629387,
0.04193989560008049,
-0.03019726648926735,
0.08846820145845413,
-0.043673280626535416,
-0.017313603311777115,
-0.023066114634275436,
0.0057270522229373455,
-0.08070702105760574,
-0.020156394690275192,
-0.04158436506986618,
0.027923163026571274,
0.023395009338855743,
-0.05032970383763313,
0.06407550722360611,
0.028037626296281815,
-0.07675155252218246,
0.014113341458141804,
-0.049272019416093826,
-0.04523855447769165,
0.11365503817796707,
0.01613980531692505,
0.0683523565530777,
0.003981916233897209,
-0.015236064791679382,
-0.06580865383148193,
0.007982452400028706,
0.05729501694440842,
-0.05440036952495575,
0.01921563595533371,
-0.04619709402322769,
0.057844940572977066,
0.05599701404571533,
-0.026528045535087585,
0.05330837890505791,
0.014901549555361271,
0.027118297293782234,
-0.04699372127652168,
0.0833810493350029,
0.04554107412695885,
0.008465839549899101,
-0.012817085720598698,
-0.05746924504637718,
0.04003316909074783,
2.5876478568887568e-33,
-0.012616717256605625,
0.02667330577969551,
-0.025621594861149788,
0.013997022993862629,
0.014037995599210262,
-0.0012101484462618828,
-0.07307181507349014,
0.03910774365067482,
-0.001353590632788837,
-0.007031950633972883,
-0.031918756663799286,
0.0661696046590805,
0.05453009158372879,
-0.029650036245584488,
-0.1281745284795761,
-0.027529122307896614,
0.03951985016465187,
0.019882211461663246,
-0.013868890702724457,
0.0037256472278386354,
-0.013345628045499325,
0.083542101085186,
0.01573059894144535,
-0.06537608802318573,
-0.03295830264687538,
0.016177142038941383,
-0.03638801351189613,
0.02867129258811474,
-0.052945174276828766,
0.006679353769868612,
-0.01581585220992565,
0.007693085819482803,
-0.04443362355232239,
0.03343893215060234,
-0.045210111886262894,
-0.02639693208038807,
-0.020865291357040405,
-0.06383947283029556,
-0.034577518701553345,
0.008497284725308418,
0.007311385590583086,
0.005102747585624456,
-0.12125694006681442,
0.02054961398243904,
-0.0015122252516448498,
-0.06516730040311813,
0.10553484410047531,
-0.00820305198431015,
0.04103739187121391,
-0.027398351579904556,
0.08732116222381592,
0.0640890896320343,
-0.04603651911020279,
0.017431894317269325,
-0.026351656764745712,
-0.10650879889726639,
0.005325609818100929,
0.05229548364877701,
-0.05237581208348274,
0.07683515548706055,
0.002266564639285207,
0.08010943979024887,
0.02122725360095501,
-0.060912832617759705,
-0.03619500249624252,
0.02577373757958412,
0.03625263646245003,
0.06826536357402802,
-0.007031109184026718,
-0.026997506618499756,
-0.011431355029344559,
0.07883120328187943,
-0.03171709179878235,
-0.07681889086961746,
0.043856967240571976,
-0.0032184263691306114,
0.07594379037618637,
0.07567687332630157,
0.09490996599197388,
-0.05094198137521744,
-0.046653226017951965,
-0.0701805055141449,
0.02708670124411583,
0.04981108754873276,
-0.005573016591370106,
-0.060723498463630676,
-0.05019516497850418,
0.01672927290201187,
-0.012272614054381847,
-0.06429507583379745,
0.01251076441258192,
0.012712369672954082,
0.06144994497299194,
-0.031125690788030624,
0.032277483493089676,
-5.779585033440604e-33,
0.05130556598305702,
-0.0626271441578865,
0.05287603661417961,
0.020714685320854187,
-0.0023741894401609898,
0.02847188152372837,
0.07100683450698853,
0.09282728284597397,
-0.049234166741371155,
-0.05292411893606186,
0.04989353567361832,
-0.05355805158615112,
-0.020551446825265884,
-0.0320684015750885,
0.017168687656521797,
-0.0871788039803505,
-0.02567635476589203,
0.034957874566316605,
-0.024403026327490807,
-0.056398216634988785,
0.014548143371939659,
0.008237832225859165,
0.09275131672620773,
-0.023909155279397964,
-0.04558037966489792,
0.0430804006755352,
0.024249298498034477,
-0.07404006272554398,
-0.043656185269355774,
0.00012623822840396315,
0.08819553256034851,
-0.003118984866887331,
-0.052743952721357346,
-0.02939043566584587,
0.05395742505788803,
0.06346971541643143,
-0.008611194789409637,
0.007832776755094528,
-0.031032288447022438,
-0.01811336912214756,
0.04729537293314934,
0.11144056916236877,
0.004135865718126297,
0.009791474789381027,
0.0605916827917099,
0.06241397187113762,
-0.06253138929605484,
-0.012910845689475536,
0.014416448771953583,
0.017478961497545242,
-0.0006561430636793375,
-0.08647912740707397,
-0.0369819737970829,
0.014694685116410255,
-0.04039830341935158,
0.07638770341873169,
-0.015597415156662464,
0.013572975993156433,
0.05972588062286377,
0.02012239582836628,
-0.03084702417254448,
-0.059454817324876785,
0.11688817292451859,
0.054484911262989044,
0.027540400624275208,
-0.05035293474793434,
-0.03291797265410423,
0.0673551931977272,
0.006364371161907911,
-0.039127059280872345,
0.03909103944897652,
0.01509577315300703,
-0.019593417644500732,
-0.017184250056743622,
-0.030955959111452103,
0.028725747019052505,
0.10064947605133057,
-0.08022695779800415,
0.010955198667943478,
0.0017676879651844501,
-0.02387426234781742,
0.023224955424666405,
-0.045125409960746765,
-0.03170789033174515,
0.0750836431980133,
-0.06466861814260483,
-0.030077066272497177,
-0.08651088178157806,
0.04983466491103172,
-0.0025545810349285603,
0.007715123239904642,
-0.022500663995742798,
0.10981754958629608,
0.012214992195367813,
-0.03013354353606701,
-4.4033118484776423e-8,
0.056228913366794586,
0.08022329956293106,
-0.005009529180824757,
0.07021215558052063,
0.04363570734858513,
-0.016373680904507637,
-0.11061014980077744,
-0.010532847605645657,
-0.06422077864408493,
0.0028563763480633497,
0.0895770862698555,
0.015078273601830006,
0.03499565273523331,
0.03993038833141327,
-0.029601672664284706,
0.020091000944375992,
0.009334168396890163,
-0.09702624380588531,
0.012329503893852234,
0.02730359323322773,
0.06888195872306824,
0.02194075472652912,
0.03627792000770569,
-0.0030596195720136166,
-0.036079876124858856,
0.08660697937011719,
0.03704726696014404,
-0.03333842754364014,
0.0005942403804510832,
-0.09903775900602341,
-0.08873534202575684,
-0.05799024924635887,
-0.036535151302814484,
0.03936484083533287,
-0.036844611167907715,
0.022700902074575424,
-0.03279604762792587,
0.12923428416252136,
0.0016833323752507567,
-0.024815116077661514,
0.032462626695632935,
0.004103253595530987,
0.036406636238098145,
0.050202298909425735,
0.037607334554195404,
0.04456537216901779,
-0.11660321056842804,
-0.0253315307199955,
-0.08296419680118561,
0.06592460721731186,
-0.08830112963914871,
0.04622199013829231,
0.025850050151348114,
-0.07534816861152649,
-0.04498491808772087,
-0.00783825945109129,
-0.10521084070205688,
0.055931005626916885,
-0.007933241315186024,
-0.04202227294445038,
-0.004703647457063198,
0.0233707707375288,
-0.03931319713592529,
-0.009537830017507076
] | null | null | null | null | null | null | null |
[
-0.07010680437088013,
-0.08014152199029922,
0.02205137349665165,
0.08420181274414062,
-0.09434925764799118,
0.046112243086099625,
-0.05974217504262924,
0.018558897078037262,
0.021428393200039864,
-0.09938265383243561,
-0.018398623913526535,
0.008926442824304104,
0.02559005469083786,
-0.04799714311957359,
-0.03953338786959648,
-0.056748099625110626,
-0.0038814637809991837,
0.04829344525933266,
0.024416835978627205,
0.008832273073494434,
-0.12359032779932022,
-0.11844370514154434,
0.02019314095377922,
0.00858493521809578,
0.026786666363477707,
0.00899888202548027,
0.04896725341677666,
-0.06122840568423271,
-0.0847921073436737,
0.01983432099223137,
0.01082690805196762,
-0.042084094136953354,
-0.21396984159946442,
-0.008987010456621647,
-0.0041180686093866825,
0.05917748063802719,
0.021005071699619293,
0.018630489706993103,
-0.06910296529531479,
0.04300146922469139,
0.010887278243899345,
-0.09083357453346252,
0.02615974098443985,
0.008403688669204712,
0.06945177167654037,
0.051648106426000595,
0.03543679043650627,
0.01913074217736721,
0.0059644002467393875,
0.025428857654333115,
-0.006020673550665379,
0.09875171631574631,
-0.02911483682692051,
-0.0032038348726928234,
0.04546832665801048,
0.016725188121199608,
0.06097044795751572,
-0.022167468443512917,
-0.04288868233561516,
0.04909345135092735,
0.08745898306369781,
0.0002642557374201715,
-0.028469564393162727,
-0.0008132883231155574,
-0.023592041805386543,
-0.041042305529117584,
-0.024179477244615555,
0.0343015193939209,
-0.02723909355700016,
0.10122168064117432,
0.010807346552610397,
0.0581662580370903,
-0.06690715253353119,
-0.09436864405870438,
0.03423338383436203,
-0.045174043625593185,
-0.0373799093067646,
0.008410019800066948,
0.02159181237220764,
-0.027866827324032784,
-0.0018521291203796864,
0.002476224908605218,
-0.11551733314990997,
0.025398043915629387,
0.04193989560008049,
-0.03019726648926735,
0.08846820145845413,
-0.043673280626535416,
-0.017313603311777115,
-0.023066114634275436,
0.0057270522229373455,
-0.08070702105760574,
-0.020156394690275192,
-0.04158436506986618,
0.027923163026571274,
0.023395009338855743,
-0.05032970383763313,
0.06407550722360611,
0.028037626296281815,
-0.07675155252218246,
0.014113341458141804,
-0.049272019416093826,
-0.04523855447769165,
0.11365503817796707,
0.01613980531692505,
0.0683523565530777,
0.003981916233897209,
-0.015236064791679382,
-0.06580865383148193,
0.007982452400028706,
0.05729501694440842,
-0.05440036952495575,
0.01921563595533371,
-0.04619709402322769,
0.057844940572977066,
0.05599701404571533,
-0.026528045535087585,
0.05330837890505791,
0.014901549555361271,
0.027118297293782234,
-0.04699372127652168,
0.0833810493350029,
0.04554107412695885,
0.008465839549899101,
-0.012817085720598698,
-0.05746924504637718,
0.04003316909074783,
2.5876478568887568e-33,
-0.012616717256605625,
0.02667330577969551,
-0.025621594861149788,
0.013997022993862629,
0.014037995599210262,
-0.0012101484462618828,
-0.07307181507349014,
0.03910774365067482,
-0.001353590632788837,
-0.007031950633972883,
-0.031918756663799286,
0.0661696046590805,
0.05453009158372879,
-0.029650036245584488,
-0.1281745284795761,
-0.027529122307896614,
0.03951985016465187,
0.019882211461663246,
-0.013868890702724457,
0.0037256472278386354,
-0.013345628045499325,
0.083542101085186,
0.01573059894144535,
-0.06537608802318573,
-0.03295830264687538,
0.016177142038941383,
-0.03638801351189613,
0.02867129258811474,
-0.052945174276828766,
0.006679353769868612,
-0.01581585220992565,
0.007693085819482803,
-0.04443362355232239,
0.03343893215060234,
-0.045210111886262894,
-0.02639693208038807,
-0.020865291357040405,
-0.06383947283029556,
-0.034577518701553345,
0.008497284725308418,
0.007311385590583086,
0.005102747585624456,
-0.12125694006681442,
0.02054961398243904,
-0.0015122252516448498,
-0.06516730040311813,
0.10553484410047531,
-0.00820305198431015,
0.04103739187121391,
-0.027398351579904556,
0.08732116222381592,
0.0640890896320343,
-0.04603651911020279,
0.017431894317269325,
-0.026351656764745712,
-0.10650879889726639,
0.005325609818100929,
0.05229548364877701,
-0.05237581208348274,
0.07683515548706055,
0.002266564639285207,
0.08010943979024887,
0.02122725360095501,
-0.060912832617759705,
-0.03619500249624252,
0.02577373757958412,
0.03625263646245003,
0.06826536357402802,
-0.007031109184026718,
-0.026997506618499756,
-0.011431355029344559,
0.07883120328187943,
-0.03171709179878235,
-0.07681889086961746,
0.043856967240571976,
-0.0032184263691306114,
0.07594379037618637,
0.07567687332630157,
0.09490996599197388,
-0.05094198137521744,
-0.046653226017951965,
-0.0701805055141449,
0.02708670124411583,
0.04981108754873276,
-0.005573016591370106,
-0.060723498463630676,
-0.05019516497850418,
0.01672927290201187,
-0.012272614054381847,
-0.06429507583379745,
0.01251076441258192,
0.012712369672954082,
0.06144994497299194,
-0.031125690788030624,
0.032277483493089676,
-5.779585033440604e-33,
0.05130556598305702,
-0.0626271441578865,
0.05287603661417961,
0.020714685320854187,
-0.0023741894401609898,
0.02847188152372837,
0.07100683450698853,
0.09282728284597397,
-0.049234166741371155,
-0.05292411893606186,
0.04989353567361832,
-0.05355805158615112,
-0.020551446825265884,
-0.0320684015750885,
0.017168687656521797,
-0.0871788039803505,
-0.02567635476589203,
0.034957874566316605,
-0.024403026327490807,
-0.056398216634988785,
0.014548143371939659,
0.008237832225859165,
0.09275131672620773,
-0.023909155279397964,
-0.04558037966489792,
0.0430804006755352,
0.024249298498034477,
-0.07404006272554398,
-0.043656185269355774,
0.00012623822840396315,
0.08819553256034851,
-0.003118984866887331,
-0.052743952721357346,
-0.02939043566584587,
0.05395742505788803,
0.06346971541643143,
-0.008611194789409637,
0.007832776755094528,
-0.031032288447022438,
-0.01811336912214756,
0.04729537293314934,
0.11144056916236877,
0.004135865718126297,
0.009791474789381027,
0.0605916827917099,
0.06241397187113762,
-0.06253138929605484,
-0.012910845689475536,
0.014416448771953583,
0.017478961497545242,
-0.0006561430636793375,
-0.08647912740707397,
-0.0369819737970829,
0.014694685116410255,
-0.04039830341935158,
0.07638770341873169,
-0.015597415156662464,
0.013572975993156433,
0.05972588062286377,
0.02012239582836628,
-0.03084702417254448,
-0.059454817324876785,
0.11688817292451859,
0.054484911262989044,
0.027540400624275208,
-0.05035293474793434,
-0.03291797265410423,
0.0673551931977272,
0.006364371161907911,
-0.039127059280872345,
0.03909103944897652,
0.01509577315300703,
-0.019593417644500732,
-0.017184250056743622,
-0.030955959111452103,
0.028725747019052505,
0.10064947605133057,
-0.08022695779800415,
0.010955198667943478,
0.0017676879651844501,
-0.02387426234781742,
0.023224955424666405,
-0.045125409960746765,
-0.03170789033174515,
0.0750836431980133,
-0.06466861814260483,
-0.030077066272497177,
-0.08651088178157806,
0.04983466491103172,
-0.0025545810349285603,
0.007715123239904642,
-0.022500663995742798,
0.10981754958629608,
0.012214992195367813,
-0.03013354353606701,
-4.4033118484776423e-8,
0.056228913366794586,
0.08022329956293106,
-0.005009529180824757,
0.07021215558052063,
0.04363570734858513,
-0.016373680904507637,
-0.11061014980077744,
-0.010532847605645657,
-0.06422077864408493,
0.0028563763480633497,
0.0895770862698555,
0.015078273601830006,
0.03499565273523331,
0.03993038833141327,
-0.029601672664284706,
0.020091000944375992,
0.009334168396890163,
-0.09702624380588531,
0.012329503893852234,
0.02730359323322773,
0.06888195872306824,
0.02194075472652912,
0.03627792000770569,
-0.0030596195720136166,
-0.036079876124858856,
0.08660697937011719,
0.03704726696014404,
-0.03333842754364014,
0.0005942403804510832,
-0.09903775900602341,
-0.08873534202575684,
-0.05799024924635887,
-0.036535151302814484,
0.03936484083533287,
-0.036844611167907715,
0.022700902074575424,
-0.03279604762792587,
0.12923428416252136,
0.0016833323752507567,
-0.024815116077661514,
0.032462626695632935,
0.004103253595530987,
0.036406636238098145,
0.050202298909425735,
0.037607334554195404,
0.04456537216901779,
-0.11660321056842804,
-0.0253315307199955,
-0.08296419680118561,
0.06592460721731186,
-0.08830112963914871,
0.04622199013829231,
0.025850050151348114,
-0.07534816861152649,
-0.04498491808772087,
-0.00783825945109129,
-0.10521084070205688,
0.055931005626916885,
-0.007933241315186024,
-0.04202227294445038,
-0.004703647457063198,
0.0233707707375288,
-0.03931319713592529,
-0.009537830017507076
] |
1402.1120
|
Fabiano Corsetti
|
Fabiano Corsetti
|
Performance analysis of electronic structure codes on HPC systems: A
case study of SIESTA
|
9 pages, 9 figures
|
PLOS ONE 9, e95390 (2014)
|
10.1371/journal.pone.0095390
| null |
physics.comp-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We report on scaling and timing tests of the SIESTA electronic structure code
for ab initio molecular dynamics simulations using density-functional theory.
The tests are performed on six large-scale supercomputers belonging to the
PRACE Tier-0 network with four different architectures: Cray XE6, IBM
BlueGene/Q, BullX, and IBM iDataPlex. We employ a systematic strategy for
simultaneously testing weak and strong scaling, and propose a measure which is
independent of the range of number of cores on which the tests are performed to
quantify strong scaling efficiency as a function of simulation size. We find an
increase in efficiency with simulation size for all machines, with a
qualitatively different curve depending on the supercomputer topology, and
discuss the connection of this functional form with weak scaling behaviour. We
also analyze the absolute timings obtained in our tests, showing the range of
system sizes and cores favourable for different machines. Our results can be
employed as a guide both for running SIESTA on parallel architectures, and for
executing similar scaling tests of other electronic structure codes.
|
[
{
"created": "Wed, 5 Feb 2014 18:34:01 GMT",
"version": "v1"
},
{
"created": "Tue, 22 Apr 2014 07:59:16 GMT",
"version": "v2"
}
] |
2014-04-23
|
[
[
"Corsetti",
"Fabiano",
""
]
] |
[
-0.04290466755628586,
-0.028273316100239754,
-0.05939958989620209,
0.0439000204205513,
-0.03231802210211754,
-0.12464017421007156,
-0.11725666373968124,
0.06722039729356766,
0.021004704758524895,
-0.045978110283613205,
-0.03555910661816597,
-0.042967915534973145,
-0.03821185231208801,
-0.028987454250454903,
0.02349832095205784,
-0.03410148620605469,
0.014148455113172531,
-0.010444724932312965,
-0.08603151887655258,
-0.005935699213296175,
0.019226644188165665,
-0.07019838690757751,
-0.016593551263213158,
0.013547568581998348,
0.004736729897558689,
-0.011153833009302616,
-0.034557417035102844,
-0.018496736884117126,
-0.009507058188319206,
-0.05461990460753441,
0.0509294755756855,
-0.030853690579533577,
0.003395047504454851,
0.06640273332595825,
0.06879101693630219,
0.044664569199085236,
0.031383249908685684,
-0.11040617525577545,
0.0024856925010681152,
-0.05878866836428642,
0.009455494582653046,
0.031610194593667984,
0.0314912386238575,
0.02204669639468193,
0.03584251180291176,
-0.022398846223950386,
0.030420055612921715,
-0.023456059396266937,
-0.06088045611977577,
-0.07808627933263779,
-0.011209269054234028,
-0.031470827758312225,
0.00513487309217453,
0.006340377032756805,
0.000269977783318609,
0.023312091827392578,
0.03999726474285126,
-0.041114531457424164,
0.03775760903954506,
0.0639234408736229,
-0.0036039664410054684,
-0.04249515011906624,
0.010611261241137981,
0.05151969566941261,
0.045393504202365875,
0.06201997026801109,
0.1399778127670288,
-0.04116857051849365,
-0.0069413939490914345,
0.024025684222579002,
0.01433210726827383,
-0.03082565777003765,
-0.01864789053797722,
0.09761615842580795,
0.08234979212284088,
-0.0030518958810716867,
-0.04413977265357971,
0.03127171844244003,
-0.010457456111907959,
-0.0883382111787796,
-0.03880070149898529,
-0.014235551469027996,
-0.01239407155662775,
-0.011610111221671104,
0.02225678227841854,
0.01249396987259388,
0.002603444503620267,
0.05466640740633011,
-0.02037360891699791,
-0.0701565146446228,
0.05270378664135933,
0.04944870248436928,
-0.06129319220781326,
-0.0005658381851390004,
0.04282832518219948,
0.02397443726658821,
0.05008803680539131,
-0.0364634208381176,
0.06256449222564697,
0.0001739185827318579,
0.04297763481736183,
0.018926622346043587,
0.07579140365123749,
0.02153293415904045,
-0.03499848395586014,
0.008983239531517029,
0.05104823037981987,
0.07430098950862885,
-0.028623824939131737,
-0.013358520343899727,
0.04876156896352768,
0.04024660959839821,
0.07995665818452835,
0.04145856946706772,
0.0019995432812720537,
-0.01446226704865694,
0.009898769669234753,
0.008886845782399178,
0.009311134926974773,
0.057613130658864975,
-0.03458019718527794,
-0.026012036949396133,
-0.05433513596653938,
0.0009035192197188735,
-0.011222253553569317,
0.06037310138344765,
-0.08900011330842972,
2.337806634526057e-33,
0.019461415708065033,
0.04535946249961853,
0.03194868192076683,
0.010519838891923428,
0.04474470391869545,
-0.03527427837252617,
0.010403196327388287,
-0.018159382045269012,
-0.11129271239042282,
0.025350462645292282,
-0.0356752872467041,
0.037599384784698486,
0.02666306123137474,
-0.013898191042244434,
0.03253927454352379,
-0.02587077021598816,
0.04148384928703308,
0.015605755150318146,
-0.01697087287902832,
-0.013898491859436035,
0.08404692262411118,
-0.054692286998033524,
-0.034153375774621964,
-0.05657969042658806,
0.012486113235354424,
-0.009127949364483356,
-0.012226230464875698,
-0.031907301396131516,
-0.08663921058177948,
0.017375944182276726,
-0.07763801515102386,
0.02879810333251953,
-0.11907806992530823,
0.017668185755610466,
0.02178923785686493,
-0.06257900595664978,
0.007304258644580841,
-0.04471474885940552,
-0.04444970563054085,
-0.027159133926033974,
-0.025155192241072655,
0.048513755202293396,
-0.02951464056968689,
-0.07094492763280869,
-0.06823038309812546,
-0.03823723644018173,
-0.02151995338499546,
0.013033748604357243,
0.03292430564761162,
-0.05661693587899208,
0.06489747762680054,
0.03281350061297417,
0.04301285371184349,
-0.038717467337846756,
0.07573878020048141,
0.030863434076309204,
0.10526718944311142,
0.013969856314361095,
0.09301099926233292,
0.2224847674369812,
0.007617492228746414,
0.017494898289442062,
-0.06047068163752556,
0.03954339027404785,
-0.04766511544585228,
-0.0026180818676948547,
-0.07782947272062302,
-0.005824087653309107,
0.013565941713750362,
0.10298316180706024,
0.024345405399799347,
0.01605277881026268,
0.04530087485909462,
-0.02750394307076931,
0.07983089983463287,
-0.0025739914271980524,
0.0020865031983703375,
-0.11782975494861603,
-0.05754705145955086,
0.01328931376338005,
-0.0050788153894245625,
0.024318644776940346,
0.031256865710020065,
0.01284287590533495,
-0.03874576464295387,
-0.12589310109615326,
-0.05877232179045677,
0.015623270533978939,
-0.08090564608573914,
-0.03190739452838898,
0.03157881274819374,
-0.09282875061035156,
0.10841095447540283,
-0.06906936317682266,
-0.10473211109638214,
-3.194740546907566e-33,
-0.017269274219870567,
-0.009931960143148899,
0.08734411746263504,
0.10744012147188187,
0.036970529705286026,
-0.0288751982152462,
-0.007649980019778013,
-0.03307300806045532,
-0.01555734034627676,
-0.02569623291492462,
0.06628335267305374,
0.0010600927053019404,
0.02613513544201851,
-0.02777542546391487,
0.1211671456694603,
-0.007013114169239998,
-0.013987710699439049,
-0.06960582733154297,
0.1210647001862526,
-0.026188869029283524,
0.04421256110072136,
0.01021366287022829,
0.008763471618294716,
-0.009225904941558838,
-0.0282061118632555,
-0.027169933542609215,
-0.08490166813135147,
0.016336267814040184,
0.03733094781637192,
-0.050459425896406174,
-0.019570367410779,
0.04949135333299637,
-0.02571040578186512,
0.07551399618387222,
0.001024670316837728,
0.047982193529605865,
0.03015049174427986,
-0.003577612107619643,
0.03801896795630455,
-0.03787552937865257,
0.04803646728396416,
0.042547691613435745,
-0.07868897914886475,
-0.01473730057477951,
0.07941741496324539,
0.08074258267879486,
-0.04080614820122719,
-0.05738961324095726,
-0.01242363266646862,
-0.030641410499811172,
0.01530434563755989,
0.032936614006757736,
0.08213899284601212,
0.016570694744586945,
-0.005047006066888571,
-0.017140286043286324,
-0.084589384496212,
0.03616096079349518,
0.027670368552207947,
-0.04112475365400314,
-0.003311828477308154,
-0.11593643575906754,
0.07042840123176575,
0.011672927998006344,
-0.05659915879368782,
-0.05329248681664467,
-0.00466072466224432,
-0.015464657917618752,
-0.01829611137509346,
-0.022434983402490616,
-0.016343023627996445,
-0.014623050577938557,
-0.02314877137541771,
0.058078695088624954,
-0.09397848695516586,
-0.04869677126407623,
0.05143177509307861,
-0.07187570631504059,
0.0006928713410161436,
0.054163068532943726,
-0.05623192712664604,
0.10286805778741837,
-0.09440479427576065,
-0.04621577262878418,
-0.025682728737592697,
0.07817988097667694,
0.03460632637143135,
0.043928537517786026,
-0.014451117254793644,
-0.07655520737171173,
-0.018888704478740692,
0.027635911479592323,
0.04811172932386398,
0.03412964940071106,
-0.005086757708340883,
-4.572732592578177e-8,
0.08664926141500473,
-0.04950256273150444,
0.022173432633280754,
0.016560759395360947,
0.03491221368312836,
0.0045328340493142605,
0.04097865894436836,
0.0075743780471384525,
0.06365232914686203,
0.045483238995075226,
0.09147580713033676,
-0.07778208702802658,
0.003358519170433283,
-0.026757903397083282,
0.0486486479640007,
0.08103024959564209,
-0.007949041202664375,
-0.07476519793272018,
-0.016269128769636154,
-0.024443812668323517,
0.023117253556847572,
0.08649367839097977,
0.037104107439517975,
-0.003672642633318901,
-0.03600004315376282,
-0.062103163450956345,
0.004493768326938152,
0.017545577138662338,
0.030106807127594948,
-0.022441551089286804,
-0.0838296040892601,
-0.010417137295007706,
0.025520622730255127,
0.05881098657846451,
0.012361599132418633,
0.01409414317458868,
0.024916162714362144,
0.12133333086967468,
0.07008082419633865,
0.01602700725197792,
0.03988228365778923,
-0.04787852242588997,
-0.05102856457233429,
0.02207794412970543,
0.03437231853604317,
-0.011954874731600285,
-0.1339065283536911,
0.06716128438711166,
-0.011670343577861786,
-0.010635299608111382,
0.005677556619048119,
0.012550272047519684,
-0.098729707300663,
0.031385377049446106,
-0.0733770877122879,
-0.012187626212835312,
-0.1294546127319336,
-0.04928232356905937,
0.03557848930358887,
0.021437842398881912,
0.07579735666513443,
-0.061075206845998764,
-0.06536052376031876,
-0.008672617375850677
] | null | null | null | null | null | null | null |
[
-0.04290466755628586,
-0.028273316100239754,
-0.05939958989620209,
0.0439000204205513,
-0.03231802210211754,
-0.12464017421007156,
-0.11725666373968124,
0.06722039729356766,
0.021004704758524895,
-0.045978110283613205,
-0.03555910661816597,
-0.042967915534973145,
-0.03821185231208801,
-0.028987454250454903,
0.02349832095205784,
-0.03410148620605469,
0.014148455113172531,
-0.010444724932312965,
-0.08603151887655258,
-0.005935699213296175,
0.019226644188165665,
-0.07019838690757751,
-0.016593551263213158,
0.013547568581998348,
0.004736729897558689,
-0.011153833009302616,
-0.034557417035102844,
-0.018496736884117126,
-0.009507058188319206,
-0.05461990460753441,
0.0509294755756855,
-0.030853690579533577,
0.003395047504454851,
0.06640273332595825,
0.06879101693630219,
0.044664569199085236,
0.031383249908685684,
-0.11040617525577545,
0.0024856925010681152,
-0.05878866836428642,
0.009455494582653046,
0.031610194593667984,
0.0314912386238575,
0.02204669639468193,
0.03584251180291176,
-0.022398846223950386,
0.030420055612921715,
-0.023456059396266937,
-0.06088045611977577,
-0.07808627933263779,
-0.011209269054234028,
-0.031470827758312225,
0.00513487309217453,
0.006340377032756805,
0.000269977783318609,
0.023312091827392578,
0.03999726474285126,
-0.041114531457424164,
0.03775760903954506,
0.0639234408736229,
-0.0036039664410054684,
-0.04249515011906624,
0.010611261241137981,
0.05151969566941261,
0.045393504202365875,
0.06201997026801109,
0.1399778127670288,
-0.04116857051849365,
-0.0069413939490914345,
0.024025684222579002,
0.01433210726827383,
-0.03082565777003765,
-0.01864789053797722,
0.09761615842580795,
0.08234979212284088,
-0.0030518958810716867,
-0.04413977265357971,
0.03127171844244003,
-0.010457456111907959,
-0.0883382111787796,
-0.03880070149898529,
-0.014235551469027996,
-0.01239407155662775,
-0.011610111221671104,
0.02225678227841854,
0.01249396987259388,
0.002603444503620267,
0.05466640740633011,
-0.02037360891699791,
-0.0701565146446228,
0.05270378664135933,
0.04944870248436928,
-0.06129319220781326,
-0.0005658381851390004,
0.04282832518219948,
0.02397443726658821,
0.05008803680539131,
-0.0364634208381176,
0.06256449222564697,
0.0001739185827318579,
0.04297763481736183,
0.018926622346043587,
0.07579140365123749,
0.02153293415904045,
-0.03499848395586014,
0.008983239531517029,
0.05104823037981987,
0.07430098950862885,
-0.028623824939131737,
-0.013358520343899727,
0.04876156896352768,
0.04024660959839821,
0.07995665818452835,
0.04145856946706772,
0.0019995432812720537,
-0.01446226704865694,
0.009898769669234753,
0.008886845782399178,
0.009311134926974773,
0.057613130658864975,
-0.03458019718527794,
-0.026012036949396133,
-0.05433513596653938,
0.0009035192197188735,
-0.011222253553569317,
0.06037310138344765,
-0.08900011330842972,
2.337806634526057e-33,
0.019461415708065033,
0.04535946249961853,
0.03194868192076683,
0.010519838891923428,
0.04474470391869545,
-0.03527427837252617,
0.010403196327388287,
-0.018159382045269012,
-0.11129271239042282,
0.025350462645292282,
-0.0356752872467041,
0.037599384784698486,
0.02666306123137474,
-0.013898191042244434,
0.03253927454352379,
-0.02587077021598816,
0.04148384928703308,
0.015605755150318146,
-0.01697087287902832,
-0.013898491859436035,
0.08404692262411118,
-0.054692286998033524,
-0.034153375774621964,
-0.05657969042658806,
0.012486113235354424,
-0.009127949364483356,
-0.012226230464875698,
-0.031907301396131516,
-0.08663921058177948,
0.017375944182276726,
-0.07763801515102386,
0.02879810333251953,
-0.11907806992530823,
0.017668185755610466,
0.02178923785686493,
-0.06257900595664978,
0.007304258644580841,
-0.04471474885940552,
-0.04444970563054085,
-0.027159133926033974,
-0.025155192241072655,
0.048513755202293396,
-0.02951464056968689,
-0.07094492763280869,
-0.06823038309812546,
-0.03823723644018173,
-0.02151995338499546,
0.013033748604357243,
0.03292430564761162,
-0.05661693587899208,
0.06489747762680054,
0.03281350061297417,
0.04301285371184349,
-0.038717467337846756,
0.07573878020048141,
0.030863434076309204,
0.10526718944311142,
0.013969856314361095,
0.09301099926233292,
0.2224847674369812,
0.007617492228746414,
0.017494898289442062,
-0.06047068163752556,
0.03954339027404785,
-0.04766511544585228,
-0.0026180818676948547,
-0.07782947272062302,
-0.005824087653309107,
0.013565941713750362,
0.10298316180706024,
0.024345405399799347,
0.01605277881026268,
0.04530087485909462,
-0.02750394307076931,
0.07983089983463287,
-0.0025739914271980524,
0.0020865031983703375,
-0.11782975494861603,
-0.05754705145955086,
0.01328931376338005,
-0.0050788153894245625,
0.024318644776940346,
0.031256865710020065,
0.01284287590533495,
-0.03874576464295387,
-0.12589310109615326,
-0.05877232179045677,
0.015623270533978939,
-0.08090564608573914,
-0.03190739452838898,
0.03157881274819374,
-0.09282875061035156,
0.10841095447540283,
-0.06906936317682266,
-0.10473211109638214,
-3.194740546907566e-33,
-0.017269274219870567,
-0.009931960143148899,
0.08734411746263504,
0.10744012147188187,
0.036970529705286026,
-0.0288751982152462,
-0.007649980019778013,
-0.03307300806045532,
-0.01555734034627676,
-0.02569623291492462,
0.06628335267305374,
0.0010600927053019404,
0.02613513544201851,
-0.02777542546391487,
0.1211671456694603,
-0.007013114169239998,
-0.013987710699439049,
-0.06960582733154297,
0.1210647001862526,
-0.026188869029283524,
0.04421256110072136,
0.01021366287022829,
0.008763471618294716,
-0.009225904941558838,
-0.0282061118632555,
-0.027169933542609215,
-0.08490166813135147,
0.016336267814040184,
0.03733094781637192,
-0.050459425896406174,
-0.019570367410779,
0.04949135333299637,
-0.02571040578186512,
0.07551399618387222,
0.001024670316837728,
0.047982193529605865,
0.03015049174427986,
-0.003577612107619643,
0.03801896795630455,
-0.03787552937865257,
0.04803646728396416,
0.042547691613435745,
-0.07868897914886475,
-0.01473730057477951,
0.07941741496324539,
0.08074258267879486,
-0.04080614820122719,
-0.05738961324095726,
-0.01242363266646862,
-0.030641410499811172,
0.01530434563755989,
0.032936614006757736,
0.08213899284601212,
0.016570694744586945,
-0.005047006066888571,
-0.017140286043286324,
-0.084589384496212,
0.03616096079349518,
0.027670368552207947,
-0.04112475365400314,
-0.003311828477308154,
-0.11593643575906754,
0.07042840123176575,
0.011672927998006344,
-0.05659915879368782,
-0.05329248681664467,
-0.00466072466224432,
-0.015464657917618752,
-0.01829611137509346,
-0.022434983402490616,
-0.016343023627996445,
-0.014623050577938557,
-0.02314877137541771,
0.058078695088624954,
-0.09397848695516586,
-0.04869677126407623,
0.05143177509307861,
-0.07187570631504059,
0.0006928713410161436,
0.054163068532943726,
-0.05623192712664604,
0.10286805778741837,
-0.09440479427576065,
-0.04621577262878418,
-0.025682728737592697,
0.07817988097667694,
0.03460632637143135,
0.043928537517786026,
-0.014451117254793644,
-0.07655520737171173,
-0.018888704478740692,
0.027635911479592323,
0.04811172932386398,
0.03412964940071106,
-0.005086757708340883,
-4.572732592578177e-8,
0.08664926141500473,
-0.04950256273150444,
0.022173432633280754,
0.016560759395360947,
0.03491221368312836,
0.0045328340493142605,
0.04097865894436836,
0.0075743780471384525,
0.06365232914686203,
0.045483238995075226,
0.09147580713033676,
-0.07778208702802658,
0.003358519170433283,
-0.026757903397083282,
0.0486486479640007,
0.08103024959564209,
-0.007949041202664375,
-0.07476519793272018,
-0.016269128769636154,
-0.024443812668323517,
0.023117253556847572,
0.08649367839097977,
0.037104107439517975,
-0.003672642633318901,
-0.03600004315376282,
-0.062103163450956345,
0.004493768326938152,
0.017545577138662338,
0.030106807127594948,
-0.022441551089286804,
-0.0838296040892601,
-0.010417137295007706,
0.025520622730255127,
0.05881098657846451,
0.012361599132418633,
0.01409414317458868,
0.024916162714362144,
0.12133333086967468,
0.07008082419633865,
0.01602700725197792,
0.03988228365778923,
-0.04787852242588997,
-0.05102856457233429,
0.02207794412970543,
0.03437231853604317,
-0.011954874731600285,
-0.1339065283536911,
0.06716128438711166,
-0.011670343577861786,
-0.010635299608111382,
0.005677556619048119,
0.012550272047519684,
-0.098729707300663,
0.031385377049446106,
-0.0733770877122879,
-0.012187626212835312,
-0.1294546127319336,
-0.04928232356905937,
0.03557848930358887,
0.021437842398881912,
0.07579735666513443,
-0.061075206845998764,
-0.06536052376031876,
-0.008672617375850677
] |
1402.1126
|
Kanti Aggarwal Dr.
|
KM Aggarwal and FP Keenan
|
Energy levels, radiative rates, and lifetimes for transitions in W XL
|
12p Text+2 Tables. The paper will appear this year in ADNDT
| null |
10.1016/j.adt.2014.02.006
| null |
physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Energy levels and radiative rates are reported for transitions in Br-like W
XL, calculated with the general-purpose relativistic atomic structure package
({\sc grasp}). Configuration interaction (CI) has been included among 46
configurations (generating 4215 levels) over a wide energy range up to 213 Ryd.
However, for conciseness results are only listed for the lowest 360 levels
(with energies up to $\sim$ 43 Ryd), which mainly belong to the 4s$^2$4p$^5$,
4s$^2$4p$^4$4d, 4s$^2$4p$^4$4f, 4s4p$^6$, 4p$^6$4d, 4s4p$^5$4d,
4s$^2$4p$^3$4d$^2$, and 4s$^2$4p$^3$4d4f configurations, and provided for four
types of transitions, i.e. E1, E2, M1, and M2. Comparisons are made with
existing (but limited) results. However, to fully assess the accuracy of our
data, analogous calculations have been performed with the flexible atomic code
({\sc fac}), including even a larger CI than in {\sc grasp}. Our energy levels
are estimated to be accurate to better than 0.02 Ryd, whereas results for
radiative rates (and lifetimes) should be accurate to better than $20\%$ for a
majority of the strong transitions.
|
[
{
"created": "Wed, 5 Feb 2014 18:53:21 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Aggarwal",
"KM",
""
],
[
"Keenan",
"FP",
""
]
] |
[
-0.015753911808133125,
-0.0507926307618618,
-0.015994718298316002,
0.023921865969896317,
-0.03644513711333275,
-0.01798124611377716,
-0.07481259852647781,
0.05978542938828468,
-0.012339991517364979,
-0.05760322883725166,
-0.0126081807538867,
-0.09331055730581284,
-0.03550713136792183,
-0.035617437213659286,
0.04936675727367401,
0.02980823628604412,
0.03249134495854378,
-0.0006731368484906852,
-0.08607763051986694,
0.05520041286945343,
-0.01553554181009531,
-0.0533280223608017,
0.049644164741039276,
-0.06483396142721176,
0.020016776397824287,
0.0646035298705101,
0.032354746013879776,
0.0009995425352826715,
0.06417316198348999,
-0.017796365544199944,
0.053075823932886124,
0.022563723847270012,
-0.048439595848321915,
-0.004012436140328646,
0.0776330828666687,
-0.0004295898834243417,
0.04615515470504761,
-0.05189598724246025,
-0.028620360419154167,
0.007376608904451132,
-0.029771383851766586,
-0.016430307179689407,
0.13289988040924072,
0.10327256470918655,
0.03137799724936485,
0.00947850476950407,
-0.054569944739341736,
-0.00760384788736701,
-0.05005032941699028,
-0.09329353272914886,
0.07316946238279343,
0.014940054155886173,
0.008234204724431038,
0.09829728305339813,
-0.05406816303730011,
0.03485152870416641,
-0.002394620096310973,
-0.007141421549022198,
0.05838651582598686,
-0.028560424223542213,
0.0047309985384345055,
-0.04284176975488663,
-0.053357768803834915,
-0.07069385051727295,
0.02348054014146328,
0.05326418578624725,
-0.004261577036231756,
-0.03745400160551071,
-0.01605251617729664,
0.018814492970705032,
-0.04145887494087219,
-0.017123153433203697,
-0.07293878495693207,
-0.034866586327552795,
0.0704852044582367,
0.0009746552095748484,
0.026975898072123528,
0.01105793472379446,
0.013125438243150711,
-0.053591810166835785,
-0.011757701635360718,
-0.028085961937904358,
0.00015572355187032372,
-0.021299686282873154,
0.02594631165266037,
-0.0223588477820158,
-0.011328654363751411,
0.01732059009373188,
0.016766469925642014,
0.0302997138351202,
-0.01041300967335701,
-0.023540053516626358,
-0.07608124613761902,
-0.01715839095413685,
-0.02517605572938919,
0.10132089257240295,
0.05402715504169464,
-0.056538213044404984,
0.09748279303312302,
-0.005742544308304787,
0.04422555863857269,
-0.014568543992936611,
-0.0645502507686615,
0.004395853262394667,
-0.05021335929632187,
0.037546444684267044,
0.008020874112844467,
0.08590135723352432,
-0.08425751328468323,
-0.01787995919585228,
0.06322979182004929,
-0.020164262503385544,
-0.00004031836215290241,
-0.033147092908620834,
0.02455451339483261,
-0.014661332592368126,
-0.012610610574483871,
0.030081233009696007,
0.0005718587199226022,
0.014881675131618977,
0.01627604477107525,
0.0664018839597702,
0.09359169006347656,
0.05686803534626961,
-0.007229548413306475,
-0.021670449525117874,
-0.07712671905755997,
2.725469288981641e-34,
-0.0009090903913602233,
0.08127792179584503,
0.006771876942366362,
0.041367292404174805,
-0.03154314309358597,
-0.07207842171192169,
-0.05383973568677902,
-0.017562182620167732,
-0.11557623744010925,
0.010520711541175842,
-0.05028529092669487,
0.0409850999712944,
0.0654214397072792,
-0.03619561716914177,
0.046823322772979736,
-0.027476198971271515,
0.06738551706075668,
0.05418270453810692,
-0.014283756725490093,
0.01151726208627224,
0.034514766186475754,
0.085916668176651,
0.025805607438087463,
-0.003674265695735812,
0.011913537979125977,
0.05881582945585251,
0.030435189604759216,
-0.036528900265693665,
-0.018075501546263695,
-0.005959873087704182,
-0.024084938690066338,
-0.0054179830476641655,
-0.06945890933275223,
0.0036919626872986555,
0.01833713799715042,
0.02979082427918911,
0.009969350881874561,
-0.03608736768364906,
-0.007153782527893782,
-0.0919385775923729,
0.011143852956593037,
-0.0005016877548769116,
0.00011167843331350014,
0.04399477317929268,
0.04238830506801605,
-0.054211340844631195,
0.09676892310380936,
-0.0029579447582364082,
-0.040632449090480804,
0.03573653846979141,
0.016815299168229103,
0.03524724021553993,
0.02926545776426792,
0.05499523878097534,
0.09639006853103638,
-0.058524876832962036,
0.09058503806591034,
0.029566936194896698,
0.01428166963160038,
0.06766128540039062,
0.037436697632074356,
0.030141914263367653,
-0.03549819067120552,
-0.0015043873572722077,
0.007394131738692522,
0.060562364757061005,
-0.10567568987607956,
-0.052899543195962906,
0.013440911658108234,
0.01827075332403183,
-0.03260260820388794,
0.0008434570045210421,
0.10528252273797989,
-0.06991437077522278,
0.14975370466709137,
-0.029283666983246803,
0.050280775874853134,
-0.03032890148460865,
0.009567118249833584,
0.018420685082674026,
-0.08930765837430954,
0.07770043611526489,
0.03921423479914665,
-0.05966387689113617,
-0.09118612855672836,
-0.10628490895032883,
-0.047325219959020615,
-0.023484986275434494,
0.009854496456682682,
0.030235685408115387,
0.04027758166193962,
-0.09178751707077026,
0.06523941457271576,
-0.016726939007639885,
-0.027350887656211853,
-8.373443908605518e-34,
0.01004042662680149,
0.03582707419991493,
0.0077334013767540455,
0.04247722774744034,
-0.02027246356010437,
-0.014716307632625103,
0.014231293462216854,
-0.018361680209636688,
0.04822065308690071,
-0.04121848940849304,
0.18793894350528717,
0.015718108043074608,
-0.06973356008529663,
-0.01721850410103798,
0.06432531774044037,
0.017512992024421692,
0.0033710566349327564,
-0.00999493058770895,
0.10698073357343674,
0.0052537862211465836,
0.07920791208744049,
0.06322213262319565,
0.02282673306763172,
-0.000028148157070972957,
-0.03560527041554451,
0.020493481308221817,
0.07963962107896805,
-0.12002269178628922,
0.04857504740357399,
0.00733638321980834,
-0.04877211153507233,
0.027080701664090157,
-0.012802581302821636,
0.11441670358181,
-0.04569898545742035,
-0.005900845397263765,
-0.02553567662835121,
0.06404578685760498,
-0.01978151686489582,
0.010132034309208393,
0.0225986298173666,
0.07224944978952408,
-0.05866292864084244,
0.0210108682513237,
0.014345811679959297,
-0.01018422283232212,
-0.04163919389247894,
0.05965987965464592,
-0.006524736061692238,
0.005925357341766357,
-0.010019337758421898,
-0.003751783398911357,
-0.05128054693341255,
-0.013192311860620975,
-0.0032051140442490578,
-0.022000811994075775,
-0.01170650776475668,
-0.004592861048877239,
-0.026268482208251953,
-0.039401568472385406,
-0.007958547212183475,
-0.036405298858881,
0.09618256986141205,
0.003725797403603792,
0.05284614488482475,
-0.056400950998067856,
-0.062142349779605865,
0.0032187907490879297,
-0.027046987786889076,
-0.043964680284261703,
-0.05838341265916824,
-0.0986037328839302,
0.03183133155107498,
-0.05407210439443588,
0.10555057227611542,
-0.047775499522686005,
0.13246406614780426,
-0.08004180341959,
0.05154727026820183,
-0.028706133365631104,
-0.13505418598651886,
0.1018509492278099,
-0.01791388913989067,
-0.03359600156545639,
-0.0338958315551281,
-0.014681313186883926,
-0.035828787833452225,
0.05945082753896713,
0.0605940967798233,
-0.01296008937060833,
0.029231131076812744,
-0.023426588624715805,
0.13247886300086975,
-0.0001217257886310108,
0.07057513296604156,
-5.562075244824882e-8,
-0.014645097777247429,
0.020185159519314766,
-0.031850665807724,
0.017390847206115723,
0.02229115553200245,
0.04971185326576233,
-0.06547020375728607,
0.023353122174739838,
-0.0017197573324665427,
0.011941359378397465,
0.04907951503992081,
-0.003082660958170891,
-0.013010728172957897,
-0.048632122576236725,
0.03581580892205238,
0.01682879589498043,
-0.028686247766017914,
-0.12659336626529694,
-0.007341683376580477,
-0.005650073755532503,
0.003940923139452934,
0.030690118670463562,
0.05714396387338638,
-0.0305357426404953,
-0.0701250433921814,
0.023187538608908653,
-0.06641393154859543,
-0.033577051013708115,
-0.02355979196727276,
-0.03064544126391411,
0.02599097415804863,
-0.040238529443740845,
0.02545279823243618,
0.028824923560023308,
-0.048046912997961044,
-0.004084601067006588,
-0.09007922559976578,
0.10350862890481949,
0.02194078639149666,
0.09269227087497711,
0.022593121975660324,
-0.07980524003505707,
-0.04389632120728493,
0.030522596091032028,
-0.05452961102128029,
0.10579174011945724,
-0.12374065816402435,
-0.03161172568798065,
0.0020584091544151306,
0.02366890013217926,
-0.12260517477989197,
0.02240106277167797,
-0.034207336604595184,
-0.04552890732884407,
-0.030469579622149467,
0.07209715992212296,
-0.0523858517408371,
-0.02771102450788021,
-0.03629808500409126,
-0.04947805032134056,
0.08352585136890411,
-0.03619765490293503,
-0.08142116665840149,
0.04193296283483505
] | null | null | null | null | null | null | null |
[
-0.015753911808133125,
-0.0507926307618618,
-0.015994718298316002,
0.023921865969896317,
-0.03644513711333275,
-0.01798124611377716,
-0.07481259852647781,
0.05978542938828468,
-0.012339991517364979,
-0.05760322883725166,
-0.0126081807538867,
-0.09331055730581284,
-0.03550713136792183,
-0.035617437213659286,
0.04936675727367401,
0.02980823628604412,
0.03249134495854378,
-0.0006731368484906852,
-0.08607763051986694,
0.05520041286945343,
-0.01553554181009531,
-0.0533280223608017,
0.049644164741039276,
-0.06483396142721176,
0.020016776397824287,
0.0646035298705101,
0.032354746013879776,
0.0009995425352826715,
0.06417316198348999,
-0.017796365544199944,
0.053075823932886124,
0.022563723847270012,
-0.048439595848321915,
-0.004012436140328646,
0.0776330828666687,
-0.0004295898834243417,
0.04615515470504761,
-0.05189598724246025,
-0.028620360419154167,
0.007376608904451132,
-0.029771383851766586,
-0.016430307179689407,
0.13289988040924072,
0.10327256470918655,
0.03137799724936485,
0.00947850476950407,
-0.054569944739341736,
-0.00760384788736701,
-0.05005032941699028,
-0.09329353272914886,
0.07316946238279343,
0.014940054155886173,
0.008234204724431038,
0.09829728305339813,
-0.05406816303730011,
0.03485152870416641,
-0.002394620096310973,
-0.007141421549022198,
0.05838651582598686,
-0.028560424223542213,
0.0047309985384345055,
-0.04284176975488663,
-0.053357768803834915,
-0.07069385051727295,
0.02348054014146328,
0.05326418578624725,
-0.004261577036231756,
-0.03745400160551071,
-0.01605251617729664,
0.018814492970705032,
-0.04145887494087219,
-0.017123153433203697,
-0.07293878495693207,
-0.034866586327552795,
0.0704852044582367,
0.0009746552095748484,
0.026975898072123528,
0.01105793472379446,
0.013125438243150711,
-0.053591810166835785,
-0.011757701635360718,
-0.028085961937904358,
0.00015572355187032372,
-0.021299686282873154,
0.02594631165266037,
-0.0223588477820158,
-0.011328654363751411,
0.01732059009373188,
0.016766469925642014,
0.0302997138351202,
-0.01041300967335701,
-0.023540053516626358,
-0.07608124613761902,
-0.01715839095413685,
-0.02517605572938919,
0.10132089257240295,
0.05402715504169464,
-0.056538213044404984,
0.09748279303312302,
-0.005742544308304787,
0.04422555863857269,
-0.014568543992936611,
-0.0645502507686615,
0.004395853262394667,
-0.05021335929632187,
0.037546444684267044,
0.008020874112844467,
0.08590135723352432,
-0.08425751328468323,
-0.01787995919585228,
0.06322979182004929,
-0.020164262503385544,
-0.00004031836215290241,
-0.033147092908620834,
0.02455451339483261,
-0.014661332592368126,
-0.012610610574483871,
0.030081233009696007,
0.0005718587199226022,
0.014881675131618977,
0.01627604477107525,
0.0664018839597702,
0.09359169006347656,
0.05686803534626961,
-0.007229548413306475,
-0.021670449525117874,
-0.07712671905755997,
2.725469288981641e-34,
-0.0009090903913602233,
0.08127792179584503,
0.006771876942366362,
0.041367292404174805,
-0.03154314309358597,
-0.07207842171192169,
-0.05383973568677902,
-0.017562182620167732,
-0.11557623744010925,
0.010520711541175842,
-0.05028529092669487,
0.0409850999712944,
0.0654214397072792,
-0.03619561716914177,
0.046823322772979736,
-0.027476198971271515,
0.06738551706075668,
0.05418270453810692,
-0.014283756725490093,
0.01151726208627224,
0.034514766186475754,
0.085916668176651,
0.025805607438087463,
-0.003674265695735812,
0.011913537979125977,
0.05881582945585251,
0.030435189604759216,
-0.036528900265693665,
-0.018075501546263695,
-0.005959873087704182,
-0.024084938690066338,
-0.0054179830476641655,
-0.06945890933275223,
0.0036919626872986555,
0.01833713799715042,
0.02979082427918911,
0.009969350881874561,
-0.03608736768364906,
-0.007153782527893782,
-0.0919385775923729,
0.011143852956593037,
-0.0005016877548769116,
0.00011167843331350014,
0.04399477317929268,
0.04238830506801605,
-0.054211340844631195,
0.09676892310380936,
-0.0029579447582364082,
-0.040632449090480804,
0.03573653846979141,
0.016815299168229103,
0.03524724021553993,
0.02926545776426792,
0.05499523878097534,
0.09639006853103638,
-0.058524876832962036,
0.09058503806591034,
0.029566936194896698,
0.01428166963160038,
0.06766128540039062,
0.037436697632074356,
0.030141914263367653,
-0.03549819067120552,
-0.0015043873572722077,
0.007394131738692522,
0.060562364757061005,
-0.10567568987607956,
-0.052899543195962906,
0.013440911658108234,
0.01827075332403183,
-0.03260260820388794,
0.0008434570045210421,
0.10528252273797989,
-0.06991437077522278,
0.14975370466709137,
-0.029283666983246803,
0.050280775874853134,
-0.03032890148460865,
0.009567118249833584,
0.018420685082674026,
-0.08930765837430954,
0.07770043611526489,
0.03921423479914665,
-0.05966387689113617,
-0.09118612855672836,
-0.10628490895032883,
-0.047325219959020615,
-0.023484986275434494,
0.009854496456682682,
0.030235685408115387,
0.04027758166193962,
-0.09178751707077026,
0.06523941457271576,
-0.016726939007639885,
-0.027350887656211853,
-8.373443908605518e-34,
0.01004042662680149,
0.03582707419991493,
0.0077334013767540455,
0.04247722774744034,
-0.02027246356010437,
-0.014716307632625103,
0.014231293462216854,
-0.018361680209636688,
0.04822065308690071,
-0.04121848940849304,
0.18793894350528717,
0.015718108043074608,
-0.06973356008529663,
-0.01721850410103798,
0.06432531774044037,
0.017512992024421692,
0.0033710566349327564,
-0.00999493058770895,
0.10698073357343674,
0.0052537862211465836,
0.07920791208744049,
0.06322213262319565,
0.02282673306763172,
-0.000028148157070972957,
-0.03560527041554451,
0.020493481308221817,
0.07963962107896805,
-0.12002269178628922,
0.04857504740357399,
0.00733638321980834,
-0.04877211153507233,
0.027080701664090157,
-0.012802581302821636,
0.11441670358181,
-0.04569898545742035,
-0.005900845397263765,
-0.02553567662835121,
0.06404578685760498,
-0.01978151686489582,
0.010132034309208393,
0.0225986298173666,
0.07224944978952408,
-0.05866292864084244,
0.0210108682513237,
0.014345811679959297,
-0.01018422283232212,
-0.04163919389247894,
0.05965987965464592,
-0.006524736061692238,
0.005925357341766357,
-0.010019337758421898,
-0.003751783398911357,
-0.05128054693341255,
-0.013192311860620975,
-0.0032051140442490578,
-0.022000811994075775,
-0.01170650776475668,
-0.004592861048877239,
-0.026268482208251953,
-0.039401568472385406,
-0.007958547212183475,
-0.036405298858881,
0.09618256986141205,
0.003725797403603792,
0.05284614488482475,
-0.056400950998067856,
-0.062142349779605865,
0.0032187907490879297,
-0.027046987786889076,
-0.043964680284261703,
-0.05838341265916824,
-0.0986037328839302,
0.03183133155107498,
-0.05407210439443588,
0.10555057227611542,
-0.047775499522686005,
0.13246406614780426,
-0.08004180341959,
0.05154727026820183,
-0.028706133365631104,
-0.13505418598651886,
0.1018509492278099,
-0.01791388913989067,
-0.03359600156545639,
-0.0338958315551281,
-0.014681313186883926,
-0.035828787833452225,
0.05945082753896713,
0.0605940967798233,
-0.01296008937060833,
0.029231131076812744,
-0.023426588624715805,
0.13247886300086975,
-0.0001217257886310108,
0.07057513296604156,
-5.562075244824882e-8,
-0.014645097777247429,
0.020185159519314766,
-0.031850665807724,
0.017390847206115723,
0.02229115553200245,
0.04971185326576233,
-0.06547020375728607,
0.023353122174739838,
-0.0017197573324665427,
0.011941359378397465,
0.04907951503992081,
-0.003082660958170891,
-0.013010728172957897,
-0.048632122576236725,
0.03581580892205238,
0.01682879589498043,
-0.028686247766017914,
-0.12659336626529694,
-0.007341683376580477,
-0.005650073755532503,
0.003940923139452934,
0.030690118670463562,
0.05714396387338638,
-0.0305357426404953,
-0.0701250433921814,
0.023187538608908653,
-0.06641393154859543,
-0.033577051013708115,
-0.02355979196727276,
-0.03064544126391411,
0.02599097415804863,
-0.040238529443740845,
0.02545279823243618,
0.028824923560023308,
-0.048046912997961044,
-0.004084601067006588,
-0.09007922559976578,
0.10350862890481949,
0.02194078639149666,
0.09269227087497711,
0.022593121975660324,
-0.07980524003505707,
-0.04389632120728493,
0.030522596091032028,
-0.05452961102128029,
0.10579174011945724,
-0.12374065816402435,
-0.03161172568798065,
0.0020584091544151306,
0.02366890013217926,
-0.12260517477989197,
0.02240106277167797,
-0.034207336604595184,
-0.04552890732884407,
-0.030469579622149467,
0.07209715992212296,
-0.0523858517408371,
-0.02771102450788021,
-0.03629808500409126,
-0.04947805032134056,
0.08352585136890411,
-0.03619765490293503,
-0.08142116665840149,
0.04193296283483505
] |
1402.1127
|
Ahmed Elbanna
|
Ahmed E. Elbanna and Jean M. Carlson
|
A two-scale model for sheared fault gouge: Competition between
macroscopic disorder and local viscoplasticity
|
50 pages, 7 figures
| null |
10.1002/2014JB011001
| null |
cond-mat.mtrl-sci cond-mat.soft physics.geo-ph
|
http://creativecommons.org/licenses/by-nc-sa/3.0/
|
We develop a model for sheared gouge layers that accounts for the local
increase in temperature at the grain contacts during sliding. We use the shear
transformation zone (STZ) theory, a statistical thermodynamic theory, to
describe irreversible macroscopic plastic deformations due to local
rearrangements of the gouge particles. We track the temperature evolution at
the grain contacts using a one dimensional heat diffusion equation. At low
temperatures, the strength of the asperities is limited by the flow strength,
as predicted by dislocation creep models. At high temperatures, some of the
constituents of the grains may melt leading to the degradation of the asperity
strength. Our model predicts a logarithmic rate dependence of the steady state
shear stress in the quasi-static regime. In the dense flow regime the
frictional strength decreases rapidly with increasing slip rate due to the
effect of thermal softening at the granular interfaces. The transient response
following a step in strain rate includes a direct effect and a following
evolution effect, both of which depend on the magnitude and direction of the
velocity step. In addition to frictional heat, the energy budget includes an
additional energy sink representing the fraction of external work consumed in
increasing local disorder. The model links low-speed and high-speed frictional
response of gouge layers, and provides an essential ingredient for multiscale
modeling of earthquake ruptures with enhanced coseismic weakening.
|
[
{
"created": "Wed, 5 Feb 2014 18:56:59 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Elbanna",
"Ahmed E.",
""
],
[
"Carlson",
"Jean M.",
""
]
] |
[
-0.05394086241722107,
-0.03030979260802269,
0.07202987372875214,
0.06625166535377502,
0.01095406711101532,
-0.00561101920902729,
-0.02346436306834221,
0.02367790974676609,
0.023403923958539963,
-0.007356514688581228,
-0.045449674129486084,
-0.08207713067531586,
-0.018516579642891884,
0.021533438935875893,
0.009938706643879414,
-0.11065778881311417,
0.006802076939493418,
0.035852618515491486,
-0.045366689562797546,
0.009272412396967411,
0.1010947972536087,
0.06601379811763763,
-0.06281878799200058,
0.043934352695941925,
0.1265830397605896,
0.07588116824626923,
-0.01450177188962698,
0.0194088201969862,
-0.025529930368065834,
0.005678741727024317,
-0.03954123333096504,
-0.053256191313266754,
-0.13050517439842224,
0.12185061722993851,
0.03232072666287422,
-0.008183884434401989,
-0.039254412055015564,
0.022062724456191063,
-0.06833826005458832,
-0.017156917601823807,
-0.036992475390434265,
-0.01029862929135561,
0.04187994822859764,
-0.04059254750609398,
0.02253059297800064,
-0.023079540580511093,
0.05228646472096443,
-0.0010432526469230652,
-0.054886601865291595,
0.030351849272847176,
0.01029251329600811,
0.01647505722939968,
0.048629824072122574,
0.04265371337532997,
-0.0013637583469972014,
0.07153655588626862,
0.06026488542556763,
-0.005720272194594145,
-0.008849122561514378,
0.07263829559087753,
-0.0011146657634526491,
-0.006772936321794987,
-0.016768213361501694,
-0.02582804299890995,
0.0011644057231023908,
0.00571158854290843,
0.010607026517391205,
0.06298669427633286,
-0.05551337078213692,
0.04858464375138283,
-0.04085501283407211,
0.07395017147064209,
-0.024187777191400528,
-0.002495710039511323,
0.03259361907839775,
-0.04015498235821724,
-0.0630912110209465,
0.026684299111366272,
-0.007262219209223986,
-0.04358426481485367,
-0.027548352256417274,
-0.008776144124567509,
0.079300656914711,
-0.11996724456548691,
-0.12857306003570557,
-0.031177349388599396,
-0.010585698299109936,
0.029465068131685257,
0.10127505660057068,
0.025276565924286842,
0.040626540780067444,
0.07774359732866287,
-0.06282494217157364,
0.034092821180820465,
0.17511609196662903,
0.009060168638825417,
-0.05136232450604439,
-0.08627893030643463,
0.08881084620952606,
-0.051925212144851685,
-0.07826574891805649,
-0.011590764857828617,
0.0029996198136359453,
0.0850444883108139,
0.06771595776081085,
0.009886602871119976,
-0.018191970884799957,
-0.04806138202548027,
0.014160542748868465,
0.10889743268489838,
0.057389069348573685,
0.03541341423988342,
0.012219894677400589,
-0.03197094425559044,
-0.08106797188520432,
-0.12677426636219025,
-0.017034634947776794,
0.023068152368068695,
-0.12843094766139984,
-0.035533420741558075,
0.002354672411456704,
0.06393232941627502,
-0.12329576909542084,
0.020854497328400612,
-0.022447336465120316,
-0.07921460270881653,
-0.06272388994693756,
2.2375575145931812e-35,
0.023015780374407768,
-0.017321132123470306,
-0.07602415233850479,
0.052973635494709015,
-0.003027749713510275,
-0.049405600875616074,
-0.009422123432159424,
-0.013407674618065357,
-0.03426997363567352,
-0.03853059187531471,
0.01368756964802742,
0.026959054172039032,
-0.0653938502073288,
0.021937258541584015,
-0.0400996059179306,
0.0319741852581501,
0.04992763698101044,
0.0022489894181489944,
0.051614295691251755,
0.04283641651272774,
-0.06629378348588943,
0.03940216079354286,
0.025391345843672752,
-0.03889893367886543,
-0.007639455609023571,
0.02403709851205349,
-0.013562481850385666,
-0.0861356258392334,
-0.022927047684788704,
0.004181131720542908,
-0.009507899172604084,
-0.07678414136171341,
-0.09807788580656052,
-0.006793919485062361,
0.0884070172905922,
0.03151226043701172,
-0.03106660209596157,
-0.020539289340376854,
0.03298337012529373,
-0.02299513667821884,
-0.005093540530651808,
-0.038401566445827484,
-0.005279686767607927,
0.10419373214244843,
-0.04343821108341217,
0.031330499798059464,
0.10233185440301895,
0.08993837982416153,
-0.08441676199436188,
-0.03827018663287163,
0.07185116410255432,
0.032307133078575134,
-0.008671710267663002,
0.01891913078725338,
0.002537798136472702,
-0.02944743074476719,
0.05139945447444916,
0.0010818165028467774,
0.009592533111572266,
-0.016221072524785995,
0.05703851953148842,
0.06853597611188889,
0.035673923790454865,
-0.009687423706054688,
0.06491781771183014,
0.000058946909121004865,
-0.019587257876992226,
0.12218448519706726,
0.0374167263507843,
0.006882501766085625,
-0.013701881282031536,
-0.019349005073308945,
0.024678198620676994,
0.015421141870319843,
-0.05604824423789978,
0.04168069362640381,
0.0343535840511322,
-0.03288048505783081,
-0.027744630351662636,
-0.03285139054059982,
-0.06264908611774445,
0.0016923494404181838,
-0.029910976067185402,
-0.04681335762143135,
-0.0908435508608818,
0.05350792780518532,
0.04867570474743843,
-0.01022595725953579,
0.01621118374168873,
0.04078306257724762,
0.021727243438363075,
-0.0999913439154625,
0.08571320027112961,
0.021923257037997246,
0.030875088647007942,
-1.815818449809835e-33,
0.024162713438272476,
-0.04335564374923706,
-0.008788401260972023,
0.08373766392469406,
0.026437068358063698,
-0.035577330738306046,
0.018958518281579018,
0.052418190985918045,
-0.02660800889134407,
-0.12312672287225723,
-0.007462591864168644,
0.04145047813653946,
-0.002054661512374878,
-0.008198952302336693,
0.06905127316713333,
0.021760281175374985,
-0.05972167104482651,
-0.005449123680591583,
-0.005584656726568937,
-0.061162784695625305,
-0.010528340004384518,
0.0482136495411396,
-0.06928690522909164,
0.007250502239912748,
-0.028716620057821274,
0.011486192233860493,
-0.09178510308265686,
-0.011634147725999355,
-0.055755604058504105,
-0.01680395007133484,
0.01052934117615223,
-0.053671129047870636,
-0.07496804744005203,
-0.07493576407432556,
0.020419294014573097,
0.07152162492275238,
-0.027719292789697647,
0.07513249665498734,
0.07109524309635162,
-0.10984206199645996,
-0.005246673710644245,
-0.026688994839787483,
-0.009983079507946968,
0.0438874252140522,
0.02588164247572422,
0.05047544091939926,
-0.04603138566017151,
0.003998416941612959,
0.03714878857135773,
0.04025033488869667,
0.00014808123523835093,
0.024537401273846626,
-0.0011482216650620103,
-0.027325954288244247,
-0.009856331162154675,
0.04316002503037453,
-0.029422149062156677,
-0.05913442745804787,
-0.034865062683820724,
-0.009355363436043262,
-0.01576249860227108,
0.0007065024692565203,
0.051860496401786804,
0.023461872711777687,
-0.00301730795763433,
-0.08084722608327866,
-0.06743115186691284,
-0.08885648101568222,
0.024745792150497437,
-0.003893777495250106,
0.057733211666345596,
0.0064472355879843235,
0.05117809772491455,
-0.02392497844994068,
0.06941840052604675,
0.02161327563226223,
0.0569811649620533,
0.003994463011622429,
-0.030359620228409767,
0.09220872819423676,
-0.02101662941277027,
0.10195383429527283,
0.020303333178162575,
0.021478703245520592,
0.05160503834486008,
-0.03592515364289284,
-0.0032388768158853054,
0.061873193830251694,
0.014297757297754288,
0.04402688518166542,
0.042170628905296326,
-0.14020557701587677,
0.07528899610042572,
-0.059122342616319656,
-0.009905005805194378,
-4.643049678065836e-8,
-0.014426695182919502,
0.005018202587962151,
0.04127449169754982,
-0.021399738267064095,
0.030341824516654015,
0.07092699408531189,
-0.02458559162914753,
0.06355936825275421,
0.08033543080091476,
-0.06849517673254013,
0.03218083456158638,
-0.09160632640123367,
0.024626603350043297,
0.032264821231365204,
-0.03590827435255051,
0.008709532208740711,
0.01551975216716528,
0.003066508797928691,
-0.0051076230593025684,
-0.08222544193267822,
-0.014743410050868988,
-0.052481792867183685,
0.03560120239853859,
0.08146708458662033,
-0.029698394238948822,
-0.011516603641211987,
-0.08494025468826294,
0.0046968306414783,
0.056702371686697006,
0.008237206377089024,
-0.05892951786518097,
-0.024723531678318977,
0.02159304916858673,
0.06359072029590607,
0.00944073311984539,
0.01125524751842022,
0.024179751053452492,
0.037839021533727646,
0.056539520621299744,
0.00016164877160917968,
0.03457425534725189,
0.0013155696215108037,
0.09627297520637512,
0.01044207252562046,
-0.04208478704094887,
-0.005291982553899288,
-0.060368623584508896,
-0.022880978882312775,
0.004074039403349161,
0.048406776040792465,
-0.007283559534698725,
0.09776809811592102,
-0.048017315566539764,
0.10495965927839279,
0.018605371937155724,
-0.06141318380832672,
-0.05272626504302025,
0.027914434671401978,
0.026018017902970314,
0.06797202676534653,
-0.07288902252912521,
-0.06612894684076309,
-0.06520504504442215,
0.0016428859671577811
] | null | null | null | null | null | null | null |
[
-0.05394086241722107,
-0.03030979260802269,
0.07202987372875214,
0.06625166535377502,
0.01095406711101532,
-0.00561101920902729,
-0.02346436306834221,
0.02367790974676609,
0.023403923958539963,
-0.007356514688581228,
-0.045449674129486084,
-0.08207713067531586,
-0.018516579642891884,
0.021533438935875893,
0.009938706643879414,
-0.11065778881311417,
0.006802076939493418,
0.035852618515491486,
-0.045366689562797546,
0.009272412396967411,
0.1010947972536087,
0.06601379811763763,
-0.06281878799200058,
0.043934352695941925,
0.1265830397605896,
0.07588116824626923,
-0.01450177188962698,
0.0194088201969862,
-0.025529930368065834,
0.005678741727024317,
-0.03954123333096504,
-0.053256191313266754,
-0.13050517439842224,
0.12185061722993851,
0.03232072666287422,
-0.008183884434401989,
-0.039254412055015564,
0.022062724456191063,
-0.06833826005458832,
-0.017156917601823807,
-0.036992475390434265,
-0.01029862929135561,
0.04187994822859764,
-0.04059254750609398,
0.02253059297800064,
-0.023079540580511093,
0.05228646472096443,
-0.0010432526469230652,
-0.054886601865291595,
0.030351849272847176,
0.01029251329600811,
0.01647505722939968,
0.048629824072122574,
0.04265371337532997,
-0.0013637583469972014,
0.07153655588626862,
0.06026488542556763,
-0.005720272194594145,
-0.008849122561514378,
0.07263829559087753,
-0.0011146657634526491,
-0.006772936321794987,
-0.016768213361501694,
-0.02582804299890995,
0.0011644057231023908,
0.00571158854290843,
0.010607026517391205,
0.06298669427633286,
-0.05551337078213692,
0.04858464375138283,
-0.04085501283407211,
0.07395017147064209,
-0.024187777191400528,
-0.002495710039511323,
0.03259361907839775,
-0.04015498235821724,
-0.0630912110209465,
0.026684299111366272,
-0.007262219209223986,
-0.04358426481485367,
-0.027548352256417274,
-0.008776144124567509,
0.079300656914711,
-0.11996724456548691,
-0.12857306003570557,
-0.031177349388599396,
-0.010585698299109936,
0.029465068131685257,
0.10127505660057068,
0.025276565924286842,
0.040626540780067444,
0.07774359732866287,
-0.06282494217157364,
0.034092821180820465,
0.17511609196662903,
0.009060168638825417,
-0.05136232450604439,
-0.08627893030643463,
0.08881084620952606,
-0.051925212144851685,
-0.07826574891805649,
-0.011590764857828617,
0.0029996198136359453,
0.0850444883108139,
0.06771595776081085,
0.009886602871119976,
-0.018191970884799957,
-0.04806138202548027,
0.014160542748868465,
0.10889743268489838,
0.057389069348573685,
0.03541341423988342,
0.012219894677400589,
-0.03197094425559044,
-0.08106797188520432,
-0.12677426636219025,
-0.017034634947776794,
0.023068152368068695,
-0.12843094766139984,
-0.035533420741558075,
0.002354672411456704,
0.06393232941627502,
-0.12329576909542084,
0.020854497328400612,
-0.022447336465120316,
-0.07921460270881653,
-0.06272388994693756,
2.2375575145931812e-35,
0.023015780374407768,
-0.017321132123470306,
-0.07602415233850479,
0.052973635494709015,
-0.003027749713510275,
-0.049405600875616074,
-0.009422123432159424,
-0.013407674618065357,
-0.03426997363567352,
-0.03853059187531471,
0.01368756964802742,
0.026959054172039032,
-0.0653938502073288,
0.021937258541584015,
-0.0400996059179306,
0.0319741852581501,
0.04992763698101044,
0.0022489894181489944,
0.051614295691251755,
0.04283641651272774,
-0.06629378348588943,
0.03940216079354286,
0.025391345843672752,
-0.03889893367886543,
-0.007639455609023571,
0.02403709851205349,
-0.013562481850385666,
-0.0861356258392334,
-0.022927047684788704,
0.004181131720542908,
-0.009507899172604084,
-0.07678414136171341,
-0.09807788580656052,
-0.006793919485062361,
0.0884070172905922,
0.03151226043701172,
-0.03106660209596157,
-0.020539289340376854,
0.03298337012529373,
-0.02299513667821884,
-0.005093540530651808,
-0.038401566445827484,
-0.005279686767607927,
0.10419373214244843,
-0.04343821108341217,
0.031330499798059464,
0.10233185440301895,
0.08993837982416153,
-0.08441676199436188,
-0.03827018663287163,
0.07185116410255432,
0.032307133078575134,
-0.008671710267663002,
0.01891913078725338,
0.002537798136472702,
-0.02944743074476719,
0.05139945447444916,
0.0010818165028467774,
0.009592533111572266,
-0.016221072524785995,
0.05703851953148842,
0.06853597611188889,
0.035673923790454865,
-0.009687423706054688,
0.06491781771183014,
0.000058946909121004865,
-0.019587257876992226,
0.12218448519706726,
0.0374167263507843,
0.006882501766085625,
-0.013701881282031536,
-0.019349005073308945,
0.024678198620676994,
0.015421141870319843,
-0.05604824423789978,
0.04168069362640381,
0.0343535840511322,
-0.03288048505783081,
-0.027744630351662636,
-0.03285139054059982,
-0.06264908611774445,
0.0016923494404181838,
-0.029910976067185402,
-0.04681335762143135,
-0.0908435508608818,
0.05350792780518532,
0.04867570474743843,
-0.01022595725953579,
0.01621118374168873,
0.04078306257724762,
0.021727243438363075,
-0.0999913439154625,
0.08571320027112961,
0.021923257037997246,
0.030875088647007942,
-1.815818449809835e-33,
0.024162713438272476,
-0.04335564374923706,
-0.008788401260972023,
0.08373766392469406,
0.026437068358063698,
-0.035577330738306046,
0.018958518281579018,
0.052418190985918045,
-0.02660800889134407,
-0.12312672287225723,
-0.007462591864168644,
0.04145047813653946,
-0.002054661512374878,
-0.008198952302336693,
0.06905127316713333,
0.021760281175374985,
-0.05972167104482651,
-0.005449123680591583,
-0.005584656726568937,
-0.061162784695625305,
-0.010528340004384518,
0.0482136495411396,
-0.06928690522909164,
0.007250502239912748,
-0.028716620057821274,
0.011486192233860493,
-0.09178510308265686,
-0.011634147725999355,
-0.055755604058504105,
-0.01680395007133484,
0.01052934117615223,
-0.053671129047870636,
-0.07496804744005203,
-0.07493576407432556,
0.020419294014573097,
0.07152162492275238,
-0.027719292789697647,
0.07513249665498734,
0.07109524309635162,
-0.10984206199645996,
-0.005246673710644245,
-0.026688994839787483,
-0.009983079507946968,
0.0438874252140522,
0.02588164247572422,
0.05047544091939926,
-0.04603138566017151,
0.003998416941612959,
0.03714878857135773,
0.04025033488869667,
0.00014808123523835093,
0.024537401273846626,
-0.0011482216650620103,
-0.027325954288244247,
-0.009856331162154675,
0.04316002503037453,
-0.029422149062156677,
-0.05913442745804787,
-0.034865062683820724,
-0.009355363436043262,
-0.01576249860227108,
0.0007065024692565203,
0.051860496401786804,
0.023461872711777687,
-0.00301730795763433,
-0.08084722608327866,
-0.06743115186691284,
-0.08885648101568222,
0.024745792150497437,
-0.003893777495250106,
0.057733211666345596,
0.0064472355879843235,
0.05117809772491455,
-0.02392497844994068,
0.06941840052604675,
0.02161327563226223,
0.0569811649620533,
0.003994463011622429,
-0.030359620228409767,
0.09220872819423676,
-0.02101662941277027,
0.10195383429527283,
0.020303333178162575,
0.021478703245520592,
0.05160503834486008,
-0.03592515364289284,
-0.0032388768158853054,
0.061873193830251694,
0.014297757297754288,
0.04402688518166542,
0.042170628905296326,
-0.14020557701587677,
0.07528899610042572,
-0.059122342616319656,
-0.009905005805194378,
-4.643049678065836e-8,
-0.014426695182919502,
0.005018202587962151,
0.04127449169754982,
-0.021399738267064095,
0.030341824516654015,
0.07092699408531189,
-0.02458559162914753,
0.06355936825275421,
0.08033543080091476,
-0.06849517673254013,
0.03218083456158638,
-0.09160632640123367,
0.024626603350043297,
0.032264821231365204,
-0.03590827435255051,
0.008709532208740711,
0.01551975216716528,
0.003066508797928691,
-0.0051076230593025684,
-0.08222544193267822,
-0.014743410050868988,
-0.052481792867183685,
0.03560120239853859,
0.08146708458662033,
-0.029698394238948822,
-0.011516603641211987,
-0.08494025468826294,
0.0046968306414783,
0.056702371686697006,
0.008237206377089024,
-0.05892951786518097,
-0.024723531678318977,
0.02159304916858673,
0.06359072029590607,
0.00944073311984539,
0.01125524751842022,
0.024179751053452492,
0.037839021533727646,
0.056539520621299744,
0.00016164877160917968,
0.03457425534725189,
0.0013155696215108037,
0.09627297520637512,
0.01044207252562046,
-0.04208478704094887,
-0.005291982553899288,
-0.060368623584508896,
-0.022880978882312775,
0.004074039403349161,
0.048406776040792465,
-0.007283559534698725,
0.09776809811592102,
-0.048017315566539764,
0.10495965927839279,
0.018605371937155724,
-0.06141318380832672,
-0.05272626504302025,
0.027914434671401978,
0.026018017902970314,
0.06797202676534653,
-0.07288902252912521,
-0.06612894684076309,
-0.06520504504442215,
0.0016428859671577811
] |
1402.1128
|
Hasim Sak
|
Ha\c{s}im Sak, Andrew Senior, Fran\c{c}oise Beaufays
|
Long Short-Term Memory Based Recurrent Neural Network Architectures for
Large Vocabulary Speech Recognition
| null | null | null | null |
cs.NE cs.CL cs.LG stat.ML
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Long Short-Term Memory (LSTM) is a recurrent neural network (RNN)
architecture that has been designed to address the vanishing and exploding
gradient problems of conventional RNNs. Unlike feedforward neural networks,
RNNs have cyclic connections making them powerful for modeling sequences. They
have been successfully used for sequence labeling and sequence prediction
tasks, such as handwriting recognition, language modeling, phonetic labeling of
acoustic frames. However, in contrast to the deep neural networks, the use of
RNNs in speech recognition has been limited to phone recognition in small scale
tasks. In this paper, we present novel LSTM based RNN architectures which make
more effective use of model parameters to train acoustic models for large
vocabulary speech recognition. We train and compare LSTM, RNN and DNN models at
various numbers of parameters and configurations. We show that LSTM models
converge quickly and give state of the art speech recognition performance for
relatively small sized models.
|
[
{
"created": "Wed, 5 Feb 2014 19:01:51 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Sak",
"Haşim",
""
],
[
"Senior",
"Andrew",
""
],
[
"Beaufays",
"Françoise",
""
]
] |
[
-0.08709055930376053,
-0.11673039197921753,
0.02134600840508938,
0.001535125426016748,
-0.007109533995389938,
0.12018005549907684,
-0.08259537070989609,
-0.057440269738435745,
-0.03644460067152977,
-0.10826133191585541,
-0.0025235028006136417,
-0.003803060855716467,
-0.022736528888344765,
0.034041162580251694,
-0.05567193403840065,
-0.01614503376185894,
-0.02231777459383011,
0.08189667016267776,
-0.04850808531045914,
-0.08281568437814713,
0.0037264442071318626,
0.08542925119400024,
0.022698083892464638,
0.06792661547660828,
0.050530675798654556,
-0.01726897433400154,
-0.034153517335653305,
-0.04739633947610855,
0.05019494891166687,
0.035470958799123764,
0.1321404129266739,
0.0006427139160223305,
0.007037833333015442,
0.0508207231760025,
-0.07289966940879822,
0.009428968653082848,
-0.09595080465078354,
-0.036804135888814926,
-0.039187997579574585,
-0.03623742237687111,
0.032038260251283646,
0.021480625495314598,
0.02024722471833229,
0.06264270842075348,
0.08043378591537476,
-0.05342474952340126,
0.02845393307507038,
-0.015648001804947853,
0.009619107469916344,
0.04760295897722244,
-0.024994155392050743,
0.024580908939242363,
-0.04834572225809097,
0.09910853207111359,
-0.08025946468114853,
-0.0045242286287248135,
0.001906517194584012,
0.058676861226558685,
-0.03580636531114578,
0.043794333934783936,
-0.011736850254237652,
-0.08573239296674728,
0.02443077601492405,
-0.028225569054484367,
-0.05688132718205452,
0.005668907426297665,
-0.023670969530940056,
0.08818338811397552,
-0.0046828268095850945,
0.03311612084507942,
-0.057679031044244766,
0.05014190822839737,
-0.019551290199160576,
0.038777388632297516,
-0.0009317744988948107,
0.054611530154943466,
0.07367429882287979,
-0.04153604060411453,
0.0460243821144104,
-0.058202970772981644,
0.01662156917154789,
-0.05142237991094589,
0.054490845650434494,
-0.05889967456459999,
0.08642137050628662,
0.020915348082780838,
-0.0213397778570652,
-0.02365516498684883,
-0.048296138644218445,
-0.04384339600801468,
0.013953209854662418,
-0.09176705777645111,
0.03168666362762451,
-0.05827893689274788,
0.015008312650024891,
0.08275005221366882,
0.019081847742199898,
-0.0602177269756794,
-0.05752738565206528,
0.0560089647769928,
0.0223322082310915,
0.04019315540790558,
-0.028291737660765648,
0.001585563411936164,
-0.013489557430148125,
0.02368520013988018,
0.036950308829545975,
-0.006998996250331402,
-0.025713136419653893,
-0.05588921532034874,
0.08716268837451935,
0.07262653112411499,
0.039471715688705444,
0.013189475983381271,
0.0660417377948761,
-0.10070586204528809,
-0.002240399131551385,
-0.06156128644943237,
0.06385738402605057,
0.09991464763879776,
-0.09905175864696503,
0.02730264514684677,
-0.07640314102172852,
0.03760170936584473,
-0.011834328062832355,
0.021345792338252068,
0.008332518860697746,
2.5663657153381116e-33,
0.011484569869935513,
0.04361501708626747,
0.06014909967780113,
0.01166551373898983,
0.03713639825582504,
-0.05447589233517647,
0.003595420392230153,
0.07600527256727219,
-0.035402558743953705,
0.02078157104551792,
-0.04126914218068123,
-0.013784384354948997,
-0.08160755783319473,
0.02976006455719471,
0.018464744091033936,
0.0421597883105278,
-0.058520808815956116,
-0.004124964587390423,
-0.0016141529195010662,
0.012711449526250362,
-0.007212841883301735,
-0.05972639471292496,
0.029921019449830055,
0.0033931154757738113,
0.09642644971609116,
-0.019190143793821335,
0.11117514222860336,
-0.0719243735074997,
-0.04817529767751694,
0.0026407160330563784,
-0.0853915587067604,
-0.012537091970443726,
0.004992369562387466,
0.019091201946139336,
0.029535753652453423,
-0.038956668227910995,
0.009730193763971329,
0.018650200217962265,
0.015097439289093018,
-0.07142388820648193,
-0.07274425774812698,
0.02491881512105465,
-0.015170766040682793,
0.07035825401544571,
-0.07787614315748215,
-0.09346095472574234,
0.02890723943710327,
0.04683661460876465,
-0.0014299992471933365,
-0.04263541102409363,
0.04534134268760681,
0.025050723925232887,
-0.13123227655887604,
-0.035593751817941666,
0.01747591234743595,
-0.038126252591609955,
0.019439933821558952,
0.0715867131948471,
-0.029356904327869415,
0.041903816163539886,
0.03584511578083038,
0.0588407926261425,
0.02865603007376194,
0.08773624151945114,
0.0586618147790432,
0.005383226089179516,
-0.07295697182416916,
0.07972759753465652,
0.05044493079185486,
-0.04393995180726051,
0.04460618644952774,
-0.0342070497572422,
0.06294038146734238,
0.005125246476382017,
0.014252182096242905,
0.06386245042085648,
0.06554170697927475,
-0.11408621072769165,
-0.08009938150644302,
0.0679130032658577,
0.025071319192647934,
-0.0173331368714571,
0.01259797252714634,
0.00011118323163827881,
0.024226997047662735,
-0.07072475552558899,
0.04773532971739769,
-0.12698501348495483,
0.0425998829305172,
0.020456457510590553,
-0.10042006522417068,
0.004921273794025183,
0.027795473113656044,
0.007691027596592903,
-0.048312924802303314,
-2.6532701963653956e-33,
-0.04297919198870659,
0.06341978162527084,
-0.029910778626799583,
0.04249953851103783,
0.005346563644707203,
-0.09712326526641846,
-0.009472177363932133,
0.09125261008739471,
-0.045279908925294876,
-0.006019215565174818,
0.02027749828994274,
0.009265821427106857,
0.0625513419508934,
-0.018207961693406105,
0.06180688366293907,
-0.021865161135792732,
0.04095068573951721,
0.004998853895813227,
0.04190545156598091,
0.017959879711270332,
-0.01326705887913704,
0.05372758209705353,
-0.05857406184077263,
0.05486901104450226,
-0.08559263497591019,
-0.030120380222797394,
-0.08216136693954468,
0.029376676306128502,
-0.02918347157537937,
-0.026962952688336372,
-0.07402349263429642,
-0.01837049424648285,
-0.01324496604502201,
-0.014036639593541622,
-0.050871945917606354,
0.045874305069446564,
0.04730037972331047,
-0.03971606120467186,
0.022322798147797585,
0.016699504107236862,
0.11233872920274734,
-0.06254322826862335,
0.04331618919968605,
-0.04990946128964424,
-0.010114217177033424,
-0.10010184347629547,
-0.08855614066123962,
0.04526730626821518,
0.06195995956659317,
0.04608926922082901,
0.019625348970294,
0.006190498359501362,
-0.015010038390755653,
0.05388785898685455,
-0.05747758597135544,
-0.0382625050842762,
-0.10680919140577316,
-0.04775840789079666,
0.07313511520624161,
0.0043762424029409885,
-0.00016168203728739172,
-0.04352087900042534,
-0.041701335459947586,
-0.05980031192302704,
-0.004788856953382492,
-0.02163229137659073,
0.019933456555008888,
-0.023658424615859985,
0.04733293876051903,
0.01133899949491024,
0.029686829075217247,
0.04088400676846504,
0.045967262238264084,
0.09030566364526749,
-0.08766961842775345,
-0.016418030485510826,
-0.07957842200994492,
-0.1161399781703949,
-0.06482429802417755,
-0.03544309735298157,
0.04230565205216408,
0.008261543698608875,
-0.00158792978618294,
0.0042589204385876656,
0.08616264909505844,
0.09058579057455063,
0.02702905982732773,
0.053975705057382584,
0.03928593546152115,
0.06142265349626541,
0.01759556494653225,
0.021182741969823837,
0.030162066221237183,
-0.03637729585170746,
-0.05188028886914253,
-3.335270548632252e-8,
0.014194881543517113,
0.0342039056122303,
0.06651207059621811,
-0.05235466733574867,
-0.007608514744788408,
-0.10472875833511353,
0.05241669341921806,
0.03329675644636154,
0.04775206744670868,
-0.020136510953307152,
0.08975759148597717,
-0.007770347408950329,
-0.018677711486816406,
0.025721991434693336,
-0.02238141931593418,
0.07023148238658905,
0.05963662266731262,
0.0010053537553176284,
0.005200850777328014,
-0.02931639365851879,
0.08582010865211487,
0.0772600844502449,
0.028238173574209213,
0.04977557435631752,
-0.0005107586621306837,
-0.046579759567976,
0.029360255226492882,
0.09399322420358658,
0.03408976271748543,
-0.049405090510845184,
-0.020926661789417267,
0.015186374075710773,
-0.07197634875774384,
-0.04745068401098251,
-0.0501788929104805,
0.02303468994796276,
0.06328503042459488,
-0.0034986785613000393,
0.013249177485704422,
-0.06274475902318954,
-0.012637906707823277,
0.04254406690597534,
-0.03675304725766182,
0.03828321769833565,
-0.006606931332498789,
-0.038245029747486115,
0.017606597393751144,
-0.1124819666147232,
0.0008195709087885916,
-0.03494333103299141,
0.014422020874917507,
0.005572117865085602,
0.039397262036800385,
-0.021809779107570648,
0.06097300350666046,
0.0027713337913155556,
0.019724508747458458,
0.008096243254840374,
0.006641814950853586,
-0.024403315037488937,
-0.09813612699508667,
0.020695483312010765,
-0.03393133357167244,
-0.00814493466168642
] | null | null | null | null | null | null | null |
[
-0.08709055930376053,
-0.11673039197921753,
0.02134600840508938,
0.001535125426016748,
-0.007109533995389938,
0.12018005549907684,
-0.08259537070989609,
-0.057440269738435745,
-0.03644460067152977,
-0.10826133191585541,
-0.0025235028006136417,
-0.003803060855716467,
-0.022736528888344765,
0.034041162580251694,
-0.05567193403840065,
-0.01614503376185894,
-0.02231777459383011,
0.08189667016267776,
-0.04850808531045914,
-0.08281568437814713,
0.0037264442071318626,
0.08542925119400024,
0.022698083892464638,
0.06792661547660828,
0.050530675798654556,
-0.01726897433400154,
-0.034153517335653305,
-0.04739633947610855,
0.05019494891166687,
0.035470958799123764,
0.1321404129266739,
0.0006427139160223305,
0.007037833333015442,
0.0508207231760025,
-0.07289966940879822,
0.009428968653082848,
-0.09595080465078354,
-0.036804135888814926,
-0.039187997579574585,
-0.03623742237687111,
0.032038260251283646,
0.021480625495314598,
0.02024722471833229,
0.06264270842075348,
0.08043378591537476,
-0.05342474952340126,
0.02845393307507038,
-0.015648001804947853,
0.009619107469916344,
0.04760295897722244,
-0.024994155392050743,
0.024580908939242363,
-0.04834572225809097,
0.09910853207111359,
-0.08025946468114853,
-0.0045242286287248135,
0.001906517194584012,
0.058676861226558685,
-0.03580636531114578,
0.043794333934783936,
-0.011736850254237652,
-0.08573239296674728,
0.02443077601492405,
-0.028225569054484367,
-0.05688132718205452,
0.005668907426297665,
-0.023670969530940056,
0.08818338811397552,
-0.0046828268095850945,
0.03311612084507942,
-0.057679031044244766,
0.05014190822839737,
-0.019551290199160576,
0.038777388632297516,
-0.0009317744988948107,
0.054611530154943466,
0.07367429882287979,
-0.04153604060411453,
0.0460243821144104,
-0.058202970772981644,
0.01662156917154789,
-0.05142237991094589,
0.054490845650434494,
-0.05889967456459999,
0.08642137050628662,
0.020915348082780838,
-0.0213397778570652,
-0.02365516498684883,
-0.048296138644218445,
-0.04384339600801468,
0.013953209854662418,
-0.09176705777645111,
0.03168666362762451,
-0.05827893689274788,
0.015008312650024891,
0.08275005221366882,
0.019081847742199898,
-0.0602177269756794,
-0.05752738565206528,
0.0560089647769928,
0.0223322082310915,
0.04019315540790558,
-0.028291737660765648,
0.001585563411936164,
-0.013489557430148125,
0.02368520013988018,
0.036950308829545975,
-0.006998996250331402,
-0.025713136419653893,
-0.05588921532034874,
0.08716268837451935,
0.07262653112411499,
0.039471715688705444,
0.013189475983381271,
0.0660417377948761,
-0.10070586204528809,
-0.002240399131551385,
-0.06156128644943237,
0.06385738402605057,
0.09991464763879776,
-0.09905175864696503,
0.02730264514684677,
-0.07640314102172852,
0.03760170936584473,
-0.011834328062832355,
0.021345792338252068,
0.008332518860697746,
2.5663657153381116e-33,
0.011484569869935513,
0.04361501708626747,
0.06014909967780113,
0.01166551373898983,
0.03713639825582504,
-0.05447589233517647,
0.003595420392230153,
0.07600527256727219,
-0.035402558743953705,
0.02078157104551792,
-0.04126914218068123,
-0.013784384354948997,
-0.08160755783319473,
0.02976006455719471,
0.018464744091033936,
0.0421597883105278,
-0.058520808815956116,
-0.004124964587390423,
-0.0016141529195010662,
0.012711449526250362,
-0.007212841883301735,
-0.05972639471292496,
0.029921019449830055,
0.0033931154757738113,
0.09642644971609116,
-0.019190143793821335,
0.11117514222860336,
-0.0719243735074997,
-0.04817529767751694,
0.0026407160330563784,
-0.0853915587067604,
-0.012537091970443726,
0.004992369562387466,
0.019091201946139336,
0.029535753652453423,
-0.038956668227910995,
0.009730193763971329,
0.018650200217962265,
0.015097439289093018,
-0.07142388820648193,
-0.07274425774812698,
0.02491881512105465,
-0.015170766040682793,
0.07035825401544571,
-0.07787614315748215,
-0.09346095472574234,
0.02890723943710327,
0.04683661460876465,
-0.0014299992471933365,
-0.04263541102409363,
0.04534134268760681,
0.025050723925232887,
-0.13123227655887604,
-0.035593751817941666,
0.01747591234743595,
-0.038126252591609955,
0.019439933821558952,
0.0715867131948471,
-0.029356904327869415,
0.041903816163539886,
0.03584511578083038,
0.0588407926261425,
0.02865603007376194,
0.08773624151945114,
0.0586618147790432,
0.005383226089179516,
-0.07295697182416916,
0.07972759753465652,
0.05044493079185486,
-0.04393995180726051,
0.04460618644952774,
-0.0342070497572422,
0.06294038146734238,
0.005125246476382017,
0.014252182096242905,
0.06386245042085648,
0.06554170697927475,
-0.11408621072769165,
-0.08009938150644302,
0.0679130032658577,
0.025071319192647934,
-0.0173331368714571,
0.01259797252714634,
0.00011118323163827881,
0.024226997047662735,
-0.07072475552558899,
0.04773532971739769,
-0.12698501348495483,
0.0425998829305172,
0.020456457510590553,
-0.10042006522417068,
0.004921273794025183,
0.027795473113656044,
0.007691027596592903,
-0.048312924802303314,
-2.6532701963653956e-33,
-0.04297919198870659,
0.06341978162527084,
-0.029910778626799583,
0.04249953851103783,
0.005346563644707203,
-0.09712326526641846,
-0.009472177363932133,
0.09125261008739471,
-0.045279908925294876,
-0.006019215565174818,
0.02027749828994274,
0.009265821427106857,
0.0625513419508934,
-0.018207961693406105,
0.06180688366293907,
-0.021865161135792732,
0.04095068573951721,
0.004998853895813227,
0.04190545156598091,
0.017959879711270332,
-0.01326705887913704,
0.05372758209705353,
-0.05857406184077263,
0.05486901104450226,
-0.08559263497591019,
-0.030120380222797394,
-0.08216136693954468,
0.029376676306128502,
-0.02918347157537937,
-0.026962952688336372,
-0.07402349263429642,
-0.01837049424648285,
-0.01324496604502201,
-0.014036639593541622,
-0.050871945917606354,
0.045874305069446564,
0.04730037972331047,
-0.03971606120467186,
0.022322798147797585,
0.016699504107236862,
0.11233872920274734,
-0.06254322826862335,
0.04331618919968605,
-0.04990946128964424,
-0.010114217177033424,
-0.10010184347629547,
-0.08855614066123962,
0.04526730626821518,
0.06195995956659317,
0.04608926922082901,
0.019625348970294,
0.006190498359501362,
-0.015010038390755653,
0.05388785898685455,
-0.05747758597135544,
-0.0382625050842762,
-0.10680919140577316,
-0.04775840789079666,
0.07313511520624161,
0.0043762424029409885,
-0.00016168203728739172,
-0.04352087900042534,
-0.041701335459947586,
-0.05980031192302704,
-0.004788856953382492,
-0.02163229137659073,
0.019933456555008888,
-0.023658424615859985,
0.04733293876051903,
0.01133899949491024,
0.029686829075217247,
0.04088400676846504,
0.045967262238264084,
0.09030566364526749,
-0.08766961842775345,
-0.016418030485510826,
-0.07957842200994492,
-0.1161399781703949,
-0.06482429802417755,
-0.03544309735298157,
0.04230565205216408,
0.008261543698608875,
-0.00158792978618294,
0.0042589204385876656,
0.08616264909505844,
0.09058579057455063,
0.02702905982732773,
0.053975705057382584,
0.03928593546152115,
0.06142265349626541,
0.01759556494653225,
0.021182741969823837,
0.030162066221237183,
-0.03637729585170746,
-0.05188028886914253,
-3.335270548632252e-8,
0.014194881543517113,
0.0342039056122303,
0.06651207059621811,
-0.05235466733574867,
-0.007608514744788408,
-0.10472875833511353,
0.05241669341921806,
0.03329675644636154,
0.04775206744670868,
-0.020136510953307152,
0.08975759148597717,
-0.007770347408950329,
-0.018677711486816406,
0.025721991434693336,
-0.02238141931593418,
0.07023148238658905,
0.05963662266731262,
0.0010053537553176284,
0.005200850777328014,
-0.02931639365851879,
0.08582010865211487,
0.0772600844502449,
0.028238173574209213,
0.04977557435631752,
-0.0005107586621306837,
-0.046579759567976,
0.029360255226492882,
0.09399322420358658,
0.03408976271748543,
-0.049405090510845184,
-0.020926661789417267,
0.015186374075710773,
-0.07197634875774384,
-0.04745068401098251,
-0.0501788929104805,
0.02303468994796276,
0.06328503042459488,
-0.0034986785613000393,
0.013249177485704422,
-0.06274475902318954,
-0.012637906707823277,
0.04254406690597534,
-0.03675304725766182,
0.03828321769833565,
-0.006606931332498789,
-0.038245029747486115,
0.017606597393751144,
-0.1124819666147232,
0.0008195709087885916,
-0.03494333103299141,
0.014422020874917507,
0.005572117865085602,
0.039397262036800385,
-0.021809779107570648,
0.06097300350666046,
0.0027713337913155556,
0.019724508747458458,
0.008096243254840374,
0.006641814950853586,
-0.024403315037488937,
-0.09813612699508667,
0.020695483312010765,
-0.03393133357167244,
-0.00814493466168642
] |
1402.1132
|
Jean-Philippe Groby
|
Jean-Philippe Groby (LAUM), Benoit Nennig (LISMMA), Cl\'ement
Lagarrigue (LAUM), Bruno Brouard (LAUM), Olivier Dazel (LAUM), Vincent
Tournat (LAUM)
|
Using simple shape three-dimensional inclusions to enhance porous layer
absorption
|
Submitted version to Journal of the Acoustical Society of America in
June 2013. A revised version has been resubmitted in February 2014
| null |
10.1121/1.4892760
| null |
physics.class-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The absorption properties of a metaporous material made of non-resonant
simple shape three-dimensional inclusions (cube, cylinder, sphere, cone and
torus) embedded in a rigidly backed rigid frame porous material is studied. A
nearly total absorption can be obtained for a frequency lower than the
quarter-wavelength resonance frequency due to the excitation of a trapped mode.
To be correctly excited, this mode requires a filling fraction larger in the
three-dimensions than in the two-dimensions for purely convex (cube, cylinder,
sphere, and cone) shapes. At low frequencies, a cube is found to be the best
purely convex inclusion shape to embed in a cubic unit cell, while the
embedment of a sphere or a cone cannot lead to an optimal absorption for some
porous materials. At fixed position of purely convex shape inclusion
barycentre, the absorption coefficient only depends on and filling fraction and
does not depend on the shape below the Bragg frequency arising from the
interaction between the inclusion and its image with respect to the rigid
backing. The influence of the angle of incidence is also shown. The results, in
particular the excitation of the trapped mode, are validated experimentally in
case of cubic inclusions.
|
[
{
"created": "Wed, 5 Feb 2014 19:20:35 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Groby",
"Jean-Philippe",
"",
"LAUM"
],
[
"Nennig",
"Benoit",
"",
"LISMMA"
],
[
"Lagarrigue",
"Clément",
"",
"LAUM"
],
[
"Brouard",
"Bruno",
"",
"LAUM"
],
[
"Dazel",
"Olivier",
"",
"LAUM"
],
[
"Tournat",
"Vincent",
"",
"LAUM"
]
] |
[
0.07525461167097092,
-0.036719486117362976,
0.011665547266602516,
-0.0072908247821033,
-0.021023476496338844,
-0.07288344949483871,
0.13249237835407257,
-0.01481392327696085,
0.03733159229159355,
-0.02102355845272541,
-0.0429268442094326,
0.04539524018764496,
0.053593963384628296,
-0.022498643025755882,
0.07978721708059311,
-0.04481929913163185,
0.0833677127957344,
-0.00901656411588192,
0.02696773037314415,
0.06530554592609406,
0.024762436747550964,
-0.05028959736227989,
0.024610863998532295,
-0.09720838069915771,
-0.0033467761240899563,
0.015879472717642784,
-0.05626847967505455,
-0.03757965564727783,
0.03311297670006752,
0.03254838287830353,
-0.004003775771707296,
-0.05634140968322754,
-0.07812893390655518,
-0.03298424929380417,
0.02318335883319378,
-0.08566189557313919,
-0.023484006524086,
0.09049100428819656,
-0.07119323313236237,
0.06261470168828964,
-0.0378849059343338,
0.0689312219619751,
0.07003340125083923,
0.03235974907875061,
-0.027307571843266487,
0.0063328794203698635,
-0.026895828545093536,
-0.007602370344102383,
-0.03874892368912697,
-0.08873477578163147,
0.015985479578375816,
-0.03589757904410362,
-0.03085862472653389,
0.03799118474125862,
-0.08394473046064377,
0.015088304877281189,
-0.023776734247803688,
-0.023082328960299492,
-0.006920229643583298,
-0.0646338015794754,
0.053867507725954056,
-0.06145228445529938,
0.040099307894706726,
-0.024993721395730972,
0.02416384592652321,
0.010317299515008926,
-0.014053222723305225,
0.003963108640164137,
-0.055267151445150375,
0.030598891898989677,
0.05854245647788048,
0.025669539347290993,
-0.045406486839056015,
-0.06128287315368652,
0.060541022568941116,
0.04585104435682297,
-0.033066775649785995,
0.08252543956041336,
-0.02668091282248497,
0.08697476983070374,
0.05197174847126007,
0.05038636177778244,
-0.06661853194236755,
-0.061447624117136,
-0.04681055620312691,
-0.03777262568473816,
-0.011107823811471462,
-0.004933009389787912,
-0.14564670622348785,
0.00007608892337884754,
0.0009978599846363068,
0.08162110298871994,
-0.07539188116788864,
-0.012975113466382027,
-0.05292295664548874,
-0.09284815937280655,
0.06471613794565201,
0.020488956943154335,
0.11022642254829407,
0.05440330132842064,
-0.026194972917437553,
-0.039643172174692154,
-0.008671754971146584,
0.05076362565159798,
-0.017835475504398346,
-0.02368890307843685,
0.02061586268246174,
0.09819456189870834,
0.0026352943386882544,
0.005384520161896944,
0.019930003210902214,
-0.030568355694413185,
0.038713861256837845,
0.03739617392420769,
-0.017229976132512093,
-0.052342843264341354,
0.0595267079770565,
0.03766825050115585,
0.08673083037137985,
-0.011484760791063309,
0.0020867446437478065,
0.05524251610040665,
0.08286343514919281,
-0.012971813790500164,
0.010053527541458607,
0.0012162404600530863,
-0.06895769387483597,
1.0604935344294353e-33,
-0.07706864923238754,
-0.0061209616251289845,
-0.01740523986518383,
0.0033497726544737816,
-0.03588921204209328,
-0.02596157044172287,
0.072332963347435,
0.004632294178009033,
0.05572987720370293,
0.028948837891221046,
-0.1394636183977127,
-0.031053708866238594,
-0.008551636710762978,
0.05560057982802391,
0.0029662232846021652,
0.035576652735471725,
0.08519575744867325,
-0.020320886746048927,
-0.07886441051959991,
-0.013041476719081402,
-0.0051585896871984005,
-0.011649839580059052,
0.012567008845508099,
0.041142482310533524,
-0.014989197254180908,
-0.0158318430185318,
-0.0552978515625,
-0.09040278196334839,
-0.05792766436934471,
0.018096867948770523,
0.039099838584661484,
0.006249481812119484,
0.045919470489025116,
0.046518441289663315,
0.0767383724451065,
0.023237120360136032,
0.04169266298413277,
0.07469724118709564,
-0.0047726561315357685,
-0.04045234993100166,
-0.0931076928973198,
-0.01878966949880123,
0.11529339104890823,
0.054349999874830246,
-0.019948896020650864,
-0.022794347256422043,
0.0361376591026783,
0.009850972332060337,
-0.021989425644278526,
-0.05149790644645691,
0.001447643036954105,
0.002882361877709627,
-0.022528205066919327,
0.021902011707425117,
0.04426296427845955,
-0.04443379119038582,
0.007941575720906258,
0.03067660517990589,
-0.019766585901379585,
-0.033033184707164764,
-0.0072703612968325615,
-0.022300107404589653,
0.10632416605949402,
-0.02589929662644863,
-0.041578542441129684,
0.004524768330156803,
-0.007369819562882185,
-0.015773257240653038,
0.013915002346038818,
0.0017771468264982104,
0.023204369470477104,
0.05516551434993744,
-0.01985131949186325,
0.021879253908991814,
-0.03504559397697449,
-0.004072033800184727,
0.03333662450313568,
-0.09543808549642563,
0.056738026440143585,
0.0008968465263023973,
-0.06654378026723862,
-0.0446668416261673,
-0.07453576475381851,
-0.05727045238018036,
-0.08590526133775711,
0.028913894668221474,
0.10537651926279068,
-0.03685930743813515,
0.06432091444730759,
-0.039366189390420914,
-0.0498056560754776,
0.004915179684758186,
0.0644809901714325,
-0.07247916609048843,
-0.006674849893897772,
-1.7458809440397246e-33,
0.08092865347862244,
-0.025836316868662834,
0.04780709743499756,
-0.08806484937667847,
0.08557283878326416,
0.059403181076049805,
-0.016640527173876762,
0.05168594419956207,
0.011282024905085564,
-0.05444243922829628,
0.06601481884717941,
0.0428876131772995,
0.018434016034007072,
0.03393770381808281,
-0.09704548120498657,
0.04022447392344475,
-0.06914940476417542,
-0.13024185597896576,
-0.02316054329276085,
0.02057545818388462,
-0.050172265619039536,
-0.053712595254182816,
0.036132652312517166,
0.03176727518439293,
-0.060615263879299164,
0.04072298854589462,
0.03343496844172478,
-0.06832368671894073,
0.005436885170638561,
0.0093124620616436,
-0.0447230264544487,
0.038972627371549606,
0.03712872415781021,
0.01653222367167473,
0.023563900962471962,
0.006922649685293436,
0.03881438821554184,
-0.0027742180973291397,
-0.08037132769823074,
-0.057452213019132614,
0.044773053377866745,
-0.014898390509188175,
-0.05203985795378685,
0.05293488875031471,
-0.04147174581885338,
0.03180171176791191,
-0.00035890884464606643,
-0.050996046513319016,
-0.04755694046616554,
0.012012800201773643,
-0.02006569691002369,
-0.09691008180379868,
0.0828317180275917,
0.03713209554553032,
0.032858751714229584,
0.027143578976392746,
0.03137972205877304,
-0.044049523770809174,
0.04754491150379181,
0.011309923604130745,
0.01234304066747427,
0.03207511454820633,
0.03416678309440613,
-0.10268434882164001,
0.043285779654979706,
0.024229951202869415,
-0.010681400075554848,
-0.05537654459476471,
-0.013199315406382084,
-0.0194565299898386,
-0.03454055264592171,
-0.004187630023807287,
0.00855922233313322,
-0.019672561436891556,
0.06710757315158844,
0.030056057497859,
0.009532833471894264,
-0.04503853619098663,
-0.08997628837823868,
0.06527788937091827,
-0.08435845375061035,
0.06337366998195648,
-0.023950615897774696,
-0.07446631789207458,
0.08977115154266357,
-0.07599298655986786,
-0.013098832219839096,
-0.034840941429138184,
-0.11000560224056244,
0.02486039325594902,
0.06099991872906685,
0.0532308965921402,
0.07992010563611984,
0.008171300403773785,
0.14469420909881592,
-5.546851866711222e-8,
0.033156175166368484,
-0.008572339080274105,
-0.06612390279769897,
-0.036692146211862564,
-0.036514416337013245,
0.04657600820064545,
0.002447857055813074,
-0.08693765848875046,
-0.035248566418886185,
-0.08793030679225922,
-0.01511296071112156,
-0.04669933393597603,
-0.024891875684261322,
-0.022872505709528923,
0.013102267868816853,
0.06508531421422958,
-0.041353389620780945,
-0.02777806855738163,
0.003196990117430687,
-0.0748031958937645,
-0.08237088471651077,
0.042377449572086334,
0.047799333930015564,
-0.04731662943959236,
-0.0034444378688931465,
0.06866305321455002,
-0.06869713217020035,
0.0007541127852164209,
0.060716841369867325,
0.02289765328168869,
-0.03322003036737442,
0.005113793071359396,
0.01678299717605114,
0.0672454833984375,
-0.014650481753051281,
0.04299202188849449,
-0.022097282111644745,
-0.05325770378112793,
-0.15632763504981995,
-0.024745743721723557,
0.03568808734416962,
0.01014135591685772,
0.016083523631095886,
-0.03657497465610504,
0.005377023480832577,
0.048104964196681976,
0.0425710491836071,
0.13440227508544922,
0.00887585710734129,
0.15130749344825745,
-0.054618798196315765,
-0.04629778861999512,
0.0074679735116660595,
0.06938312947750092,
0.007864417508244514,
0.042484503239393234,
-0.028151091188192368,
0.04499528557062149,
-0.016153529286384583,
0.023427415639162064,
0.01994909532368183,
-0.00045893865171819925,
0.030442912131547928,
-0.04182785749435425
] | null | null | null | null | null | null | null |
[
0.07525461167097092,
-0.036719486117362976,
0.011665547266602516,
-0.0072908247821033,
-0.021023476496338844,
-0.07288344949483871,
0.13249237835407257,
-0.01481392327696085,
0.03733159229159355,
-0.02102355845272541,
-0.0429268442094326,
0.04539524018764496,
0.053593963384628296,
-0.022498643025755882,
0.07978721708059311,
-0.04481929913163185,
0.0833677127957344,
-0.00901656411588192,
0.02696773037314415,
0.06530554592609406,
0.024762436747550964,
-0.05028959736227989,
0.024610863998532295,
-0.09720838069915771,
-0.0033467761240899563,
0.015879472717642784,
-0.05626847967505455,
-0.03757965564727783,
0.03311297670006752,
0.03254838287830353,
-0.004003775771707296,
-0.05634140968322754,
-0.07812893390655518,
-0.03298424929380417,
0.02318335883319378,
-0.08566189557313919,
-0.023484006524086,
0.09049100428819656,
-0.07119323313236237,
0.06261470168828964,
-0.0378849059343338,
0.0689312219619751,
0.07003340125083923,
0.03235974907875061,
-0.027307571843266487,
0.0063328794203698635,
-0.026895828545093536,
-0.007602370344102383,
-0.03874892368912697,
-0.08873477578163147,
0.015985479578375816,
-0.03589757904410362,
-0.03085862472653389,
0.03799118474125862,
-0.08394473046064377,
0.015088304877281189,
-0.023776734247803688,
-0.023082328960299492,
-0.006920229643583298,
-0.0646338015794754,
0.053867507725954056,
-0.06145228445529938,
0.040099307894706726,
-0.024993721395730972,
0.02416384592652321,
0.010317299515008926,
-0.014053222723305225,
0.003963108640164137,
-0.055267151445150375,
0.030598891898989677,
0.05854245647788048,
0.025669539347290993,
-0.045406486839056015,
-0.06128287315368652,
0.060541022568941116,
0.04585104435682297,
-0.033066775649785995,
0.08252543956041336,
-0.02668091282248497,
0.08697476983070374,
0.05197174847126007,
0.05038636177778244,
-0.06661853194236755,
-0.061447624117136,
-0.04681055620312691,
-0.03777262568473816,
-0.011107823811471462,
-0.004933009389787912,
-0.14564670622348785,
0.00007608892337884754,
0.0009978599846363068,
0.08162110298871994,
-0.07539188116788864,
-0.012975113466382027,
-0.05292295664548874,
-0.09284815937280655,
0.06471613794565201,
0.020488956943154335,
0.11022642254829407,
0.05440330132842064,
-0.026194972917437553,
-0.039643172174692154,
-0.008671754971146584,
0.05076362565159798,
-0.017835475504398346,
-0.02368890307843685,
0.02061586268246174,
0.09819456189870834,
0.0026352943386882544,
0.005384520161896944,
0.019930003210902214,
-0.030568355694413185,
0.038713861256837845,
0.03739617392420769,
-0.017229976132512093,
-0.052342843264341354,
0.0595267079770565,
0.03766825050115585,
0.08673083037137985,
-0.011484760791063309,
0.0020867446437478065,
0.05524251610040665,
0.08286343514919281,
-0.012971813790500164,
0.010053527541458607,
0.0012162404600530863,
-0.06895769387483597,
1.0604935344294353e-33,
-0.07706864923238754,
-0.0061209616251289845,
-0.01740523986518383,
0.0033497726544737816,
-0.03588921204209328,
-0.02596157044172287,
0.072332963347435,
0.004632294178009033,
0.05572987720370293,
0.028948837891221046,
-0.1394636183977127,
-0.031053708866238594,
-0.008551636710762978,
0.05560057982802391,
0.0029662232846021652,
0.035576652735471725,
0.08519575744867325,
-0.020320886746048927,
-0.07886441051959991,
-0.013041476719081402,
-0.0051585896871984005,
-0.011649839580059052,
0.012567008845508099,
0.041142482310533524,
-0.014989197254180908,
-0.0158318430185318,
-0.0552978515625,
-0.09040278196334839,
-0.05792766436934471,
0.018096867948770523,
0.039099838584661484,
0.006249481812119484,
0.045919470489025116,
0.046518441289663315,
0.0767383724451065,
0.023237120360136032,
0.04169266298413277,
0.07469724118709564,
-0.0047726561315357685,
-0.04045234993100166,
-0.0931076928973198,
-0.01878966949880123,
0.11529339104890823,
0.054349999874830246,
-0.019948896020650864,
-0.022794347256422043,
0.0361376591026783,
0.009850972332060337,
-0.021989425644278526,
-0.05149790644645691,
0.001447643036954105,
0.002882361877709627,
-0.022528205066919327,
0.021902011707425117,
0.04426296427845955,
-0.04443379119038582,
0.007941575720906258,
0.03067660517990589,
-0.019766585901379585,
-0.033033184707164764,
-0.0072703612968325615,
-0.022300107404589653,
0.10632416605949402,
-0.02589929662644863,
-0.041578542441129684,
0.004524768330156803,
-0.007369819562882185,
-0.015773257240653038,
0.013915002346038818,
0.0017771468264982104,
0.023204369470477104,
0.05516551434993744,
-0.01985131949186325,
0.021879253908991814,
-0.03504559397697449,
-0.004072033800184727,
0.03333662450313568,
-0.09543808549642563,
0.056738026440143585,
0.0008968465263023973,
-0.06654378026723862,
-0.0446668416261673,
-0.07453576475381851,
-0.05727045238018036,
-0.08590526133775711,
0.028913894668221474,
0.10537651926279068,
-0.03685930743813515,
0.06432091444730759,
-0.039366189390420914,
-0.0498056560754776,
0.004915179684758186,
0.0644809901714325,
-0.07247916609048843,
-0.006674849893897772,
-1.7458809440397246e-33,
0.08092865347862244,
-0.025836316868662834,
0.04780709743499756,
-0.08806484937667847,
0.08557283878326416,
0.059403181076049805,
-0.016640527173876762,
0.05168594419956207,
0.011282024905085564,
-0.05444243922829628,
0.06601481884717941,
0.0428876131772995,
0.018434016034007072,
0.03393770381808281,
-0.09704548120498657,
0.04022447392344475,
-0.06914940476417542,
-0.13024185597896576,
-0.02316054329276085,
0.02057545818388462,
-0.050172265619039536,
-0.053712595254182816,
0.036132652312517166,
0.03176727518439293,
-0.060615263879299164,
0.04072298854589462,
0.03343496844172478,
-0.06832368671894073,
0.005436885170638561,
0.0093124620616436,
-0.0447230264544487,
0.038972627371549606,
0.03712872415781021,
0.01653222367167473,
0.023563900962471962,
0.006922649685293436,
0.03881438821554184,
-0.0027742180973291397,
-0.08037132769823074,
-0.057452213019132614,
0.044773053377866745,
-0.014898390509188175,
-0.05203985795378685,
0.05293488875031471,
-0.04147174581885338,
0.03180171176791191,
-0.00035890884464606643,
-0.050996046513319016,
-0.04755694046616554,
0.012012800201773643,
-0.02006569691002369,
-0.09691008180379868,
0.0828317180275917,
0.03713209554553032,
0.032858751714229584,
0.027143578976392746,
0.03137972205877304,
-0.044049523770809174,
0.04754491150379181,
0.011309923604130745,
0.01234304066747427,
0.03207511454820633,
0.03416678309440613,
-0.10268434882164001,
0.043285779654979706,
0.024229951202869415,
-0.010681400075554848,
-0.05537654459476471,
-0.013199315406382084,
-0.0194565299898386,
-0.03454055264592171,
-0.004187630023807287,
0.00855922233313322,
-0.019672561436891556,
0.06710757315158844,
0.030056057497859,
0.009532833471894264,
-0.04503853619098663,
-0.08997628837823868,
0.06527788937091827,
-0.08435845375061035,
0.06337366998195648,
-0.023950615897774696,
-0.07446631789207458,
0.08977115154266357,
-0.07599298655986786,
-0.013098832219839096,
-0.034840941429138184,
-0.11000560224056244,
0.02486039325594902,
0.06099991872906685,
0.0532308965921402,
0.07992010563611984,
0.008171300403773785,
0.14469420909881592,
-5.546851866711222e-8,
0.033156175166368484,
-0.008572339080274105,
-0.06612390279769897,
-0.036692146211862564,
-0.036514416337013245,
0.04657600820064545,
0.002447857055813074,
-0.08693765848875046,
-0.035248566418886185,
-0.08793030679225922,
-0.01511296071112156,
-0.04669933393597603,
-0.024891875684261322,
-0.022872505709528923,
0.013102267868816853,
0.06508531421422958,
-0.041353389620780945,
-0.02777806855738163,
0.003196990117430687,
-0.0748031958937645,
-0.08237088471651077,
0.042377449572086334,
0.047799333930015564,
-0.04731662943959236,
-0.0034444378688931465,
0.06866305321455002,
-0.06869713217020035,
0.0007541127852164209,
0.060716841369867325,
0.02289765328168869,
-0.03322003036737442,
0.005113793071359396,
0.01678299717605114,
0.0672454833984375,
-0.014650481753051281,
0.04299202188849449,
-0.022097282111644745,
-0.05325770378112793,
-0.15632763504981995,
-0.024745743721723557,
0.03568808734416962,
0.01014135591685772,
0.016083523631095886,
-0.03657497465610504,
0.005377023480832577,
0.048104964196681976,
0.0425710491836071,
0.13440227508544922,
0.00887585710734129,
0.15130749344825745,
-0.054618798196315765,
-0.04629778861999512,
0.0074679735116660595,
0.06938312947750092,
0.007864417508244514,
0.042484503239393234,
-0.028151091188192368,
0.04499528557062149,
-0.016153529286384583,
0.023427415639162064,
0.01994909532368183,
-0.00045893865171819925,
0.030442912131547928,
-0.04182785749435425
] |
1402.1133
|
Irmgard Frank
|
Irmgard Frank
|
On the Classical Description of Nuclear Motion
|
3 pages
| null | null | null |
physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Severe methodological and numerical problems of the traditional quantum
mechanical approach to the description of molecular systems are outlined. To
overcome these, a simple alternative to the Born-Oppenheimer approximation is
presented on the basis of taking the nuclei as classical particles.
|
[
{
"created": "Wed, 5 Feb 2014 19:21:53 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Frank",
"Irmgard",
""
]
] |
[
-0.02154160477221012,
0.006053744349628687,
-0.00012541715113911778,
0.052555304020643234,
-0.08647943288087845,
-0.00036697977338917553,
-0.023555543273687363,
0.09367896616458893,
-0.04460787773132324,
0.029095852747559547,
-0.010793786495923996,
0.008451162837445736,
-0.05740213021636009,
0.018429256975650787,
-0.028169892728328705,
-0.016214264556765556,
-0.016185490414500237,
0.029148010537028313,
0.027794010937213898,
0.0404403954744339,
-0.061204709112644196,
0.0611962229013443,
0.03330375626683235,
0.012444732710719109,
0.024726271629333496,
0.045235782861709595,
0.049534816294908524,
0.06726638227701187,
0.05225258320569992,
0.05014517903327942,
0.07431557029485703,
-0.01741194538772106,
-0.04592456296086311,
-0.053698498755693436,
0.015520450659096241,
-0.0020149825140833855,
-0.047327060252428055,
0.022700035944581032,
-0.03175505995750427,
-0.011997474357485771,
-0.012654062360525131,
0.11976993829011917,
-0.03454059734940529,
0.09275946766138077,
0.05473998934030533,
-0.05778956040740013,
0.015296571888029575,
0.019219085574150085,
0.021623706445097923,
-0.07487048953771591,
-0.01842239871621132,
0.0371522530913353,
0.017213227227330208,
0.00843268632888794,
-0.011478172615170479,
-0.019098294898867607,
0.02528558485209942,
-0.08031259477138519,
-0.031170330941677094,
-0.06475307047367096,
-0.022004669532179832,
-0.01645250804722309,
-0.0033499703276902437,
-0.01732945814728737,
0.09174568206071854,
0.03742320090532303,
0.08026619255542755,
-0.05270523950457573,
0.020145496353507042,
0.0900631695985794,
-0.10193762928247452,
0.02190292254090309,
-0.00596455717459321,
0.045758847147226334,
-0.06925766170024872,
-0.06693445891141891,
0.008829864673316479,
0.08412334322929382,
0.02106313407421112,
0.022485744208097458,
-0.015146241523325443,
-0.043036650866270065,
-0.034078970551490784,
-0.04634988680481911,
-0.055732958018779755,
0.10454403609037399,
-0.08786912262439728,
-0.020468207076191902,
0.03611921891570091,
-0.0447470024228096,
-0.05920029804110527,
-0.12052981555461884,
-0.004115188494324684,
-0.048568349331617355,
0.002824560971930623,
-0.007878758013248444,
0.08553776144981384,
0.023298975080251694,
0.11988506466150284,
-0.01827496849000454,
0.12407507002353668,
0.01933175139129162,
-0.021939322352409363,
-0.03689417243003845,
-0.012801427394151688,
0.01755494810640812,
0.03921524062752724,
0.0385516956448555,
-0.02928556129336357,
0.025857098400592804,
-0.005421437788754702,
-0.0001779651502147317,
-0.0238509401679039,
-0.011804877780377865,
-0.019080450758337975,
-0.03862832114100456,
0.07493721693754196,
0.0376947820186615,
0.0944596379995346,
0.057675883173942566,
-0.005711287260055542,
0.015991540625691414,
-0.022726120427250862,
0.02029401622712612,
-0.0009368231985718012,
0.04612364619970322,
-0.0752294510602951,
-4.4908303325486505e-33,
-0.00796934962272644,
0.021166672930121422,
0.05623840540647507,
0.10939010977745056,
-0.032887209206819534,
0.004640852101147175,
0.03386930748820305,
-0.044987551867961884,
-0.06379227340221405,
0.02434185892343521,
-0.05738377571105957,
-0.05254429951310158,
0.07506626844406128,
-0.07777006924152374,
-0.04120832681655884,
-0.006329574156552553,
-0.04114766791462898,
0.02808656543493271,
0.05567716807126999,
-0.0009650904685258865,
0.015781832858920097,
0.06218865513801575,
0.009109877981245518,
-0.01480670552700758,
-0.014067577198147774,
0.07303640246391296,
0.040905117988586426,
0.0034431417006999254,
-0.007834456861019135,
-0.04658903554081917,
0.028316637501120567,
0.02199864760041237,
-0.042572129517793655,
0.0027864575386047363,
0.10567042976617813,
-0.04969390109181404,
-0.027932170778512955,
-0.008132418617606163,
0.029238959774374962,
-0.11478294432163239,
-0.04983176663517952,
-0.022780992090702057,
0.013432101346552372,
-0.028417399153113365,
0.028918135911226273,
0.09484846889972687,
0.039005476981401443,
-0.058016858994960785,
0.004361156839877367,
-0.023860901594161987,
-0.0049940431490540504,
-0.04695810377597809,
-0.021084466949105263,
-0.0054643237963318825,
0.006428031250834465,
-0.07367608696222305,
0.021660465747117996,
-0.03147142380475998,
-0.03075960837304592,
0.00778210861608386,
0.00826125219464302,
0.03955448418855667,
0.01632101833820343,
-0.0048614745028316975,
-0.004048447124660015,
0.01977572962641716,
-0.10542771965265274,
-0.012006682343780994,
0.07122398167848587,
0.06580543518066406,
-0.014275267720222473,
0.08003543317317963,
0.029500257223844528,
-0.02255653589963913,
0.10160297900438309,
0.013345761224627495,
-0.011004173196852207,
-0.06912434101104736,
-0.05414317548274994,
0.05726632848381996,
-0.025088001042604446,
0.004064520355314016,
-0.07692978531122208,
0.011907589621841908,
-0.041294679045677185,
-0.08312932401895523,
-0.011640663258731365,
0.0035698849242180586,
0.01601145975291729,
0.0245357733219862,
0.013744320720434189,
-0.090894415974617,
-0.011200482957065105,
-0.024457499384880066,
-0.07344979047775269,
-6.464957657536012e-34,
-0.11540171504020691,
0.001840108074247837,
0.06395573168992996,
-0.010835924185812473,
-0.013064525090157986,
0.005716538522392511,
-0.09138990938663483,
-0.03834987431764603,
-0.0053963614627718925,
-0.05125850811600685,
0.05287601798772812,
0.09036970138549805,
-0.007112778723239899,
0.0260009802877903,
0.0211710873991251,
0.03725448250770569,
-0.007378887385129929,
0.010331626050174236,
0.12712816894054413,
0.050588905811309814,
-0.039029836654663086,
0.006908327806740999,
-0.02301955409348011,
-0.03374972939491272,
0.07446720451116562,
0.013881339691579342,
0.11494969576597214,
-0.006258335430175066,
0.03724374249577522,
-0.08593613654375076,
-0.049882933497428894,
-0.08451095223426819,
-0.03037363290786743,
0.048669178038835526,
-0.06588814407587051,
0.03405222296714783,
-0.0014380818465724587,
0.08064592629671097,
0.021981652826070786,
-0.07384857535362244,
-0.10133475065231323,
0.0020925935823470354,
-0.07557807117700577,
-0.03297790139913559,
0.08051793277263641,
0.022678585723042488,
-0.029449060559272766,
-0.003966303542256355,
-0.04381947964429855,
0.008744758553802967,
0.001224263571202755,
-0.06327033787965775,
0.02917889691889286,
-0.00920816883444786,
-0.009582113474607468,
0.0186590775847435,
-0.053338371217250824,
0.0402064174413681,
0.14279499650001526,
-0.006983373314142227,
-0.06826703250408173,
-0.0684909075498581,
0.056629981845617294,
0.05452340096235275,
-0.08753599971532822,
-0.07924921810626984,
-0.043967656791210175,
0.021711116656661034,
-0.009199813939630985,
-0.07379473745822906,
-0.128897562623024,
-0.008642374537885189,
0.08749737590551376,
0.06695478409528732,
0.0596427246928215,
-0.0858701765537262,
0.09353596717119217,
-0.04916072264313698,
-0.0014271584805101156,
-0.06154657155275345,
0.04075736179947853,
0.0486876517534256,
0.004674296360462904,
-0.030230160802602768,
0.02817062847316265,
-0.04135451838374138,
0.00657579256221652,
0.03272911533713341,
-0.021697260439395905,
-0.11022812873125076,
0.03529840335249901,
0.03813907504081726,
0.00842740386724472,
-0.008809329941868782,
0.0009027226478792727,
-3.56564129333492e-8,
0.11939714103937149,
-0.022377315908670425,
-0.030362308025360107,
-0.06830820441246033,
0.09710901975631714,
0.09293954819440842,
-0.0339277982711792,
-0.017034366726875305,
-0.05526909604668617,
-0.007032441906630993,
0.021644413471221924,
-0.009778006933629513,
0.062153834849596024,
-0.016333069652318954,
-0.017937960103154182,
0.04081724211573601,
-0.04824011027812958,
-0.053390126675367355,
-0.02969122678041458,
0.05672791600227356,
0.0639398843050003,
0.06908738613128662,
-0.03637471795082092,
0.05760585516691208,
0.007592466194182634,
-0.02961905114352703,
-0.05602395534515381,
-0.06300529837608337,
-0.036934006959199905,
-0.01125121396034956,
-0.038628146052360535,
0.06101508066058159,
0.047234393656253815,
0.08273697644472122,
-0.0418713204562664,
-0.0458604097366333,
-0.008047385141253471,
0.03700347617268562,
-0.05804935470223427,
0.013964852318167686,
-0.008240185678005219,
0.04995403066277504,
-0.04683254659175873,
0.02861735410988331,
0.06975347548723221,
0.0714728906750679,
-0.08416129648685455,
0.07846584171056747,
-0.004729043692350388,
-0.012402261607348919,
-0.05303925648331642,
0.0926969051361084,
-0.08610238879919052,
-0.02082095295190811,
-0.046674586832523346,
-0.085516057908535,
-0.09571195393800735,
-0.08067400008440018,
-0.06994848698377609,
-0.022181641310453415,
0.02447235770523548,
0.015005812980234623,
0.015845084562897682,
-0.010418686084449291
] | null | null | null | null | null | null | null |
[
-0.02154160477221012,
0.006053744349628687,
-0.00012541715113911778,
0.052555304020643234,
-0.08647943288087845,
-0.00036697977338917553,
-0.023555543273687363,
0.09367896616458893,
-0.04460787773132324,
0.029095852747559547,
-0.010793786495923996,
0.008451162837445736,
-0.05740213021636009,
0.018429256975650787,
-0.028169892728328705,
-0.016214264556765556,
-0.016185490414500237,
0.029148010537028313,
0.027794010937213898,
0.0404403954744339,
-0.061204709112644196,
0.0611962229013443,
0.03330375626683235,
0.012444732710719109,
0.024726271629333496,
0.045235782861709595,
0.049534816294908524,
0.06726638227701187,
0.05225258320569992,
0.05014517903327942,
0.07431557029485703,
-0.01741194538772106,
-0.04592456296086311,
-0.053698498755693436,
0.015520450659096241,
-0.0020149825140833855,
-0.047327060252428055,
0.022700035944581032,
-0.03175505995750427,
-0.011997474357485771,
-0.012654062360525131,
0.11976993829011917,
-0.03454059734940529,
0.09275946766138077,
0.05473998934030533,
-0.05778956040740013,
0.015296571888029575,
0.019219085574150085,
0.021623706445097923,
-0.07487048953771591,
-0.01842239871621132,
0.0371522530913353,
0.017213227227330208,
0.00843268632888794,
-0.011478172615170479,
-0.019098294898867607,
0.02528558485209942,
-0.08031259477138519,
-0.031170330941677094,
-0.06475307047367096,
-0.022004669532179832,
-0.01645250804722309,
-0.0033499703276902437,
-0.01732945814728737,
0.09174568206071854,
0.03742320090532303,
0.08026619255542755,
-0.05270523950457573,
0.020145496353507042,
0.0900631695985794,
-0.10193762928247452,
0.02190292254090309,
-0.00596455717459321,
0.045758847147226334,
-0.06925766170024872,
-0.06693445891141891,
0.008829864673316479,
0.08412334322929382,
0.02106313407421112,
0.022485744208097458,
-0.015146241523325443,
-0.043036650866270065,
-0.034078970551490784,
-0.04634988680481911,
-0.055732958018779755,
0.10454403609037399,
-0.08786912262439728,
-0.020468207076191902,
0.03611921891570091,
-0.0447470024228096,
-0.05920029804110527,
-0.12052981555461884,
-0.004115188494324684,
-0.048568349331617355,
0.002824560971930623,
-0.007878758013248444,
0.08553776144981384,
0.023298975080251694,
0.11988506466150284,
-0.01827496849000454,
0.12407507002353668,
0.01933175139129162,
-0.021939322352409363,
-0.03689417243003845,
-0.012801427394151688,
0.01755494810640812,
0.03921524062752724,
0.0385516956448555,
-0.02928556129336357,
0.025857098400592804,
-0.005421437788754702,
-0.0001779651502147317,
-0.0238509401679039,
-0.011804877780377865,
-0.019080450758337975,
-0.03862832114100456,
0.07493721693754196,
0.0376947820186615,
0.0944596379995346,
0.057675883173942566,
-0.005711287260055542,
0.015991540625691414,
-0.022726120427250862,
0.02029401622712612,
-0.0009368231985718012,
0.04612364619970322,
-0.0752294510602951,
-4.4908303325486505e-33,
-0.00796934962272644,
0.021166672930121422,
0.05623840540647507,
0.10939010977745056,
-0.032887209206819534,
0.004640852101147175,
0.03386930748820305,
-0.044987551867961884,
-0.06379227340221405,
0.02434185892343521,
-0.05738377571105957,
-0.05254429951310158,
0.07506626844406128,
-0.07777006924152374,
-0.04120832681655884,
-0.006329574156552553,
-0.04114766791462898,
0.02808656543493271,
0.05567716807126999,
-0.0009650904685258865,
0.015781832858920097,
0.06218865513801575,
0.009109877981245518,
-0.01480670552700758,
-0.014067577198147774,
0.07303640246391296,
0.040905117988586426,
0.0034431417006999254,
-0.007834456861019135,
-0.04658903554081917,
0.028316637501120567,
0.02199864760041237,
-0.042572129517793655,
0.0027864575386047363,
0.10567042976617813,
-0.04969390109181404,
-0.027932170778512955,
-0.008132418617606163,
0.029238959774374962,
-0.11478294432163239,
-0.04983176663517952,
-0.022780992090702057,
0.013432101346552372,
-0.028417399153113365,
0.028918135911226273,
0.09484846889972687,
0.039005476981401443,
-0.058016858994960785,
0.004361156839877367,
-0.023860901594161987,
-0.0049940431490540504,
-0.04695810377597809,
-0.021084466949105263,
-0.0054643237963318825,
0.006428031250834465,
-0.07367608696222305,
0.021660465747117996,
-0.03147142380475998,
-0.03075960837304592,
0.00778210861608386,
0.00826125219464302,
0.03955448418855667,
0.01632101833820343,
-0.0048614745028316975,
-0.004048447124660015,
0.01977572962641716,
-0.10542771965265274,
-0.012006682343780994,
0.07122398167848587,
0.06580543518066406,
-0.014275267720222473,
0.08003543317317963,
0.029500257223844528,
-0.02255653589963913,
0.10160297900438309,
0.013345761224627495,
-0.011004173196852207,
-0.06912434101104736,
-0.05414317548274994,
0.05726632848381996,
-0.025088001042604446,
0.004064520355314016,
-0.07692978531122208,
0.011907589621841908,
-0.041294679045677185,
-0.08312932401895523,
-0.011640663258731365,
0.0035698849242180586,
0.01601145975291729,
0.0245357733219862,
0.013744320720434189,
-0.090894415974617,
-0.011200482957065105,
-0.024457499384880066,
-0.07344979047775269,
-6.464957657536012e-34,
-0.11540171504020691,
0.001840108074247837,
0.06395573168992996,
-0.010835924185812473,
-0.013064525090157986,
0.005716538522392511,
-0.09138990938663483,
-0.03834987431764603,
-0.0053963614627718925,
-0.05125850811600685,
0.05287601798772812,
0.09036970138549805,
-0.007112778723239899,
0.0260009802877903,
0.0211710873991251,
0.03725448250770569,
-0.007378887385129929,
0.010331626050174236,
0.12712816894054413,
0.050588905811309814,
-0.039029836654663086,
0.006908327806740999,
-0.02301955409348011,
-0.03374972939491272,
0.07446720451116562,
0.013881339691579342,
0.11494969576597214,
-0.006258335430175066,
0.03724374249577522,
-0.08593613654375076,
-0.049882933497428894,
-0.08451095223426819,
-0.03037363290786743,
0.048669178038835526,
-0.06588814407587051,
0.03405222296714783,
-0.0014380818465724587,
0.08064592629671097,
0.021981652826070786,
-0.07384857535362244,
-0.10133475065231323,
0.0020925935823470354,
-0.07557807117700577,
-0.03297790139913559,
0.08051793277263641,
0.022678585723042488,
-0.029449060559272766,
-0.003966303542256355,
-0.04381947964429855,
0.008744758553802967,
0.001224263571202755,
-0.06327033787965775,
0.02917889691889286,
-0.00920816883444786,
-0.009582113474607468,
0.0186590775847435,
-0.053338371217250824,
0.0402064174413681,
0.14279499650001526,
-0.006983373314142227,
-0.06826703250408173,
-0.0684909075498581,
0.056629981845617294,
0.05452340096235275,
-0.08753599971532822,
-0.07924921810626984,
-0.043967656791210175,
0.021711116656661034,
-0.009199813939630985,
-0.07379473745822906,
-0.128897562623024,
-0.008642374537885189,
0.08749737590551376,
0.06695478409528732,
0.0596427246928215,
-0.0858701765537262,
0.09353596717119217,
-0.04916072264313698,
-0.0014271584805101156,
-0.06154657155275345,
0.04075736179947853,
0.0486876517534256,
0.004674296360462904,
-0.030230160802602768,
0.02817062847316265,
-0.04135451838374138,
0.00657579256221652,
0.03272911533713341,
-0.021697260439395905,
-0.11022812873125076,
0.03529840335249901,
0.03813907504081726,
0.00842740386724472,
-0.008809329941868782,
0.0009027226478792727,
-3.56564129333492e-8,
0.11939714103937149,
-0.022377315908670425,
-0.030362308025360107,
-0.06830820441246033,
0.09710901975631714,
0.09293954819440842,
-0.0339277982711792,
-0.017034366726875305,
-0.05526909604668617,
-0.007032441906630993,
0.021644413471221924,
-0.009778006933629513,
0.062153834849596024,
-0.016333069652318954,
-0.017937960103154182,
0.04081724211573601,
-0.04824011027812958,
-0.053390126675367355,
-0.02969122678041458,
0.05672791600227356,
0.0639398843050003,
0.06908738613128662,
-0.03637471795082092,
0.05760585516691208,
0.007592466194182634,
-0.02961905114352703,
-0.05602395534515381,
-0.06300529837608337,
-0.036934006959199905,
-0.01125121396034956,
-0.038628146052360535,
0.06101508066058159,
0.047234393656253815,
0.08273697644472122,
-0.0418713204562664,
-0.0458604097366333,
-0.008047385141253471,
0.03700347617268562,
-0.05804935470223427,
0.013964852318167686,
-0.008240185678005219,
0.04995403066277504,
-0.04683254659175873,
0.02861735410988331,
0.06975347548723221,
0.0714728906750679,
-0.08416129648685455,
0.07846584171056747,
-0.004729043692350388,
-0.012402261607348919,
-0.05303925648331642,
0.0926969051361084,
-0.08610238879919052,
-0.02082095295190811,
-0.046674586832523346,
-0.085516057908535,
-0.09571195393800735,
-0.08067400008440018,
-0.06994848698377609,
-0.022181641310453415,
0.02447235770523548,
0.015005812980234623,
0.015845084562897682,
-0.010418686084449291
] |
1402.1137
|
Sami Akin
|
Sami Akin
|
Security in Cognitive Radio Networks
|
Submitted to CISS 2014
| null | null | null |
cs.IT cs.CR math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we investigate the information-theoretic security by modeling
a cognitive radio wiretap channel under quality-of-service (QoS) constraints
and interference power limitations inflicted on primary users (PUs). We
initially define four different transmission scenarios regarding channel
sensing results and their correctness. We provide effective secure transmission
rates at which a secondary eavesdropper is refrained from listening to a
secondary transmitter (ST). Then, we construct a channel state transition
diagram that characterizes this channel model. We obtain the effective secure
capacity which describes the maximum constant buffer arrival rate under given
QoS constraints. We find out the optimal transmission power policies that
maximize the effective secure capacity, and then, we propose an algorithm that,
in general, converges quickly to these optimal policy values. Finally, we show
the performance levels and gains obtained under different channel conditions
and scenarios. And, we emphasize, in particular, the significant effect of
hidden-terminal problem on information-theoretic security in cognitive radios.
|
[
{
"created": "Wed, 5 Feb 2014 19:30:32 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Akin",
"Sami",
""
]
] |
[
0.021345198154449463,
0.04538939148187637,
-0.03500644490122795,
-0.03140926733613014,
0.013571585528552532,
0.008927841670811176,
0.14994363486766815,
-0.03220263123512268,
0.08684506267309189,
0.07087342441082001,
-0.021559936925768852,
0.04133741185069084,
0.0646057203412056,
0.053511980921030045,
0.017443381249904633,
-0.0476110503077507,
0.09788314998149872,
-0.013058643788099289,
-0.04279084503650665,
-0.013490768149495125,
0.08162786066532135,
-0.012769386172294617,
0.01755066029727459,
-0.038499865680933,
0.03162384033203125,
-0.11000129580497742,
0.06142718717455864,
-0.013439168222248554,
-0.04707404598593712,
-0.030008379369974136,
-0.049402378499507904,
-0.015688402578234673,
0.01025009248405695,
-0.051200367510318756,
-0.04064561054110527,
-0.05041760578751564,
0.00015230099961627275,
-0.0006611300050280988,
-0.006233819294720888,
0.06310892105102539,
-0.08502364158630371,
-0.0005782293155789375,
-0.06624481827020645,
0.07934411615133286,
-0.08989755064249039,
-0.005511479917913675,
0.09907373040914536,
0.02844022773206234,
-0.04002794623374939,
-0.08663779497146606,
0.05066965892910957,
0.1092991754412651,
0.014593599364161491,
0.10167182236909866,
-0.00009930170199368149,
-0.06590321660041809,
-0.05643822252750397,
0.0014797867042943835,
-0.025783216580748558,
0.06771602481603622,
-0.06436479836702347,
-0.025088170543313026,
-0.0013874889118596911,
-0.01056336797773838,
0.01237938180565834,
0.05152365192770958,
0.04702119901776314,
0.05750483274459839,
-0.04106692969799042,
0.0636482983827591,
-0.06463754922151566,
-0.01334650069475174,
-0.052634019404649734,
-0.013418509624898434,
0.08702757209539413,
-0.04013507068157196,
-0.032199978828430176,
0.05005776509642601,
0.007187357638031244,
-0.05393454059958458,
0.03569619730114937,
0.0007770572556182742,
-0.01954955793917179,
-0.03681478276848793,
0.056167494505643845,
0.04504583403468132,
-0.06353095918893814,
0.0012388736940920353,
0.055082645267248154,
-0.05674273148179054,
-0.08639425784349442,
-0.010277797468006611,
-0.008805226534605026,
0.08888473361730576,
0.028940407559275627,
-0.025113852694630623,
-0.011779178865253925,
-0.10113964974880219,
-0.06124638393521309,
0.00732569070532918,
-0.005474784877151251,
-0.01612252928316593,
0.02744421549141407,
-0.04812454804778099,
0.01827915385365486,
-0.027474332600831985,
0.033970173448324203,
0.06985019892454147,
0.03736070916056633,
0.08585238456726074,
0.052027035504579544,
0.05552510544657707,
-0.03259167820215225,
0.024486618116497993,
0.002214282052591443,
0.1296960860490799,
0.022781847044825554,
0.11687367409467697,
0.02469046041369438,
0.07193825393915176,
0.03569191321730614,
-0.02898157574236393,
0.06588728725910187,
0.06528838723897934,
-0.06363401561975479,
-0.039230022579431534,
-0.0013954733731225133,
-1.7965768929838205e-33,
-0.0638878270983696,
0.025520747527480125,
-0.032985493540763855,
0.00546353729441762,
0.029860276728868484,
-0.03335603326559067,
-0.009383146651089191,
-0.016269633546471596,
0.02892444282770157,
0.08228780329227448,
-0.07905780524015427,
-0.0008046996081247926,
-0.020494133234024048,
-0.025609511882066727,
0.09408143907785416,
0.07718466967344284,
-0.09587249159812927,
0.011000771075487137,
0.0892401859164238,
-0.05022277310490608,
0.05742284283041954,
-0.03568056970834732,
0.00037386632175184786,
-0.040053632110357285,
0.13716113567352295,
-0.00429563270881772,
-0.06500626355409622,
-0.05375368148088455,
0.08770926296710968,
0.03104754537343979,
-0.08152509480714798,
-0.001584877842105925,
0.1072809249162674,
-0.015299361199140549,
-0.008438034914433956,
0.031175781041383743,
0.013585696928203106,
-0.031032396480441093,
0.04700669273734093,
-0.044410426169633865,
0.060208406299352646,
-0.031047502532601357,
0.013969650492072105,
0.02517012506723404,
-0.002514078514650464,
-0.11815463751554489,
0.05424828827381134,
-0.009227195754647255,
-0.06143893674015999,
0.015168528072535992,
-0.03553874418139458,
-0.0029655802063643932,
-0.041381239891052246,
0.00954721961170435,
0.027019532397389412,
-0.07210670411586761,
-0.061488743871450424,
0.08453673869371414,
0.011713993735611439,
0.09433083981275558,
-0.04865901544690132,
0.007857264950871468,
0.036801423877477646,
-0.027148792520165443,
-0.0052209533751010895,
-0.012071166187524796,
-0.06070850044488907,
-0.011769825592637062,
0.010840012691915035,
-0.007940544746816158,
-0.06981590390205383,
-0.004401428624987602,
0.056653350591659546,
-0.04835038259625435,
-0.035775694996118546,
0.02805272676050663,
0.017444463446736336,
0.01129145734012127,
0.03314831852912903,
0.011740421876311302,
-0.015910470858216286,
-0.0321761816740036,
0.004768235608935356,
0.024426879361271858,
0.004702102392911911,
0.03283989429473877,
0.018393835052847862,
-0.007036830298602581,
-0.11724968999624252,
0.0956181138753891,
-0.04616137221455574,
0.05062437802553177,
0.05861290171742439,
0.026569563895463943,
0.03887840732932091,
-4.984936342276345e-34,
-0.07251103222370148,
-0.017022525891661644,
0.0076062604784965515,
-0.006468870677053928,
-0.015599601902067661,
-0.11135924607515335,
-0.01118906494230032,
-0.05310086905956268,
-0.05566262826323509,
-0.04950685799121857,
-0.04861687868833542,
-0.025930235162377357,
0.012149063870310783,
0.01762912981212139,
0.0443178191781044,
-0.04067855700850487,
0.07386057078838348,
0.06369936466217041,
0.01723163016140461,
0.0010231744963675737,
0.06040488928556442,
0.004136805422604084,
-0.06578946858644485,
0.00039083370938897133,
0.04215574637055397,
-0.016120973974466324,
-0.07117380946874619,
0.04273863881826401,
0.046945516020059586,
0.01595245487987995,
-0.07263633608818054,
-0.09256784617900848,
-0.005170532036572695,
-0.008150300942361355,
-0.01894557662308216,
0.0010481717763468623,
0.05338990315794945,
0.07993540167808533,
-0.04477336257696152,
0.08217067271471024,
0.03260126709938049,
-0.005876151844859123,
0.013879988342523575,
-0.029936140403151512,
-0.011786427348852158,
-0.019580041989684105,
0.018433045595884323,
0.01947733201086521,
-0.064182348549366,
-0.05093216523528099,
0.11278557032346725,
-0.03053421527147293,
0.024637358263134956,
0.03228425607085228,
-0.07877887040376663,
0.01371728628873825,
0.005133284255862236,
0.10464455932378769,
0.06093718484044075,
0.013152997009456158,
0.03515874594449997,
-0.04680979251861572,
-0.04610336199402809,
0.0013649536995217204,
0.04877983406186104,
-0.015464557334780693,
-0.010349364951252937,
0.041514843702316284,
-0.006839077919721603,
0.04792100936174393,
-0.01615433767437935,
-0.07787434011697769,
-0.0104844244197011,
-0.009095529094338417,
0.02616138383746147,
0.07423686236143112,
-0.023909224197268486,
-0.09304303675889969,
-0.0484948493540287,
-0.012021376751363277,
-0.0696282759308815,
0.0857669934630394,
-0.1090376004576683,
-0.011643060483038425,
0.018597321584820747,
0.07633820921182632,
0.061642836779356,
-0.024957189336419106,
-0.003837581956759095,
-0.0641535073518753,
-0.030618229880928993,
-0.0327242873609066,
-0.09471966326236725,
0.00045270068221725523,
-0.05581115931272507,
-4.4499248730289764e-8,
-0.0025998770724982023,
-0.006816498003900051,
0.02369655668735504,
-0.052653275430202484,
0.13450680673122406,
0.0014309781836345792,
-0.02832050807774067,
-0.11027563363313675,
0.016924701631069183,
-0.08180530369281769,
0.037961870431900024,
0.08991016447544098,
0.05333147943019867,
-0.0011798507766798139,
0.0064104399643838406,
-0.00035875075263902545,
-0.06430075317621231,
-0.0731627494096756,
0.0377783440053463,
-0.025652838870882988,
-0.039768826216459274,
-0.0005839344230480492,
-0.05051400139927864,
0.03637959063053131,
-0.005848796106874943,
0.05321700498461723,
0.055541928857564926,
-0.0458696186542511,
0.04000518098473549,
0.06483130902051926,
-0.05901968851685524,
-0.04971463605761528,
-0.030795743688941002,
0.07753685116767883,
-0.06753929704427719,
0.03668738156557083,
-0.06560967117547989,
-0.07838412374258041,
-0.021575814113020897,
0.046171605587005615,
0.08536024391651154,
-0.04380152001976967,
0.036048680543899536,
0.031133418902754784,
-0.047687504440546036,
0.06355085968971252,
-0.01278381235897541,
-0.011454899795353413,
-0.020498299971222878,
-0.01134188286960125,
0.03019815683364868,
0.007428450975567102,
-0.009990143589675426,
-0.0020492381881922483,
-0.003840574761852622,
-0.030445165932178497,
0.0784066766500473,
-0.08054151386022568,
0.000047540092054987326,
0.015007741749286652,
-0.010693836025893688,
0.11732533574104309,
-0.06129930913448334,
-0.009995552711188793
] | null | null | null | null | null | null | null |
[
0.021345198154449463,
0.04538939148187637,
-0.03500644490122795,
-0.03140926733613014,
0.013571585528552532,
0.008927841670811176,
0.14994363486766815,
-0.03220263123512268,
0.08684506267309189,
0.07087342441082001,
-0.021559936925768852,
0.04133741185069084,
0.0646057203412056,
0.053511980921030045,
0.017443381249904633,
-0.0476110503077507,
0.09788314998149872,
-0.013058643788099289,
-0.04279084503650665,
-0.013490768149495125,
0.08162786066532135,
-0.012769386172294617,
0.01755066029727459,
-0.038499865680933,
0.03162384033203125,
-0.11000129580497742,
0.06142718717455864,
-0.013439168222248554,
-0.04707404598593712,
-0.030008379369974136,
-0.049402378499507904,
-0.015688402578234673,
0.01025009248405695,
-0.051200367510318756,
-0.04064561054110527,
-0.05041760578751564,
0.00015230099961627275,
-0.0006611300050280988,
-0.006233819294720888,
0.06310892105102539,
-0.08502364158630371,
-0.0005782293155789375,
-0.06624481827020645,
0.07934411615133286,
-0.08989755064249039,
-0.005511479917913675,
0.09907373040914536,
0.02844022773206234,
-0.04002794623374939,
-0.08663779497146606,
0.05066965892910957,
0.1092991754412651,
0.014593599364161491,
0.10167182236909866,
-0.00009930170199368149,
-0.06590321660041809,
-0.05643822252750397,
0.0014797867042943835,
-0.025783216580748558,
0.06771602481603622,
-0.06436479836702347,
-0.025088170543313026,
-0.0013874889118596911,
-0.01056336797773838,
0.01237938180565834,
0.05152365192770958,
0.04702119901776314,
0.05750483274459839,
-0.04106692969799042,
0.0636482983827591,
-0.06463754922151566,
-0.01334650069475174,
-0.052634019404649734,
-0.013418509624898434,
0.08702757209539413,
-0.04013507068157196,
-0.032199978828430176,
0.05005776509642601,
0.007187357638031244,
-0.05393454059958458,
0.03569619730114937,
0.0007770572556182742,
-0.01954955793917179,
-0.03681478276848793,
0.056167494505643845,
0.04504583403468132,
-0.06353095918893814,
0.0012388736940920353,
0.055082645267248154,
-0.05674273148179054,
-0.08639425784349442,
-0.010277797468006611,
-0.008805226534605026,
0.08888473361730576,
0.028940407559275627,
-0.025113852694630623,
-0.011779178865253925,
-0.10113964974880219,
-0.06124638393521309,
0.00732569070532918,
-0.005474784877151251,
-0.01612252928316593,
0.02744421549141407,
-0.04812454804778099,
0.01827915385365486,
-0.027474332600831985,
0.033970173448324203,
0.06985019892454147,
0.03736070916056633,
0.08585238456726074,
0.052027035504579544,
0.05552510544657707,
-0.03259167820215225,
0.024486618116497993,
0.002214282052591443,
0.1296960860490799,
0.022781847044825554,
0.11687367409467697,
0.02469046041369438,
0.07193825393915176,
0.03569191321730614,
-0.02898157574236393,
0.06588728725910187,
0.06528838723897934,
-0.06363401561975479,
-0.039230022579431534,
-0.0013954733731225133,
-1.7965768929838205e-33,
-0.0638878270983696,
0.025520747527480125,
-0.032985493540763855,
0.00546353729441762,
0.029860276728868484,
-0.03335603326559067,
-0.009383146651089191,
-0.016269633546471596,
0.02892444282770157,
0.08228780329227448,
-0.07905780524015427,
-0.0008046996081247926,
-0.020494133234024048,
-0.025609511882066727,
0.09408143907785416,
0.07718466967344284,
-0.09587249159812927,
0.011000771075487137,
0.0892401859164238,
-0.05022277310490608,
0.05742284283041954,
-0.03568056970834732,
0.00037386632175184786,
-0.040053632110357285,
0.13716113567352295,
-0.00429563270881772,
-0.06500626355409622,
-0.05375368148088455,
0.08770926296710968,
0.03104754537343979,
-0.08152509480714798,
-0.001584877842105925,
0.1072809249162674,
-0.015299361199140549,
-0.008438034914433956,
0.031175781041383743,
0.013585696928203106,
-0.031032396480441093,
0.04700669273734093,
-0.044410426169633865,
0.060208406299352646,
-0.031047502532601357,
0.013969650492072105,
0.02517012506723404,
-0.002514078514650464,
-0.11815463751554489,
0.05424828827381134,
-0.009227195754647255,
-0.06143893674015999,
0.015168528072535992,
-0.03553874418139458,
-0.0029655802063643932,
-0.041381239891052246,
0.00954721961170435,
0.027019532397389412,
-0.07210670411586761,
-0.061488743871450424,
0.08453673869371414,
0.011713993735611439,
0.09433083981275558,
-0.04865901544690132,
0.007857264950871468,
0.036801423877477646,
-0.027148792520165443,
-0.0052209533751010895,
-0.012071166187524796,
-0.06070850044488907,
-0.011769825592637062,
0.010840012691915035,
-0.007940544746816158,
-0.06981590390205383,
-0.004401428624987602,
0.056653350591659546,
-0.04835038259625435,
-0.035775694996118546,
0.02805272676050663,
0.017444463446736336,
0.01129145734012127,
0.03314831852912903,
0.011740421876311302,
-0.015910470858216286,
-0.0321761816740036,
0.004768235608935356,
0.024426879361271858,
0.004702102392911911,
0.03283989429473877,
0.018393835052847862,
-0.007036830298602581,
-0.11724968999624252,
0.0956181138753891,
-0.04616137221455574,
0.05062437802553177,
0.05861290171742439,
0.026569563895463943,
0.03887840732932091,
-4.984936342276345e-34,
-0.07251103222370148,
-0.017022525891661644,
0.0076062604784965515,
-0.006468870677053928,
-0.015599601902067661,
-0.11135924607515335,
-0.01118906494230032,
-0.05310086905956268,
-0.05566262826323509,
-0.04950685799121857,
-0.04861687868833542,
-0.025930235162377357,
0.012149063870310783,
0.01762912981212139,
0.0443178191781044,
-0.04067855700850487,
0.07386057078838348,
0.06369936466217041,
0.01723163016140461,
0.0010231744963675737,
0.06040488928556442,
0.004136805422604084,
-0.06578946858644485,
0.00039083370938897133,
0.04215574637055397,
-0.016120973974466324,
-0.07117380946874619,
0.04273863881826401,
0.046945516020059586,
0.01595245487987995,
-0.07263633608818054,
-0.09256784617900848,
-0.005170532036572695,
-0.008150300942361355,
-0.01894557662308216,
0.0010481717763468623,
0.05338990315794945,
0.07993540167808533,
-0.04477336257696152,
0.08217067271471024,
0.03260126709938049,
-0.005876151844859123,
0.013879988342523575,
-0.029936140403151512,
-0.011786427348852158,
-0.019580041989684105,
0.018433045595884323,
0.01947733201086521,
-0.064182348549366,
-0.05093216523528099,
0.11278557032346725,
-0.03053421527147293,
0.024637358263134956,
0.03228425607085228,
-0.07877887040376663,
0.01371728628873825,
0.005133284255862236,
0.10464455932378769,
0.06093718484044075,
0.013152997009456158,
0.03515874594449997,
-0.04680979251861572,
-0.04610336199402809,
0.0013649536995217204,
0.04877983406186104,
-0.015464557334780693,
-0.010349364951252937,
0.041514843702316284,
-0.006839077919721603,
0.04792100936174393,
-0.01615433767437935,
-0.07787434011697769,
-0.0104844244197011,
-0.009095529094338417,
0.02616138383746147,
0.07423686236143112,
-0.023909224197268486,
-0.09304303675889969,
-0.0484948493540287,
-0.012021376751363277,
-0.0696282759308815,
0.0857669934630394,
-0.1090376004576683,
-0.011643060483038425,
0.018597321584820747,
0.07633820921182632,
0.061642836779356,
-0.024957189336419106,
-0.003837581956759095,
-0.0641535073518753,
-0.030618229880928993,
-0.0327242873609066,
-0.09471966326236725,
0.00045270068221725523,
-0.05581115931272507,
-4.4499248730289764e-8,
-0.0025998770724982023,
-0.006816498003900051,
0.02369655668735504,
-0.052653275430202484,
0.13450680673122406,
0.0014309781836345792,
-0.02832050807774067,
-0.11027563363313675,
0.016924701631069183,
-0.08180530369281769,
0.037961870431900024,
0.08991016447544098,
0.05333147943019867,
-0.0011798507766798139,
0.0064104399643838406,
-0.00035875075263902545,
-0.06430075317621231,
-0.0731627494096756,
0.0377783440053463,
-0.025652838870882988,
-0.039768826216459274,
-0.0005839344230480492,
-0.05051400139927864,
0.03637959063053131,
-0.005848796106874943,
0.05321700498461723,
0.055541928857564926,
-0.0458696186542511,
0.04000518098473549,
0.06483130902051926,
-0.05901968851685524,
-0.04971463605761528,
-0.030795743688941002,
0.07753685116767883,
-0.06753929704427719,
0.03668738156557083,
-0.06560967117547989,
-0.07838412374258041,
-0.021575814113020897,
0.046171605587005615,
0.08536024391651154,
-0.04380152001976967,
0.036048680543899536,
0.031133418902754784,
-0.047687504440546036,
0.06355085968971252,
-0.01278381235897541,
-0.011454899795353413,
-0.020498299971222878,
-0.01134188286960125,
0.03019815683364868,
0.007428450975567102,
-0.009990143589675426,
-0.0020492381881922483,
-0.003840574761852622,
-0.030445165932178497,
0.0784066766500473,
-0.08054151386022568,
0.000047540092054987326,
0.015007741749286652,
-0.010693836025893688,
0.11732533574104309,
-0.06129930913448334,
-0.009995552711188793
] |
1402.1141
|
Carlos Pedro dos Santos Gon\c{c}alves
|
Carlos Pedro Gon\c{c}alves
|
Quantum Cybernetics and Complex Quantum Systems Science - A Quantum
Connectionist Exploration
| null | null | null | null |
cs.NE cond-mat.dis-nn quant-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Quantum cybernetics and its connections to complex quantum systems science is
addressed from the perspective of complex quantum computing systems. In this
way, the notion of an autonomous quantum computing system is introduced in
regards to quantum artificial intelligence, and applied to quantum artificial
neural networks, considered as autonomous quantum computing systems, which
leads to a quantum connectionist framework within quantum cybernetics for
complex quantum computing systems. Several examples of quantum feedforward
neural networks are addressed in regards to Boolean functions' computation,
multilayer quantum computation dynamics, entanglement and quantum
complementarity. The examples provide a framework for a reflection on the role
of quantum artificial neural networks as a general framework for addressing
complex quantum systems that perform network-based quantum computation,
possible consequences are drawn regarding quantum technologies, as well as
fundamental research in complex quantum systems science and quantum biology.
|
[
{
"created": "Wed, 5 Feb 2014 19:48:24 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Gonçalves",
"Carlos Pedro",
""
]
] |
[
-0.10071495175361633,
-0.01140766404569149,
-0.033914271742105484,
0.004925566725432873,
-0.09379194676876068,
0.021369166672229767,
0.012463472783565521,
-0.06755731999874115,
-0.035804979503154755,
-0.04016701132059097,
-0.010903292335569859,
-0.07921858131885529,
-0.009894726797938347,
0.08160804212093353,
-0.06892076879739761,
0.050548553466796875,
-0.029453657567501068,
-0.03336910158395767,
-0.022439640015363693,
-0.0447440929710865,
0.0061963703483343124,
0.037248894572257996,
-0.021556667983531952,
0.02365810051560402,
0.010375342331826687,
0.0036444030702114105,
-0.02142425626516342,
-0.000020793559087906033,
-0.019645744934678078,
0.03428499028086662,
0.019798273220658302,
-0.0032327240332961082,
0.005048628896474838,
-0.04529357701539993,
-0.04238349199295044,
0.03048710525035858,
-0.0432579442858696,
0.010994493961334229,
0.026431139558553696,
-0.056635189801454544,
0.01988321915268898,
-0.012208954431116581,
-0.09334786981344223,
-0.037694066762924194,
0.029536772519350052,
0.1420365571975708,
0.010151020251214504,
0.04776033014059067,
0.004476937465369701,
-0.12770824134349823,
-0.05004870891571045,
0.00031748306355439126,
0.030810881406068802,
0.02829689532518387,
0.07996547967195511,
0.02285575307905674,
0.03796284273266792,
0.008905654773116112,
-0.11034450680017471,
-0.05122882127761841,
0.002884376561269164,
-0.09041708707809448,
-0.004558281973004341,
0.0677601620554924,
0.1340644806623459,
0.07870195060968399,
-0.0816793367266655,
0.05568576604127884,
0.02350660040974617,
0.02450641244649887,
0.019878769293427467,
-0.019748521968722343,
-0.02173233963549137,
0.00764888059347868,
0.05236859247088432,
-0.006193775683641434,
0.04820594564080238,
0.042869895696640015,
0.020388271659612656,
-0.007022747304290533,
-0.015595587901771069,
-0.08260566741228104,
0.015510139055550098,
0.06524397432804108,
0.04415815323591232,
0.027956170961260796,
-0.04463227838277817,
0.005299194250255823,
-0.055877067148685455,
-0.03088541515171528,
-0.025524694472551346,
-0.024184586480259895,
0.060617778450250626,
-0.058344919234514236,
0.032731927931308746,
-0.011727624572813511,
0.07442668825387955,
-0.018712498247623444,
-0.028530489653348923,
-0.025128168985247612,
0.02318515256047249,
-0.016639800742268562,
0.008079184219241142,
-0.03264673799276352,
0.11199499666690826,
0.05153784528374672,
0.06369130313396454,
0.0380120575428009,
0.05718173459172249,
-0.1065862700343132,
-0.027610016986727715,
-0.0021450405474752188,
0.08716598153114319,
-0.040145132690668106,
-0.03870967775583267,
0.044966794550418854,
0.03226824104785919,
0.16098091006278992,
0.010097055695950985,
0.039120715111494064,
-0.048571936786174774,
0.007390891667455435,
-0.06335140764713287,
0.032729629427194595,
0.01490818802267313,
0.016134411096572876,
-0.1242208406329155,
1.6019539667380207e-33,
-0.01907912828028202,
-0.00046365760499611497,
0.025024572387337685,
-0.05851192772388458,
0.03434852510690689,
-0.08968067169189453,
0.05511750280857086,
0.03466467931866646,
-0.008539910428225994,
0.015894928947091103,
-0.008452216163277626,
-0.0017179782735183835,
-0.006920143961906433,
0.0533936433494091,
0.046230752021074295,
0.006146491505205631,
-0.053382910788059235,
-0.0865527018904686,
0.06636824458837509,
-0.07180716097354889,
0.016171235591173172,
-0.07932882755994797,
-0.04870721325278282,
0.007493776734918356,
0.009209305047988892,
-0.056520890444517136,
0.13754352927207947,
0.014069469645619392,
-0.07538921386003494,
-0.03178335353732109,
0.030272867530584335,
0.0947859138250351,
-0.0443696528673172,
-0.044530875980854034,
0.03584107756614685,
0.02753584273159504,
0.019662359729409218,
0.055765602737665176,
-0.01902714930474758,
0.0010154395131394267,
-0.016998065635561943,
-0.05490938574075699,
-0.013627887703478336,
-0.002572649624198675,
-0.019549919292330742,
-0.05843131244182587,
0.0004667432513087988,
-0.014300646260380745,
0.05217381566762924,
-0.06245902180671692,
0.08517082780599594,
-0.0657300129532814,
-0.03137077018618584,
-0.036958012729883194,
0.09690912067890167,
-0.0328080877661705,
0.007164081558585167,
0.04163080453872681,
0.0208976361900568,
0.02026394009590149,
-0.05700398236513138,
-0.05459801107645035,
-0.00913062784820795,
0.008246587589383125,
-0.033991891890764236,
0.07415053248405457,
0.004275067243725061,
-0.04697725921869278,
0.0177093967795372,
0.05155621096491814,
-0.02338111773133278,
0.07194260507822037,
0.03340788930654526,
-0.028529388830065727,
0.11128795146942139,
0.00424143485724926,
-0.07534590363502502,
-0.13184642791748047,
-0.0005825597909279168,
0.05697604641318321,
0.027321767061948776,
-0.026120657101273537,
-0.018763303756713867,
0.05716114491224289,
-0.007600261364132166,
-0.09881472587585449,
-0.03190760686993599,
-0.006149312015622854,
0.018643436953425407,
0.00017496199870947748,
-0.03969782963395119,
-0.10878007858991623,
0.12165616452693939,
0.01546168327331543,
-0.0827939361333847,
-4.269523684539185e-33,
-0.11655764281749725,
0.020337339490652084,
-0.07998494058847427,
0.007571031805127859,
0.01279129832983017,
-0.017233913764357567,
-0.05916290730237961,
-0.02538262866437435,
0.013745803385972977,
0.08536850661039352,
0.055277325212955475,
0.07791028171777725,
0.050063807517290115,
0.027533821761608124,
-0.05409572646021843,
0.04616105556488037,
-0.013773394748568535,
-0.041685551404953,
0.07090894132852554,
-0.05629884824156761,
0.01879878155887127,
0.030150052160024643,
0.01949821412563324,
-0.07041841000318527,
0.03532598167657852,
0.06492587178945541,
0.018292047083377838,
0.034591808915138245,
0.038950540125370026,
0.03501434996724129,
-0.00007723720773356035,
-0.0996699184179306,
-0.061724308878183365,
0.060349054634571075,
-0.016322551295161247,
0.03650403022766113,
0.03842427581548691,
-0.018350966274738312,
-0.05843936651945114,
-0.08566313236951828,
0.0008849091827869415,
-0.05054732412099838,
-0.04726669192314148,
0.010989229194819927,
0.0821368470788002,
-0.027579840272665024,
-0.046643421053886414,
0.05774574726819992,
-0.08055771887302399,
0.07012280821800232,
0.012384599074721336,
0.05276976153254509,
0.002168095437809825,
0.005692193750292063,
-0.07205414772033691,
0.06304311007261276,
0.04434100165963173,
0.06292801350355148,
0.08418043702840805,
0.03787566348910332,
-0.01379886269569397,
-0.11775777488946915,
0.05160091072320938,
0.06479546427726746,
-0.04859128221869469,
-0.04379213601350784,
-0.0566493384540081,
0.09183484315872192,
0.03161029890179634,
-0.08605792373418808,
-0.008241072297096252,
0.0075276386924088,
0.06869792193174362,
0.013185576535761356,
0.009952731430530548,
0.010747495107352734,
0.012198539450764656,
0.0007429424440488219,
-0.019211940467357635,
0.04246058315038681,
0.013779602944850922,
-0.01314567681401968,
0.02429090067744255,
0.037381790578365326,
0.062481917440891266,
0.02586747705936432,
-0.007571020163595676,
-0.021917078644037247,
-0.0004251425852999091,
-0.04418659582734108,
0.03328071907162666,
0.05623000115156174,
0.03570818901062012,
-0.0409088134765625,
-0.041457291692495346,
-3.378574930934519e-8,
0.057315390557050705,
-0.019207948818802834,
0.018082743510603905,
-0.02297317050397396,
0.0659327358007431,
0.00519153568893671,
0.03655817732214928,
-0.04962495341897011,
-0.08853801339864731,
-0.07855593413114548,
-0.023852495476603508,
-0.03610093146562576,
-0.07453511655330658,
-0.006931425537914038,
0.08016601949930191,
-0.004642317537218332,
-0.03993479534983635,
-0.034923918545246124,
0.02076168730854988,
-0.07170504331588745,
0.07033807039260864,
-0.04669126868247986,
-0.033946696668863297,
0.09510191529989243,
-0.024302512407302856,
-0.06902550905942917,
-0.02610046975314617,
-0.021207092329859734,
-0.00462238397449255,
0.01888958550989628,
-0.043403204530477524,
0.02301202341914177,
0.036939918994903564,
0.1126219779253006,
-0.004713939502835274,
0.02557201497256756,
-0.043335653841495514,
-0.06643462926149368,
-0.009998963214457035,
0.02321268618106842,
-0.06721756607294083,
0.030217481777071953,
-0.04912710562348366,
0.036668676882982254,
0.055759478360414505,
-0.05586491897702217,
0.07697679847478867,
-0.029402751475572586,
0.06964866816997528,
0.0775223970413208,
0.04540034383535385,
0.005102007649838924,
0.03625029698014259,
-0.05463380366563797,
0.01256112102419138,
0.017056595534086227,
0.015980713069438934,
-0.08873395621776581,
-0.022078324109315872,
0.1047900840640068,
-0.01890716701745987,
0.01809214986860752,
0.00935284048318863,
-0.07398808747529984
] | null | null | null | null | null | null | null |
[
-0.10071495175361633,
-0.01140766404569149,
-0.033914271742105484,
0.004925566725432873,
-0.09379194676876068,
0.021369166672229767,
0.012463472783565521,
-0.06755731999874115,
-0.035804979503154755,
-0.04016701132059097,
-0.010903292335569859,
-0.07921858131885529,
-0.009894726797938347,
0.08160804212093353,
-0.06892076879739761,
0.050548553466796875,
-0.029453657567501068,
-0.03336910158395767,
-0.022439640015363693,
-0.0447440929710865,
0.0061963703483343124,
0.037248894572257996,
-0.021556667983531952,
0.02365810051560402,
0.010375342331826687,
0.0036444030702114105,
-0.02142425626516342,
-0.000020793559087906033,
-0.019645744934678078,
0.03428499028086662,
0.019798273220658302,
-0.0032327240332961082,
0.005048628896474838,
-0.04529357701539993,
-0.04238349199295044,
0.03048710525035858,
-0.0432579442858696,
0.010994493961334229,
0.026431139558553696,
-0.056635189801454544,
0.01988321915268898,
-0.012208954431116581,
-0.09334786981344223,
-0.037694066762924194,
0.029536772519350052,
0.1420365571975708,
0.010151020251214504,
0.04776033014059067,
0.004476937465369701,
-0.12770824134349823,
-0.05004870891571045,
0.00031748306355439126,
0.030810881406068802,
0.02829689532518387,
0.07996547967195511,
0.02285575307905674,
0.03796284273266792,
0.008905654773116112,
-0.11034450680017471,
-0.05122882127761841,
0.002884376561269164,
-0.09041708707809448,
-0.004558281973004341,
0.0677601620554924,
0.1340644806623459,
0.07870195060968399,
-0.0816793367266655,
0.05568576604127884,
0.02350660040974617,
0.02450641244649887,
0.019878769293427467,
-0.019748521968722343,
-0.02173233963549137,
0.00764888059347868,
0.05236859247088432,
-0.006193775683641434,
0.04820594564080238,
0.042869895696640015,
0.020388271659612656,
-0.007022747304290533,
-0.015595587901771069,
-0.08260566741228104,
0.015510139055550098,
0.06524397432804108,
0.04415815323591232,
0.027956170961260796,
-0.04463227838277817,
0.005299194250255823,
-0.055877067148685455,
-0.03088541515171528,
-0.025524694472551346,
-0.024184586480259895,
0.060617778450250626,
-0.058344919234514236,
0.032731927931308746,
-0.011727624572813511,
0.07442668825387955,
-0.018712498247623444,
-0.028530489653348923,
-0.025128168985247612,
0.02318515256047249,
-0.016639800742268562,
0.008079184219241142,
-0.03264673799276352,
0.11199499666690826,
0.05153784528374672,
0.06369130313396454,
0.0380120575428009,
0.05718173459172249,
-0.1065862700343132,
-0.027610016986727715,
-0.0021450405474752188,
0.08716598153114319,
-0.040145132690668106,
-0.03870967775583267,
0.044966794550418854,
0.03226824104785919,
0.16098091006278992,
0.010097055695950985,
0.039120715111494064,
-0.048571936786174774,
0.007390891667455435,
-0.06335140764713287,
0.032729629427194595,
0.01490818802267313,
0.016134411096572876,
-0.1242208406329155,
1.6019539667380207e-33,
-0.01907912828028202,
-0.00046365760499611497,
0.025024572387337685,
-0.05851192772388458,
0.03434852510690689,
-0.08968067169189453,
0.05511750280857086,
0.03466467931866646,
-0.008539910428225994,
0.015894928947091103,
-0.008452216163277626,
-0.0017179782735183835,
-0.006920143961906433,
0.0533936433494091,
0.046230752021074295,
0.006146491505205631,
-0.053382910788059235,
-0.0865527018904686,
0.06636824458837509,
-0.07180716097354889,
0.016171235591173172,
-0.07932882755994797,
-0.04870721325278282,
0.007493776734918356,
0.009209305047988892,
-0.056520890444517136,
0.13754352927207947,
0.014069469645619392,
-0.07538921386003494,
-0.03178335353732109,
0.030272867530584335,
0.0947859138250351,
-0.0443696528673172,
-0.044530875980854034,
0.03584107756614685,
0.02753584273159504,
0.019662359729409218,
0.055765602737665176,
-0.01902714930474758,
0.0010154395131394267,
-0.016998065635561943,
-0.05490938574075699,
-0.013627887703478336,
-0.002572649624198675,
-0.019549919292330742,
-0.05843131244182587,
0.0004667432513087988,
-0.014300646260380745,
0.05217381566762924,
-0.06245902180671692,
0.08517082780599594,
-0.0657300129532814,
-0.03137077018618584,
-0.036958012729883194,
0.09690912067890167,
-0.0328080877661705,
0.007164081558585167,
0.04163080453872681,
0.0208976361900568,
0.02026394009590149,
-0.05700398236513138,
-0.05459801107645035,
-0.00913062784820795,
0.008246587589383125,
-0.033991891890764236,
0.07415053248405457,
0.004275067243725061,
-0.04697725921869278,
0.0177093967795372,
0.05155621096491814,
-0.02338111773133278,
0.07194260507822037,
0.03340788930654526,
-0.028529388830065727,
0.11128795146942139,
0.00424143485724926,
-0.07534590363502502,
-0.13184642791748047,
-0.0005825597909279168,
0.05697604641318321,
0.027321767061948776,
-0.026120657101273537,
-0.018763303756713867,
0.05716114491224289,
-0.007600261364132166,
-0.09881472587585449,
-0.03190760686993599,
-0.006149312015622854,
0.018643436953425407,
0.00017496199870947748,
-0.03969782963395119,
-0.10878007858991623,
0.12165616452693939,
0.01546168327331543,
-0.0827939361333847,
-4.269523684539185e-33,
-0.11655764281749725,
0.020337339490652084,
-0.07998494058847427,
0.007571031805127859,
0.01279129832983017,
-0.017233913764357567,
-0.05916290730237961,
-0.02538262866437435,
0.013745803385972977,
0.08536850661039352,
0.055277325212955475,
0.07791028171777725,
0.050063807517290115,
0.027533821761608124,
-0.05409572646021843,
0.04616105556488037,
-0.013773394748568535,
-0.041685551404953,
0.07090894132852554,
-0.05629884824156761,
0.01879878155887127,
0.030150052160024643,
0.01949821412563324,
-0.07041841000318527,
0.03532598167657852,
0.06492587178945541,
0.018292047083377838,
0.034591808915138245,
0.038950540125370026,
0.03501434996724129,
-0.00007723720773356035,
-0.0996699184179306,
-0.061724308878183365,
0.060349054634571075,
-0.016322551295161247,
0.03650403022766113,
0.03842427581548691,
-0.018350966274738312,
-0.05843936651945114,
-0.08566313236951828,
0.0008849091827869415,
-0.05054732412099838,
-0.04726669192314148,
0.010989229194819927,
0.0821368470788002,
-0.027579840272665024,
-0.046643421053886414,
0.05774574726819992,
-0.08055771887302399,
0.07012280821800232,
0.012384599074721336,
0.05276976153254509,
0.002168095437809825,
0.005692193750292063,
-0.07205414772033691,
0.06304311007261276,
0.04434100165963173,
0.06292801350355148,
0.08418043702840805,
0.03787566348910332,
-0.01379886269569397,
-0.11775777488946915,
0.05160091072320938,
0.06479546427726746,
-0.04859128221869469,
-0.04379213601350784,
-0.0566493384540081,
0.09183484315872192,
0.03161029890179634,
-0.08605792373418808,
-0.008241072297096252,
0.0075276386924088,
0.06869792193174362,
0.013185576535761356,
0.009952731430530548,
0.010747495107352734,
0.012198539450764656,
0.0007429424440488219,
-0.019211940467357635,
0.04246058315038681,
0.013779602944850922,
-0.01314567681401968,
0.02429090067744255,
0.037381790578365326,
0.062481917440891266,
0.02586747705936432,
-0.007571020163595676,
-0.021917078644037247,
-0.0004251425852999091,
-0.04418659582734108,
0.03328071907162666,
0.05623000115156174,
0.03570818901062012,
-0.0409088134765625,
-0.041457291692495346,
-3.378574930934519e-8,
0.057315390557050705,
-0.019207948818802834,
0.018082743510603905,
-0.02297317050397396,
0.0659327358007431,
0.00519153568893671,
0.03655817732214928,
-0.04962495341897011,
-0.08853801339864731,
-0.07855593413114548,
-0.023852495476603508,
-0.03610093146562576,
-0.07453511655330658,
-0.006931425537914038,
0.08016601949930191,
-0.004642317537218332,
-0.03993479534983635,
-0.034923918545246124,
0.02076168730854988,
-0.07170504331588745,
0.07033807039260864,
-0.04669126868247986,
-0.033946696668863297,
0.09510191529989243,
-0.024302512407302856,
-0.06902550905942917,
-0.02610046975314617,
-0.021207092329859734,
-0.00462238397449255,
0.01888958550989628,
-0.043403204530477524,
0.02301202341914177,
0.036939918994903564,
0.1126219779253006,
-0.004713939502835274,
0.02557201497256756,
-0.043335653841495514,
-0.06643462926149368,
-0.009998963214457035,
0.02321268618106842,
-0.06721756607294083,
0.030217481777071953,
-0.04912710562348366,
0.036668676882982254,
0.055759478360414505,
-0.05586491897702217,
0.07697679847478867,
-0.029402751475572586,
0.06964866816997528,
0.0775223970413208,
0.04540034383535385,
0.005102007649838924,
0.03625029698014259,
-0.05463380366563797,
0.01256112102419138,
0.017056595534086227,
0.015980713069438934,
-0.08873395621776581,
-0.022078324109315872,
0.1047900840640068,
-0.01890716701745987,
0.01809214986860752,
0.00935284048318863,
-0.07398808747529984
] |
1402.1142
|
Riccardo Hertel
|
Christian Andreas, Sebastian Gliga, Riccardo Hertel
|
Numerical micromagnetism of strong inhomogeneities
| null | null |
10.1016/j.jmmm.2014.02.097
| null |
physics.comp-ph cond-mat.mtrl-sci
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The size of micromagnetic structures, such as domain walls or vortices, is
comparable to the exchange length of the ferromagnet. Both, the exchange length
of the stray field $l_s$ and the magnetocrystalline exchange length $l_k$ are
material-dependent quantities that usually lie in the nanometer range. This
emphasizes the theoretical challenges associated with the mesoscopic nature of
micromagnetism: the magnetic structures are much larger than the atomic lattice
constant, but at the same time much smaller than the sample size. In computer
simulations, the smallest exchange length serves as an estimate for the largest
cell size admissible to prevent appreciable discretization errors. This general
rule is not valid in special situations where the magnetization becomes
particularly inhomogeneous. When such strongly inhomogeneous structures
develop, micromagnetic simulations inevitably contain systematic and numerical
errors. It is suggested to combine micromagnetic theory with a Heisenberg model
to resolve such problems. We analyze cases where strongly inhomogeneous
structures pose limits to standard micromagnetic simulations, arising from
fundamental aspects as well as from numerical drawbacks.
|
[
{
"created": "Wed, 5 Feb 2014 19:54:04 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Andreas",
"Christian",
""
],
[
"Gliga",
"Sebastian",
""
],
[
"Hertel",
"Riccardo",
""
]
] |
[
-0.0016666669398546219,
-0.02250107377767563,
-0.023241853341460228,
0.016253352165222168,
0.05376892536878586,
-0.062312737107276917,
-0.09835251420736313,
0.046405889093875885,
-0.04708147794008255,
-0.06127232313156128,
-0.068937286734581,
0.036490947008132935,
0.007243277970701456,
0.005039160139858723,
-0.016856584697961807,
-0.013205738738179207,
-0.04054006561636925,
0.00741093885153532,
-0.0542166493833065,
0.10405876487493515,
0.0023225629702210426,
-0.048445627093315125,
-0.04127926751971245,
-0.067048080265522,
0.020257240161299706,
0.0016190264141187072,
0.0054900432005524635,
-0.030735550448298454,
-0.11309171468019485,
-0.05734102800488472,
0.04605584964156151,
0.010592667385935783,
-0.027625203132629395,
-0.020182615146040916,
0.04045780003070831,
0.051075756549835205,
-0.04543657228350639,
0.02328604646027088,
0.026894133538007736,
-0.016564011573791504,
0.0028104917146265507,
0.05897951126098633,
0.08537916839122772,
0.05110471323132515,
0.0588262602686882,
-0.07782915234565735,
0.08133338391780853,
-0.03915303945541382,
0.01465821173042059,
-0.036960162222385406,
-0.04316672310233116,
0.06260702013969421,
-0.02833358198404312,
0.10794349014759064,
-0.020003153011202812,
0.008629843592643738,
0.05350306257605553,
-0.05708607658743858,
-0.05393863841891289,
-0.024031391367316246,
-0.020561140030622482,
-0.023413753136992455,
-0.028735561296343803,
-0.03660701587796211,
0.036838896572589874,
-0.01084881741553545,
-0.006558612920343876,
0.01322717871516943,
0.009276536293327808,
0.07021883130073547,
0.06157803535461426,
0.0529015026986599,
-0.12945689260959625,
0.11810287833213806,
0.06200806796550751,
0.041944921016693115,
-0.010713649913668633,
0.056304916739463806,
0.009771458804607391,
-0.004183362238109112,
-0.10861633718013763,
0.03620404005050659,
-0.018398268148303032,
-0.10485082119703293,
0.0004063379601575434,
0.032874710857868195,
-0.07807070016860962,
0.042810164391994476,
0.07288672029972076,
-0.0006561399204656482,
0.07896885275840759,
0.0508987195789814,
-0.17878995835781097,
-0.0039756339974701405,
0.07693073898553848,
-0.059359245002269745,
0.02285080961883068,
0.007376641035079956,
-0.025205273181200027,
0.0026804273948073387,
0.13774150609970093,
-0.002457908121868968,
-0.008060801774263382,
0.08730348199605942,
0.03342743217945099,
-0.015044448897242546,
0.1346006691455841,
0.0010514488676562905,
-0.04680950939655304,
0.021605094894766808,
0.0864386186003685,
0.005853616166859865,
0.006792241241782904,
-0.0024602243211120367,
0.056768931448459625,
-0.03222476318478584,
0.10972621291875839,
0.011717250570654869,
-0.014314708299934864,
0.11248103529214859,
0.052602626383304596,
0.056125856935977936,
-0.024678640067577362,
0.013914870098233223,
-0.05697638913989067,
0.05699793994426727,
-0.07126455754041672,
2.8404900795949075e-33,
0.008458961732685566,
0.036347683519124985,
0.0673893541097641,
0.15380197763442993,
0.015033143572509289,
-0.00939479935914278,
0.003610439132899046,
-0.01481400802731514,
0.025449484586715698,
0.04057611525058746,
-0.06574041396379471,
0.0949106439948082,
-0.011528865434229374,
-0.05281533673405647,
-0.045319151133298874,
-0.06438706815242767,
0.040337562561035156,
-0.058109015226364136,
0.02412574179470539,
0.0008731325506232679,
0.07011434435844421,
-0.01214616559445858,
-0.010328713804483414,
0.06718195974826813,
-0.05880708247423172,
-0.03683408349752426,
0.060329679399728775,
-0.039289191365242004,
-0.02999270334839821,
0.02538851834833622,
-0.04141560196876526,
-0.0034136835020035505,
-0.03155381605029106,
0.015558352693915367,
0.11539189517498016,
0.011586307547986507,
0.021329378709197044,
-0.012818584218621254,
-0.017023969441652298,
-0.09085670858621597,
-0.01600535400211811,
-0.04813678562641144,
0.017592210322618484,
0.04281722754240036,
0.02775847725570202,
-0.037165019661188126,
0.07938428968191147,
-0.04553379490971565,
-0.034967049956321716,
-0.03992987424135208,
0.050908930599689484,
-0.008228518068790436,
-0.01968380995094776,
-0.029666632413864136,
0.02621942013502121,
-0.015031957067549229,
0.009667672216892242,
-0.057173021137714386,
-0.04234497621655464,
0.03417317569255829,
0.027753693982958794,
0.035390518605709076,
0.04117355868220329,
0.11602725833654404,
-0.024607256054878235,
0.001422214787453413,
-0.03334556519985199,
-0.025339214131236076,
0.0033315957989543676,
-0.00011550278577487916,
0.016973024234175682,
0.015393462963402271,
0.05945818871259689,
0.035827700048685074,
-0.004953748546540737,
-0.05836201086640358,
0.036791980266571045,
-0.06492798030376434,
0.04032859578728676,
-0.0725693628191948,
0.018561750650405884,
-0.07046089321374893,
-0.06922349333763123,
-0.01338519062846899,
-0.09670348465442657,
-0.0033506578765809536,
0.016705268993973732,
-0.03595520555973053,
-0.010945258662104607,
-0.02731160819530487,
-0.0137736015021801,
0.009099248796701431,
0.10303956270217896,
-0.03960929811000824,
-0.02575688064098358,
-5.9272847965954705e-33,
-0.07622244209051132,
-0.0797828808426857,
0.04494840279221535,
-0.015477146953344345,
-0.06641646474599838,
0.045543111860752106,
0.05168959125876427,
0.10391952842473984,
0.04862647131085396,
-0.012836388312280178,
-0.010892773978412151,
0.018235815688967705,
0.07787215709686279,
-0.06656065583229065,
0.03394992649555206,
-0.016634847968816757,
-0.0010417033918201923,
-0.05389911308884621,
0.10227937996387482,
0.04221607372164726,
-0.03737039864063263,
-0.03325369954109192,
0.018108129501342773,
0.02771366760134697,
-0.0526498481631279,
0.025943279266357422,
-0.06203661859035492,
-0.07913371920585632,
-0.003800299484282732,
0.007246237713843584,
0.02136256732046604,
0.02813759632408619,
-0.044495340436697006,
0.052307937294244766,
-0.03931201249361038,
0.029157014563679695,
-0.015598111785948277,
-0.017975691705942154,
0.07425782829523087,
-0.043594539165496826,
-0.02311316691339016,
-0.019822238013148308,
-0.006102800369262695,
-0.07477369159460068,
0.04439074546098709,
-0.08827250450849533,
-0.04910604655742645,
-0.004784419666975737,
0.027889367192983627,
-0.013403785414993763,
-0.09172730892896652,
0.001421143184415996,
-0.044307295233011246,
-0.0268362145870924,
-0.014427007175981998,
0.008543761447072029,
-0.006063353735953569,
0.015029561705887318,
0.14481839537620544,
0.001510169473476708,
-0.07538184523582458,
-0.05437488853931427,
0.010158533230423927,
-0.047432560473680496,
-0.040925849229097366,
0.008393736556172371,
0.02335953712463379,
-0.005227579269558191,
0.028683559969067574,
0.05109790712594986,
0.01504457462579012,
0.043687604367733,
0.01897691935300827,
-0.03159502521157265,
0.013548040762543678,
-0.004866948816925287,
0.07992749661207199,
-0.008946837857365608,
-0.06671999394893646,
-0.027332520112395287,
0.040457919239997864,
0.06288880854845047,
-0.0003168522089254111,
-0.06337034702301025,
-0.0022095832973718643,
-0.0817672461271286,
0.03374135494232178,
0.0386892631649971,
-0.05361039564013481,
-0.0008222342003136873,
0.05518316477537155,
-0.034859880805015564,
0.11144845187664032,
-0.06840997189283371,
-0.06481055915355682,
-4.8323592238830315e-8,
0.0435447059571743,
0.04776734486222267,
0.05692402645945549,
-0.044719304889440536,
-0.017004014924168587,
0.005610432010143995,
0.011211682111024857,
-0.05417767912149429,
0.07683403789997101,
0.010589410550892353,
0.05637211352586746,
0.009120771661400795,
0.020722568035125732,
-0.03405631333589554,
-0.02920381911098957,
0.05716381222009659,
-0.01828518696129322,
-0.0763632282614708,
0.02227937988936901,
0.05239534005522728,
0.004976579919457436,
0.07695405185222626,
-0.019339293241500854,
-0.020229242742061615,
-0.004726848565042019,
0.01698998175561428,
-0.10981159657239914,
0.008446522057056427,
0.028485804796218872,
-0.023142289370298386,
-0.009831677190959454,
-0.019504666328430176,
0.05947135016322136,
0.06393300741910934,
-0.09318303316831589,
-0.015080002136528492,
0.02895466238260269,
-0.00800878182053566,
0.02068011835217476,
-0.08354751020669937,
-0.04791692644357681,
-0.04146415367722511,
0.057203229516744614,
-0.06166667118668556,
-0.0210295170545578,
-0.014829573221504688,
-0.10146115720272064,
0.05216658115386963,
0.02178112417459488,
0.03671865910291672,
-0.02402959205210209,
0.04350995272397995,
-0.035045426338911057,
-0.00004082072337041609,
0.031545400619506836,
0.012763040140271187,
-0.10020556300878525,
-0.012581603601574898,
0.021148236468434334,
-0.08491610735654831,
-0.031760066747665405,
0.0014581308932974935,
-0.16415482759475708,
-0.02985066920518875
] | null | null | null | null | null | null | null |
[
-0.0016666669398546219,
-0.02250107377767563,
-0.023241853341460228,
0.016253352165222168,
0.05376892536878586,
-0.062312737107276917,
-0.09835251420736313,
0.046405889093875885,
-0.04708147794008255,
-0.06127232313156128,
-0.068937286734581,
0.036490947008132935,
0.007243277970701456,
0.005039160139858723,
-0.016856584697961807,
-0.013205738738179207,
-0.04054006561636925,
0.00741093885153532,
-0.0542166493833065,
0.10405876487493515,
0.0023225629702210426,
-0.048445627093315125,
-0.04127926751971245,
-0.067048080265522,
0.020257240161299706,
0.0016190264141187072,
0.0054900432005524635,
-0.030735550448298454,
-0.11309171468019485,
-0.05734102800488472,
0.04605584964156151,
0.010592667385935783,
-0.027625203132629395,
-0.020182615146040916,
0.04045780003070831,
0.051075756549835205,
-0.04543657228350639,
0.02328604646027088,
0.026894133538007736,
-0.016564011573791504,
0.0028104917146265507,
0.05897951126098633,
0.08537916839122772,
0.05110471323132515,
0.0588262602686882,
-0.07782915234565735,
0.08133338391780853,
-0.03915303945541382,
0.01465821173042059,
-0.036960162222385406,
-0.04316672310233116,
0.06260702013969421,
-0.02833358198404312,
0.10794349014759064,
-0.020003153011202812,
0.008629843592643738,
0.05350306257605553,
-0.05708607658743858,
-0.05393863841891289,
-0.024031391367316246,
-0.020561140030622482,
-0.023413753136992455,
-0.028735561296343803,
-0.03660701587796211,
0.036838896572589874,
-0.01084881741553545,
-0.006558612920343876,
0.01322717871516943,
0.009276536293327808,
0.07021883130073547,
0.06157803535461426,
0.0529015026986599,
-0.12945689260959625,
0.11810287833213806,
0.06200806796550751,
0.041944921016693115,
-0.010713649913668633,
0.056304916739463806,
0.009771458804607391,
-0.004183362238109112,
-0.10861633718013763,
0.03620404005050659,
-0.018398268148303032,
-0.10485082119703293,
0.0004063379601575434,
0.032874710857868195,
-0.07807070016860962,
0.042810164391994476,
0.07288672029972076,
-0.0006561399204656482,
0.07896885275840759,
0.0508987195789814,
-0.17878995835781097,
-0.0039756339974701405,
0.07693073898553848,
-0.059359245002269745,
0.02285080961883068,
0.007376641035079956,
-0.025205273181200027,
0.0026804273948073387,
0.13774150609970093,
-0.002457908121868968,
-0.008060801774263382,
0.08730348199605942,
0.03342743217945099,
-0.015044448897242546,
0.1346006691455841,
0.0010514488676562905,
-0.04680950939655304,
0.021605094894766808,
0.0864386186003685,
0.005853616166859865,
0.006792241241782904,
-0.0024602243211120367,
0.056768931448459625,
-0.03222476318478584,
0.10972621291875839,
0.011717250570654869,
-0.014314708299934864,
0.11248103529214859,
0.052602626383304596,
0.056125856935977936,
-0.024678640067577362,
0.013914870098233223,
-0.05697638913989067,
0.05699793994426727,
-0.07126455754041672,
2.8404900795949075e-33,
0.008458961732685566,
0.036347683519124985,
0.0673893541097641,
0.15380197763442993,
0.015033143572509289,
-0.00939479935914278,
0.003610439132899046,
-0.01481400802731514,
0.025449484586715698,
0.04057611525058746,
-0.06574041396379471,
0.0949106439948082,
-0.011528865434229374,
-0.05281533673405647,
-0.045319151133298874,
-0.06438706815242767,
0.040337562561035156,
-0.058109015226364136,
0.02412574179470539,
0.0008731325506232679,
0.07011434435844421,
-0.01214616559445858,
-0.010328713804483414,
0.06718195974826813,
-0.05880708247423172,
-0.03683408349752426,
0.060329679399728775,
-0.039289191365242004,
-0.02999270334839821,
0.02538851834833622,
-0.04141560196876526,
-0.0034136835020035505,
-0.03155381605029106,
0.015558352693915367,
0.11539189517498016,
0.011586307547986507,
0.021329378709197044,
-0.012818584218621254,
-0.017023969441652298,
-0.09085670858621597,
-0.01600535400211811,
-0.04813678562641144,
0.017592210322618484,
0.04281722754240036,
0.02775847725570202,
-0.037165019661188126,
0.07938428968191147,
-0.04553379490971565,
-0.034967049956321716,
-0.03992987424135208,
0.050908930599689484,
-0.008228518068790436,
-0.01968380995094776,
-0.029666632413864136,
0.02621942013502121,
-0.015031957067549229,
0.009667672216892242,
-0.057173021137714386,
-0.04234497621655464,
0.03417317569255829,
0.027753693982958794,
0.035390518605709076,
0.04117355868220329,
0.11602725833654404,
-0.024607256054878235,
0.001422214787453413,
-0.03334556519985199,
-0.025339214131236076,
0.0033315957989543676,
-0.00011550278577487916,
0.016973024234175682,
0.015393462963402271,
0.05945818871259689,
0.035827700048685074,
-0.004953748546540737,
-0.05836201086640358,
0.036791980266571045,
-0.06492798030376434,
0.04032859578728676,
-0.0725693628191948,
0.018561750650405884,
-0.07046089321374893,
-0.06922349333763123,
-0.01338519062846899,
-0.09670348465442657,
-0.0033506578765809536,
0.016705268993973732,
-0.03595520555973053,
-0.010945258662104607,
-0.02731160819530487,
-0.0137736015021801,
0.009099248796701431,
0.10303956270217896,
-0.03960929811000824,
-0.02575688064098358,
-5.9272847965954705e-33,
-0.07622244209051132,
-0.0797828808426857,
0.04494840279221535,
-0.015477146953344345,
-0.06641646474599838,
0.045543111860752106,
0.05168959125876427,
0.10391952842473984,
0.04862647131085396,
-0.012836388312280178,
-0.010892773978412151,
0.018235815688967705,
0.07787215709686279,
-0.06656065583229065,
0.03394992649555206,
-0.016634847968816757,
-0.0010417033918201923,
-0.05389911308884621,
0.10227937996387482,
0.04221607372164726,
-0.03737039864063263,
-0.03325369954109192,
0.018108129501342773,
0.02771366760134697,
-0.0526498481631279,
0.025943279266357422,
-0.06203661859035492,
-0.07913371920585632,
-0.003800299484282732,
0.007246237713843584,
0.02136256732046604,
0.02813759632408619,
-0.044495340436697006,
0.052307937294244766,
-0.03931201249361038,
0.029157014563679695,
-0.015598111785948277,
-0.017975691705942154,
0.07425782829523087,
-0.043594539165496826,
-0.02311316691339016,
-0.019822238013148308,
-0.006102800369262695,
-0.07477369159460068,
0.04439074546098709,
-0.08827250450849533,
-0.04910604655742645,
-0.004784419666975737,
0.027889367192983627,
-0.013403785414993763,
-0.09172730892896652,
0.001421143184415996,
-0.044307295233011246,
-0.0268362145870924,
-0.014427007175981998,
0.008543761447072029,
-0.006063353735953569,
0.015029561705887318,
0.14481839537620544,
0.001510169473476708,
-0.07538184523582458,
-0.05437488853931427,
0.010158533230423927,
-0.047432560473680496,
-0.040925849229097366,
0.008393736556172371,
0.02335953712463379,
-0.005227579269558191,
0.028683559969067574,
0.05109790712594986,
0.01504457462579012,
0.043687604367733,
0.01897691935300827,
-0.03159502521157265,
0.013548040762543678,
-0.004866948816925287,
0.07992749661207199,
-0.008946837857365608,
-0.06671999394893646,
-0.027332520112395287,
0.040457919239997864,
0.06288880854845047,
-0.0003168522089254111,
-0.06337034702301025,
-0.0022095832973718643,
-0.0817672461271286,
0.03374135494232178,
0.0386892631649971,
-0.05361039564013481,
-0.0008222342003136873,
0.05518316477537155,
-0.034859880805015564,
0.11144845187664032,
-0.06840997189283371,
-0.06481055915355682,
-4.8323592238830315e-8,
0.0435447059571743,
0.04776734486222267,
0.05692402645945549,
-0.044719304889440536,
-0.017004014924168587,
0.005610432010143995,
0.011211682111024857,
-0.05417767912149429,
0.07683403789997101,
0.010589410550892353,
0.05637211352586746,
0.009120771661400795,
0.020722568035125732,
-0.03405631333589554,
-0.02920381911098957,
0.05716381222009659,
-0.01828518696129322,
-0.0763632282614708,
0.02227937988936901,
0.05239534005522728,
0.004976579919457436,
0.07695405185222626,
-0.019339293241500854,
-0.020229242742061615,
-0.004726848565042019,
0.01698998175561428,
-0.10981159657239914,
0.008446522057056427,
0.028485804796218872,
-0.023142289370298386,
-0.009831677190959454,
-0.019504666328430176,
0.05947135016322136,
0.06393300741910934,
-0.09318303316831589,
-0.015080002136528492,
0.02895466238260269,
-0.00800878182053566,
0.02068011835217476,
-0.08354751020669937,
-0.04791692644357681,
-0.04146415367722511,
0.057203229516744614,
-0.06166667118668556,
-0.0210295170545578,
-0.014829573221504688,
-0.10146115720272064,
0.05216658115386963,
0.02178112417459488,
0.03671865910291672,
-0.02402959205210209,
0.04350995272397995,
-0.035045426338911057,
-0.00004082072337041609,
0.031545400619506836,
0.012763040140271187,
-0.10020556300878525,
-0.012581603601574898,
0.021148236468434334,
-0.08491610735654831,
-0.031760066747665405,
0.0014581308932974935,
-0.16415482759475708,
-0.02985066920518875
] |
1402.1147
|
Su-Peng Yu
|
S.-P. Yu, J. D. Hood, J. A. Muniz, M. J. Martin, Richard Norte, C.-L.
Hung, Se\'an M. Meenehan, Justin D. Cohen, Oskar Painter, and H. J. Kimble
|
Nanowire photonic crystal waveguides for single-atom trapping and strong
light-matter interactions
| null | null |
10.1063/1.4868975
| null |
physics.optics physics.atom-ph quant-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present a comprehensive study of dispersion-engineered nanowire photonic
crystal waveguides suitable for experiments in quantum optics and atomic
physics with optically trapped atoms. Detailed design methodology and
specifications are provided, as are the processing steps used to create silicon
nitride waveguides of low optical loss in the near-IR. Measurements of the
waveguide optical properties and power-handling capability are also presented.
|
[
{
"created": "Wed, 5 Feb 2014 20:14:33 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Yu",
"S. -P.",
""
],
[
"Hood",
"J. D.",
""
],
[
"Muniz",
"J. A.",
""
],
[
"Martin",
"M. J.",
""
],
[
"Norte",
"Richard",
""
],
[
"Hung",
"C. -L.",
""
],
[
"Meenehan",
"Seán M.",
""
],
[
"Cohen",
"Justin D.",
""
],
[
"Painter",
"Oskar",
""
],
[
"Kimble",
"H. J.",
""
]
] |
[
0.043953072279691696,
0.0035786444786936045,
-0.00499509833753109,
0.0793977752327919,
-0.030492879450321198,
-0.0035510824527591467,
0.014993495307862759,
-0.042039066553115845,
-0.00923493318259716,
-0.03034812957048416,
0.0734923854470253,
-0.025887375697493553,
-0.02602493204176426,
-0.0026580069679766893,
-0.018005097284913063,
0.06975176930427551,
0.0178143959492445,
0.03988746181130409,
0.0018975100247189403,
-0.006199973169714212,
0.016538670286536217,
-0.028797103092074394,
0.020263640210032463,
-0.06019808351993561,
-0.07321947813034058,
-0.06091633439064026,
0.0848134234547615,
-0.03830086812376976,
0.017384149134159088,
-0.01365863997489214,
-0.02380036935210228,
-0.030576983466744423,
-0.1353314071893692,
0.01243563275784254,
0.04782247543334961,
-0.009290552698075771,
0.09270059317350388,
0.004915992263704538,
-0.05835430696606636,
0.012447762303054333,
0.016320254653692245,
-0.00161830335855484,
-0.0062436810694634914,
0.0728369727730751,
-0.061207517981529236,
0.025558914989233017,
0.00519514549523592,
0.05915483087301254,
-0.04829389601945877,
-0.09552060812711716,
-0.057734593749046326,
0.07884535938501358,
0.049579374492168427,
0.06781939417123795,
-0.009769992902874947,
0.048070501536130905,
0.015664013102650642,
-0.02632392942905426,
-0.03999387472867966,
-0.07220066338777542,
0.05817903205752373,
-0.03818020224571228,
-0.02697310969233513,
-0.07787181437015533,
-0.03490956500172615,
0.05603151023387909,
-0.008055486716330051,
0.03808778524398804,
0.05505755916237831,
-0.02039162628352642,
0.01559394784271717,
-0.06535302102565765,
0.009863964281976223,
0.05670361593365669,
-0.013963351026177406,
0.020511724054813385,
0.11874227970838547,
0.10132154822349548,
-0.015273937955498695,
0.016285208985209465,
-0.0020306755322963,
0.045045722275972366,
0.02428312972187996,
0.021397950127720833,
0.07515972852706909,
0.0531056746840477,
-0.014255127869546413,
0.036807864904403687,
-0.02634049393236637,
-0.048387203365564346,
-0.10069030523300171,
0.00030727978446520865,
0.04441889747977257,
-0.09542389214038849,
0.02619299106299877,
-0.017018640413880348,
-0.05547172948718071,
-0.09255189448595047,
-0.09867653995752335,
-0.006799144670367241,
0.09407662600278854,
0.008853256702423096,
-0.0706726610660553,
0.02915704995393753,
-0.10857886075973511,
0.01106992270797491,
0.02638554945588112,
0.07917145639657974,
-0.03567870706319809,
0.07164967805147171,
0.037308868020772934,
0.09730780869722366,
0.024256737902760506,
-0.05756065621972084,
0.005827694199979305,
0.03384948894381523,
-0.08960920572280884,
0.09429961442947388,
0.013628196902573109,
0.07432269304990768,
-0.08960149437189102,
0.10894123464822769,
-0.04842806234955788,
0.041296448558568954,
-0.03498975560069084,
0.025858111679553986,
-0.09964587539434433,
-3.373733301296016e-34,
0.04782506451010704,
0.08502276986837387,
-0.08247244358062744,
-0.04021332040429115,
0.02651926502585411,
-0.09633023291826248,
0.07332680374383926,
0.041200462728738785,
-0.011691019870340824,
-0.04029783606529236,
-0.03478183597326279,
-0.06934548169374466,
-0.04396471753716469,
-0.00029428061679936945,
0.06690921634435654,
-0.01506707351654768,
0.03928697481751442,
0.025131860747933388,
0.013082413002848625,
0.09050189703702927,
-0.03519224375486374,
-0.007483696565032005,
0.05430763587355614,
-0.013254731893539429,
0.008870546706020832,
-0.04872877895832062,
-0.02174912393093109,
0.06755604594945908,
0.10451523214578629,
-0.031467732042074203,
-0.004493861924856901,
0.08172433078289032,
0.09742720425128937,
-0.05603276193141937,
0.09611289203166962,
-0.06387713551521301,
-0.004270206671208143,
0.06685677915811539,
0.05015009641647339,
-0.023701557889580727,
0.00002467816557327751,
0.03500571474432945,
0.0425962433218956,
0.07234948128461838,
-0.012802419252693653,
-0.055858056992292404,
-0.010957092978060246,
-0.03314100205898285,
-0.029283907264471054,
-0.07482112944126129,
-0.006742821075022221,
-0.040788400918245316,
-0.0004391084657981992,
0.02156035602092743,
0.0428772047162056,
-0.08255665749311447,
-0.034442514181137085,
-0.01875464990735054,
0.022674040868878365,
-0.09633944183588028,
0.06753230839967728,
-0.07336743175983429,
0.022972850129008293,
0.0730714499950409,
-0.037366557866334915,
0.036102134734392166,
-0.011474115774035454,
-0.01772141270339489,
-0.03893747553229332,
0.014272128231823444,
-0.06094551831483841,
0.032782211899757385,
0.07008902728557587,
-0.06334390491247177,
0.011165949515998363,
-0.03744100406765938,
-0.013726926408708096,
-0.11205132305622101,
0.1510515958070755,
-0.025185808539390564,
0.018245529383420944,
-0.03343259170651436,
-0.04070764780044556,
-0.04490998387336731,
-0.0028881016187369823,
-0.004812253173440695,
-0.021026678383350372,
-0.051967352628707886,
0.021050404757261276,
-0.02772204764187336,
0.09322383254766464,
-0.10263702273368835,
0.0217495858669281,
-0.04552202299237251,
-0.06118839979171753,
-6.403677208482227e-34,
-0.03385579213500023,
0.016808409243822098,
-0.015887776389718056,
0.009190650656819344,
0.09098677337169647,
0.04401315003633499,
-0.038012173026800156,
0.02531985193490982,
0.02617265284061432,
-0.03397772088646889,
0.015459029003977776,
-0.013536648824810982,
-0.020169826224446297,
0.03543776273727417,
-0.043857142329216,
0.028200816363096237,
0.1431141197681427,
-0.08750244975090027,
0.07026266306638718,
-0.028196556493639946,
0.037441764026880264,
-0.01582787185907364,
0.015987971797585487,
-0.09336236864328384,
0.0314057357609272,
-0.017711443826556206,
0.13577988743782043,
0.022816097363829613,
-0.06531008332967758,
-0.06957226991653442,
0.009129596874117851,
0.06332673877477646,
0.006559728644788265,
-0.031596433371305466,
0.010322981514036655,
0.03125236928462982,
-0.0019371974049136043,
-0.05916792154312134,
-0.05666278302669525,
-0.03079325333237648,
-0.009181360714137554,
-0.05407797917723656,
-0.06130237132310867,
0.012101319618523121,
-0.04704252630472183,
0.08672600239515305,
-0.03476659953594208,
-0.09703352302312851,
-0.008721604011952877,
-0.036936204880476,
0.014022395946085453,
0.013903972692787647,
0.025147907435894012,
0.012499570846557617,
-0.06710296869277954,
-0.00919412262737751,
-0.04462982341647148,
0.12206612527370453,
-0.006029750220477581,
0.13891872763633728,
-0.02429169975221157,
0.016641462221741676,
0.06428685784339905,
0.0021951552480459213,
0.019329527392983437,
-0.04482531547546387,
-0.023915013298392296,
0.06590545177459717,
0.053351931273937225,
-0.022640885785222054,
-0.0557079091668129,
0.021869320422410965,
0.05294514447450638,
0.033320654183626175,
0.02281186729669571,
-0.01127251423895359,
0.032503437250852585,
-0.010217152535915375,
0.02293209172785282,
0.07508360594511032,
-0.011879348196089268,
0.04068855568766594,
-0.08430808037519455,
-0.019770536571741104,
-0.020792454481124878,
0.04606795683503151,
0.05286996066570282,
0.05216372013092041,
-0.019265184178948402,
0.06827132403850555,
0.03204413130879402,
-0.07517746090888977,
0.03302431106567383,
-0.03712821751832962,
0.0015433920780196786,
-3.578155371997127e-8,
0.1145821213722229,
-0.010324290953576565,
-0.06800854951143265,
-0.011859915219247341,
-0.042776040732860565,
-0.004035452380776405,
-0.018239054828882217,
0.044381871819496155,
-0.035213593393564224,
0.0014022361719980836,
-0.008147869259119034,
-0.012403067201375961,
-0.04700607433915138,
0.04656430333852768,
0.03702601417899132,
-0.013527476228773594,
0.012285985052585602,
-0.031899530440568924,
0.02402215078473091,
-0.029914604499936104,
0.046697404235601425,
0.04765060171484947,
0.056562382727861404,
0.0037493822164833546,
-0.04521239548921585,
-0.02427332103252411,
-0.03980116546154022,
-0.06268675625324249,
-0.042254794389009476,
0.014757020398974419,
0.028285222128033638,
-0.021879123523831367,
0.05325070396065712,
0.0780942440032959,
-0.1043112501502037,
0.004562062211334705,
-0.06456437706947327,
-0.0029808413237333298,
0.015032102353870869,
-0.0400012843310833,
0.0701368972659111,
0.03198098763823509,
-0.02924499101936817,
0.03065493144094944,
-0.00008323189831571653,
-0.001538837794214487,
0.020002542063593864,
0.05641908943653107,
0.010350502096116543,
0.07426575571298599,
-0.028294354677200317,
0.059612441807985306,
-0.031818684190511703,
-0.0717017725110054,
-0.02850649505853653,
-0.02136731520295143,
-0.010625084862112999,
-0.023137539625167847,
-0.06588484346866608,
-0.002676809672266245,
0.005501036066561937,
-0.06374961882829666,
-0.06536278873682022,
0.047751594334840775
] | null | null | null | null | null | null | null |
[
0.043953072279691696,
0.0035786444786936045,
-0.00499509833753109,
0.0793977752327919,
-0.030492879450321198,
-0.0035510824527591467,
0.014993495307862759,
-0.042039066553115845,
-0.00923493318259716,
-0.03034812957048416,
0.0734923854470253,
-0.025887375697493553,
-0.02602493204176426,
-0.0026580069679766893,
-0.018005097284913063,
0.06975176930427551,
0.0178143959492445,
0.03988746181130409,
0.0018975100247189403,
-0.006199973169714212,
0.016538670286536217,
-0.028797103092074394,
0.020263640210032463,
-0.06019808351993561,
-0.07321947813034058,
-0.06091633439064026,
0.0848134234547615,
-0.03830086812376976,
0.017384149134159088,
-0.01365863997489214,
-0.02380036935210228,
-0.030576983466744423,
-0.1353314071893692,
0.01243563275784254,
0.04782247543334961,
-0.009290552698075771,
0.09270059317350388,
0.004915992263704538,
-0.05835430696606636,
0.012447762303054333,
0.016320254653692245,
-0.00161830335855484,
-0.0062436810694634914,
0.0728369727730751,
-0.061207517981529236,
0.025558914989233017,
0.00519514549523592,
0.05915483087301254,
-0.04829389601945877,
-0.09552060812711716,
-0.057734593749046326,
0.07884535938501358,
0.049579374492168427,
0.06781939417123795,
-0.009769992902874947,
0.048070501536130905,
0.015664013102650642,
-0.02632392942905426,
-0.03999387472867966,
-0.07220066338777542,
0.05817903205752373,
-0.03818020224571228,
-0.02697310969233513,
-0.07787181437015533,
-0.03490956500172615,
0.05603151023387909,
-0.008055486716330051,
0.03808778524398804,
0.05505755916237831,
-0.02039162628352642,
0.01559394784271717,
-0.06535302102565765,
0.009863964281976223,
0.05670361593365669,
-0.013963351026177406,
0.020511724054813385,
0.11874227970838547,
0.10132154822349548,
-0.015273937955498695,
0.016285208985209465,
-0.0020306755322963,
0.045045722275972366,
0.02428312972187996,
0.021397950127720833,
0.07515972852706909,
0.0531056746840477,
-0.014255127869546413,
0.036807864904403687,
-0.02634049393236637,
-0.048387203365564346,
-0.10069030523300171,
0.00030727978446520865,
0.04441889747977257,
-0.09542389214038849,
0.02619299106299877,
-0.017018640413880348,
-0.05547172948718071,
-0.09255189448595047,
-0.09867653995752335,
-0.006799144670367241,
0.09407662600278854,
0.008853256702423096,
-0.0706726610660553,
0.02915704995393753,
-0.10857886075973511,
0.01106992270797491,
0.02638554945588112,
0.07917145639657974,
-0.03567870706319809,
0.07164967805147171,
0.037308868020772934,
0.09730780869722366,
0.024256737902760506,
-0.05756065621972084,
0.005827694199979305,
0.03384948894381523,
-0.08960920572280884,
0.09429961442947388,
0.013628196902573109,
0.07432269304990768,
-0.08960149437189102,
0.10894123464822769,
-0.04842806234955788,
0.041296448558568954,
-0.03498975560069084,
0.025858111679553986,
-0.09964587539434433,
-3.373733301296016e-34,
0.04782506451010704,
0.08502276986837387,
-0.08247244358062744,
-0.04021332040429115,
0.02651926502585411,
-0.09633023291826248,
0.07332680374383926,
0.041200462728738785,
-0.011691019870340824,
-0.04029783606529236,
-0.03478183597326279,
-0.06934548169374466,
-0.04396471753716469,
-0.00029428061679936945,
0.06690921634435654,
-0.01506707351654768,
0.03928697481751442,
0.025131860747933388,
0.013082413002848625,
0.09050189703702927,
-0.03519224375486374,
-0.007483696565032005,
0.05430763587355614,
-0.013254731893539429,
0.008870546706020832,
-0.04872877895832062,
-0.02174912393093109,
0.06755604594945908,
0.10451523214578629,
-0.031467732042074203,
-0.004493861924856901,
0.08172433078289032,
0.09742720425128937,
-0.05603276193141937,
0.09611289203166962,
-0.06387713551521301,
-0.004270206671208143,
0.06685677915811539,
0.05015009641647339,
-0.023701557889580727,
0.00002467816557327751,
0.03500571474432945,
0.0425962433218956,
0.07234948128461838,
-0.012802419252693653,
-0.055858056992292404,
-0.010957092978060246,
-0.03314100205898285,
-0.029283907264471054,
-0.07482112944126129,
-0.006742821075022221,
-0.040788400918245316,
-0.0004391084657981992,
0.02156035602092743,
0.0428772047162056,
-0.08255665749311447,
-0.034442514181137085,
-0.01875464990735054,
0.022674040868878365,
-0.09633944183588028,
0.06753230839967728,
-0.07336743175983429,
0.022972850129008293,
0.0730714499950409,
-0.037366557866334915,
0.036102134734392166,
-0.011474115774035454,
-0.01772141270339489,
-0.03893747553229332,
0.014272128231823444,
-0.06094551831483841,
0.032782211899757385,
0.07008902728557587,
-0.06334390491247177,
0.011165949515998363,
-0.03744100406765938,
-0.013726926408708096,
-0.11205132305622101,
0.1510515958070755,
-0.025185808539390564,
0.018245529383420944,
-0.03343259170651436,
-0.04070764780044556,
-0.04490998387336731,
-0.0028881016187369823,
-0.004812253173440695,
-0.021026678383350372,
-0.051967352628707886,
0.021050404757261276,
-0.02772204764187336,
0.09322383254766464,
-0.10263702273368835,
0.0217495858669281,
-0.04552202299237251,
-0.06118839979171753,
-6.403677208482227e-34,
-0.03385579213500023,
0.016808409243822098,
-0.015887776389718056,
0.009190650656819344,
0.09098677337169647,
0.04401315003633499,
-0.038012173026800156,
0.02531985193490982,
0.02617265284061432,
-0.03397772088646889,
0.015459029003977776,
-0.013536648824810982,
-0.020169826224446297,
0.03543776273727417,
-0.043857142329216,
0.028200816363096237,
0.1431141197681427,
-0.08750244975090027,
0.07026266306638718,
-0.028196556493639946,
0.037441764026880264,
-0.01582787185907364,
0.015987971797585487,
-0.09336236864328384,
0.0314057357609272,
-0.017711443826556206,
0.13577988743782043,
0.022816097363829613,
-0.06531008332967758,
-0.06957226991653442,
0.009129596874117851,
0.06332673877477646,
0.006559728644788265,
-0.031596433371305466,
0.010322981514036655,
0.03125236928462982,
-0.0019371974049136043,
-0.05916792154312134,
-0.05666278302669525,
-0.03079325333237648,
-0.009181360714137554,
-0.05407797917723656,
-0.06130237132310867,
0.012101319618523121,
-0.04704252630472183,
0.08672600239515305,
-0.03476659953594208,
-0.09703352302312851,
-0.008721604011952877,
-0.036936204880476,
0.014022395946085453,
0.013903972692787647,
0.025147907435894012,
0.012499570846557617,
-0.06710296869277954,
-0.00919412262737751,
-0.04462982341647148,
0.12206612527370453,
-0.006029750220477581,
0.13891872763633728,
-0.02429169975221157,
0.016641462221741676,
0.06428685784339905,
0.0021951552480459213,
0.019329527392983437,
-0.04482531547546387,
-0.023915013298392296,
0.06590545177459717,
0.053351931273937225,
-0.022640885785222054,
-0.0557079091668129,
0.021869320422410965,
0.05294514447450638,
0.033320654183626175,
0.02281186729669571,
-0.01127251423895359,
0.032503437250852585,
-0.010217152535915375,
0.02293209172785282,
0.07508360594511032,
-0.011879348196089268,
0.04068855568766594,
-0.08430808037519455,
-0.019770536571741104,
-0.020792454481124878,
0.04606795683503151,
0.05286996066570282,
0.05216372013092041,
-0.019265184178948402,
0.06827132403850555,
0.03204413130879402,
-0.07517746090888977,
0.03302431106567383,
-0.03712821751832962,
0.0015433920780196786,
-3.578155371997127e-8,
0.1145821213722229,
-0.010324290953576565,
-0.06800854951143265,
-0.011859915219247341,
-0.042776040732860565,
-0.004035452380776405,
-0.018239054828882217,
0.044381871819496155,
-0.035213593393564224,
0.0014022361719980836,
-0.008147869259119034,
-0.012403067201375961,
-0.04700607433915138,
0.04656430333852768,
0.03702601417899132,
-0.013527476228773594,
0.012285985052585602,
-0.031899530440568924,
0.02402215078473091,
-0.029914604499936104,
0.046697404235601425,
0.04765060171484947,
0.056562382727861404,
0.0037493822164833546,
-0.04521239548921585,
-0.02427332103252411,
-0.03980116546154022,
-0.06268675625324249,
-0.042254794389009476,
0.014757020398974419,
0.028285222128033638,
-0.021879123523831367,
0.05325070396065712,
0.0780942440032959,
-0.1043112501502037,
0.004562062211334705,
-0.06456437706947327,
-0.0029808413237333298,
0.015032102353870869,
-0.0400012843310833,
0.0701368972659111,
0.03198098763823509,
-0.02924499101936817,
0.03065493144094944,
-0.00008323189831571653,
-0.001538837794214487,
0.020002542063593864,
0.05641908943653107,
0.010350502096116543,
0.07426575571298599,
-0.028294354677200317,
0.059612441807985306,
-0.031818684190511703,
-0.0717017725110054,
-0.02850649505853653,
-0.02136731520295143,
-0.010625084862112999,
-0.023137539625167847,
-0.06588484346866608,
-0.002676809672266245,
0.005501036066561937,
-0.06374961882829666,
-0.06536278873682022,
0.047751594334840775
] |
1402.1151
|
Wojciech Biega\'nski
|
Wojciech Biega\'nski and Andrzej Kasi\'nski
|
Image Acquisition in an Underwater Vision System with NIR and VIS
Illumination
| null |
Computer Science & Information Technology, Volume 4, Number 1,
2014, pp. 215-224
| null | null |
cs.CV
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The paper describes the image acquisition system able to capture images in
two separated bands of light, used to underwater autonomous navigation. The
channels are: the visible light spectrum and near infrared spectrum. The
characteristics of natural, underwater environment were also described together
with the process of the underwater image creation. The results of an experiment
with comparison of selected images acquired in these channels are discussed.
|
[
{
"created": "Wed, 5 Feb 2014 20:18:26 GMT",
"version": "v1"
}
] |
2014-02-06
|
[
[
"Biegański",
"Wojciech",
""
],
[
"Kasiński",
"Andrzej",
""
]
] |
[
0.01142888329923153,
-0.019999267533421516,
-0.03912409022450447,
-0.004063339903950691,
0.02696291357278824,
-0.11928956210613251,
0.025833474472165108,
-0.04497738927602768,
-0.01030462421476841,
0.0016058966284617782,
0.0705944150686264,
-0.04600585997104645,
0.041958317160606384,
-0.011176472529768944,
0.04101669788360596,
0.0335812084376812,
-0.011102063581347466,
0.06569195538759232,
-0.062261417508125305,
-0.016823213547468185,
0.025102252140641212,
0.004647618625313044,
-0.02329212613403797,
-0.09593228250741959,
-0.05920345336198807,
0.022127069532871246,
0.04754640907049179,
-0.031016161665320396,
-0.007908445782959461,
-0.0216999351978302,
0.023787111043930054,
-0.06362444907426834,
0.06305505335330963,
-0.040740445256233215,
0.04424433037638664,
0.053700946271419525,
0.015012005344033241,
-0.04723311960697174,
-0.04587437957525253,
0.061901770532131195,
-0.061791419982910156,
-0.012845219112932682,
0.00933312438428402,
-0.005018401425331831,
0.029686374589800835,
0.06039651483297348,
0.01856875605881214,
0.08128107339143753,
-0.03811175003647804,
-0.00866017211228609,
-0.05669942498207092,
-0.04486455023288727,
-0.0349682942032814,
0.016716379672288895,
-0.07915474474430084,
0.05184079706668854,
-0.07321111857891083,
-0.07949072122573853,
0.04433373361825943,
-0.02575112134218216,
0.07045154273509979,
0.0992928147315979,
-0.03152802586555481,
-0.010571204125881195,
0.05589352548122406,
0.03134683892130852,
-0.041334643959999084,
-0.017653461545705795,
0.05959978699684143,
-0.12048891186714172,
-0.057991426438093185,
0.020843811333179474,
0.12707684934139252,
0.025124773383140564,
-0.04548964276909828,
-0.06743410974740982,
0.030907047912478447,
0.03564411774277687,
-0.009130130521953106,
0.020702434703707695,
0.07471458613872528,
-0.09120595455169678,
-0.03224008530378342,
0.06743064522743225,
0.15417157113552094,
0.045614663511514664,
-0.01900710165500641,
0.03000648319721222,
-0.01574973203241825,
-0.010750668123364449,
-0.0716203823685646,
-0.10819493234157562,
-0.0576794296503067,
-0.030487554147839546,
0.020697057247161865,
-0.09680914133787155,
-0.0028390688821673393,
-0.02414582297205925,
0.03909994289278984,
-0.002715857932344079,
0.04258418455719948,
-0.0694378986954689,
0.013211038894951344,
0.010147903114557266,
0.0002822629176080227,
-0.03645578771829605,
0.05897901952266693,
0.047686975449323654,
0.11462845653295517,
-0.002788835670799017,
-0.05505672097206116,
-0.053475189954042435,
-0.047250717878341675,
-0.0027745466213673353,
0.017647279426455498,
0.027864966541528702,
-0.020625445991754532,
0.04184556007385254,
0.005246350541710854,
-0.05232119560241699,
0.05887598171830177,
-0.04231290519237518,
0.09257762134075165,
0.024709271267056465,
0.061424288898706436,
-0.0226567592471838,
0.06938014924526215,
-7.289449395202764e-34,
-0.04252871870994568,
0.01593622751533985,
-0.10330375283956528,
-0.08275006711483002,
0.011315089650452137,
0.006020255386829376,
0.002846712013706565,
-0.0837266594171524,
0.0026437295600771904,
0.06777165085077286,
-0.022389406338334084,
0.07138016074895859,
-0.021428922191262245,
0.04372487589716911,
0.05824872478842735,
-0.019517553970217705,
0.04055728763341904,
-0.043795570731163025,
-0.06375449150800705,
0.029479561373591423,
0.004279315005987883,
0.003893825691193342,
0.07916658371686935,
-0.03121749311685562,
0.0445268377661705,
-0.038835566490888596,
-0.01879267394542694,
0.023323768749833107,
0.056722693145275116,
0.024521388113498688,
0.004337380640208721,
-0.027207693085074425,
-0.05266154184937477,
0.03174769505858421,
0.01755812205374241,
0.03453867509961128,
0.006986988242715597,
0.049298014491796494,
-0.019834201782941818,
-0.00032791757257655263,
0.005341461393982172,
0.04935595020651817,
0.033028047531843185,
-0.04778251051902771,
0.005563890561461449,
-0.04661702737212181,
-0.021988390013575554,
0.08664482831954956,
-0.026802070438861847,
0.08039090782403946,
-0.03006923757493496,
-0.08126099407672882,
-0.12467056512832642,
-0.05717344209551811,
0.006372358184307814,
0.035769302397966385,
-0.052982766181230545,
0.056102361530065536,
-0.0002510658814571798,
-0.008016219362616539,
-0.06960400938987732,
-0.005702885799109936,
0.08124781399965286,
0.0015010501956567168,
0.03991211950778961,
0.035548996180295944,
0.0842430591583252,
-0.0037228399887681007,
-0.014460450038313866,
-0.0482550710439682,
-0.07629555463790894,
0.009574739262461662,
-0.01755000837147236,
-0.020639775320887566,
-0.0045367516577243805,
0.009041870944201946,
0.03256544843316078,
-0.01044487301260233,
-0.003589001717045903,
0.11435957998037338,
-0.08342251181602478,
0.08750035613775253,
0.03311347961425781,
0.0703713670372963,
0.02536947652697563,
0.10579108446836472,
-0.04634164273738861,
0.0008096197270788252,
-0.024800937622785568,
-0.016361532732844353,
0.011164795607328415,
0.07663869112730026,
-0.057757213711738586,
-0.06801710277795792,
0.052922338247299194,
-6.556474484522335e-34,
0.05603953078389168,
0.01574055291712284,
0.011046173050999641,
0.008346297778189182,
0.004474908113479614,
-0.054940901696681976,
0.03955883905291557,
0.0069768428802490234,
-0.03707508370280266,
0.029764624312520027,
-0.035537175834178925,
0.06200579181313515,
-0.028527073562145233,
0.013867935165762901,
-0.05763525515794754,
-0.02888357639312744,
0.016928933560848236,
-0.011379987001419067,
0.05273265391588211,
0.01277235709130764,
-0.013457674533128738,
0.023569723591208458,
0.05215365067124367,
0.006372432224452496,
-0.08322088420391083,
0.07260902225971222,
0.13116855919361115,
0.015580937266349792,
-0.04733775556087494,
-0.04735109210014343,
0.004962100647389889,
0.06951446831226349,
0.09006013721227646,
-0.02051614783704281,
0.07049566507339478,
0.0022210918832570314,
0.022405147552490234,
-0.03135605901479721,
-0.09280067682266235,
0.0008481794502586126,
0.04020422697067261,
0.0005120316636748612,
0.016363298520445824,
-0.11337887495756149,
-0.035253897309303284,
0.03064705990254879,
0.03374432027339935,
0.0535617396235466,
-0.06671014428138733,
-0.03228071331977844,
-0.020523780956864357,
-0.060538213700056076,
-0.02955668792128563,
-0.011327448301017284,
-0.00508212111890316,
0.05447322502732277,
-0.04832397773861885,
0.06931284070014954,
0.09047308564186096,
0.03933947905898094,
0.0009925826452672482,
-0.02084861509501934,
-0.038143422454595566,
0.011721072718501091,
0.010910051874816418,
0.04463663324713707,
-0.010836717672646046,
0.05923495814204216,
-0.06943464279174805,
0.10912059247493744,
0.05642353743314743,
-0.0568428635597229,
0.028082123026251793,
0.03596949204802513,
0.051700107753276825,
-0.027255304157733917,
-0.12169577181339264,
0.0817505344748497,
-0.022210510447621346,
0.030686479061841965,
-0.007377367001026869,
-0.009811436757445335,
-0.010334008373320103,
0.04888848215341568,
0.0226726233959198,
0.02100841887295246,
-0.04842468723654747,
-0.14665141701698303,
0.0010625181021168828,
-0.0950557217001915,
0.09446835517883301,
0.00042113225208595395,
-0.041323598474264145,
0.009392904117703438,
0.023601312190294266,
-3.586958996493195e-8,
0.0005242981133051217,
-0.029428819194436073,
0.04585722088813782,
-0.01406820584088564,
-0.02521337755024433,
-0.03863479197025299,
0.02856263518333435,
0.01798706315457821,
-0.014904255978763103,
-0.13113602995872498,
-0.05298813059926033,
-0.03978698328137398,
-0.019392376765608788,
0.050387755036354065,
0.02678304724395275,
0.00013297973782755435,
0.05096905305981636,
-0.041482917964458466,
0.0015964159974828362,
-0.029635010287165642,
0.012940874323248863,
-0.032478589564561844,
0.044104333966970444,
0.04753334820270538,
-0.030885212123394012,
0.07013837993144989,
-0.08186431974172592,
-0.08235381543636322,
0.02230762504041195,
-0.05343715101480484,
0.10148467868566513,
0.030156215652823448,
0.01118328608572483,
0.028759906068444252,
-0.011659789830446243,
-0.034017447382211685,
-0.08143533766269684,
-0.03614839166402817,
-0.08942165970802307,
-0.04661022499203682,
-0.08637404441833496,
0.055393435060977936,
-0.009487763978540897,
-0.019872469827532768,
0.014334311708807945,
0.03709084913134575,
0.1173221692442894,
-0.05659305304288864,
-0.06750982254743576,
0.011255212128162384,
-0.05481573939323425,
0.0035124809946864843,
0.010235137306153774,
0.035336144268512726,
0.0434073843061924,
0.013109808787703514,
0.07310789078474045,
-0.12496498972177505,
-0.07106051594018936,
0.0819282978773117,
-0.04125649482011795,
-0.0038756581488996744,
-0.0736595094203949,
-0.0031509522814303637
] | null | null | null | null | null | null | null |
[
0.01142888329923153,
-0.019999267533421516,
-0.03912409022450447,
-0.004063339903950691,
0.02696291357278824,
-0.11928956210613251,
0.025833474472165108,
-0.04497738927602768,
-0.01030462421476841,
0.0016058966284617782,
0.0705944150686264,
-0.04600585997104645,
0.041958317160606384,
-0.011176472529768944,
0.04101669788360596,
0.0335812084376812,
-0.011102063581347466,
0.06569195538759232,
-0.062261417508125305,
-0.016823213547468185,
0.025102252140641212,
0.004647618625313044,
-0.02329212613403797,
-0.09593228250741959,
-0.05920345336198807,
0.022127069532871246,
0.04754640907049179,
-0.031016161665320396,
-0.007908445782959461,
-0.0216999351978302,
0.023787111043930054,
-0.06362444907426834,
0.06305505335330963,
-0.040740445256233215,
0.04424433037638664,
0.053700946271419525,
0.015012005344033241,
-0.04723311960697174,
-0.04587437957525253,
0.061901770532131195,
-0.061791419982910156,
-0.012845219112932682,
0.00933312438428402,
-0.005018401425331831,
0.029686374589800835,
0.06039651483297348,
0.01856875605881214,
0.08128107339143753,
-0.03811175003647804,
-0.00866017211228609,
-0.05669942498207092,
-0.04486455023288727,
-0.0349682942032814,
0.016716379672288895,
-0.07915474474430084,
0.05184079706668854,
-0.07321111857891083,
-0.07949072122573853,
0.04433373361825943,
-0.02575112134218216,
0.07045154273509979,
0.0992928147315979,
-0.03152802586555481,
-0.010571204125881195,
0.05589352548122406,
0.03134683892130852,
-0.041334643959999084,
-0.017653461545705795,
0.05959978699684143,
-0.12048891186714172,
-0.057991426438093185,
0.020843811333179474,
0.12707684934139252,
0.025124773383140564,
-0.04548964276909828,
-0.06743410974740982,
0.030907047912478447,
0.03564411774277687,
-0.009130130521953106,
0.020702434703707695,
0.07471458613872528,
-0.09120595455169678,
-0.03224008530378342,
0.06743064522743225,
0.15417157113552094,
0.045614663511514664,
-0.01900710165500641,
0.03000648319721222,
-0.01574973203241825,
-0.010750668123364449,
-0.0716203823685646,
-0.10819493234157562,
-0.0576794296503067,
-0.030487554147839546,
0.020697057247161865,
-0.09680914133787155,
-0.0028390688821673393,
-0.02414582297205925,
0.03909994289278984,
-0.002715857932344079,
0.04258418455719948,
-0.0694378986954689,
0.013211038894951344,
0.010147903114557266,
0.0002822629176080227,
-0.03645578771829605,
0.05897901952266693,
0.047686975449323654,
0.11462845653295517,
-0.002788835670799017,
-0.05505672097206116,
-0.053475189954042435,
-0.047250717878341675,
-0.0027745466213673353,
0.017647279426455498,
0.027864966541528702,
-0.020625445991754532,
0.04184556007385254,
0.005246350541710854,
-0.05232119560241699,
0.05887598171830177,
-0.04231290519237518,
0.09257762134075165,
0.024709271267056465,
0.061424288898706436,
-0.0226567592471838,
0.06938014924526215,
-7.289449395202764e-34,
-0.04252871870994568,
0.01593622751533985,
-0.10330375283956528,
-0.08275006711483002,
0.011315089650452137,
0.006020255386829376,
0.002846712013706565,
-0.0837266594171524,
0.0026437295600771904,
0.06777165085077286,
-0.022389406338334084,
0.07138016074895859,
-0.021428922191262245,
0.04372487589716911,
0.05824872478842735,
-0.019517553970217705,
0.04055728763341904,
-0.043795570731163025,
-0.06375449150800705,
0.029479561373591423,
0.004279315005987883,
0.003893825691193342,
0.07916658371686935,
-0.03121749311685562,
0.0445268377661705,
-0.038835566490888596,
-0.01879267394542694,
0.023323768749833107,
0.056722693145275116,
0.024521388113498688,
0.004337380640208721,
-0.027207693085074425,
-0.05266154184937477,
0.03174769505858421,
0.01755812205374241,
0.03453867509961128,
0.006986988242715597,
0.049298014491796494,
-0.019834201782941818,
-0.00032791757257655263,
0.005341461393982172,
0.04935595020651817,
0.033028047531843185,
-0.04778251051902771,
0.005563890561461449,
-0.04661702737212181,
-0.021988390013575554,
0.08664482831954956,
-0.026802070438861847,
0.08039090782403946,
-0.03006923757493496,
-0.08126099407672882,
-0.12467056512832642,
-0.05717344209551811,
0.006372358184307814,
0.035769302397966385,
-0.052982766181230545,
0.056102361530065536,
-0.0002510658814571798,
-0.008016219362616539,
-0.06960400938987732,
-0.005702885799109936,
0.08124781399965286,
0.0015010501956567168,
0.03991211950778961,
0.035548996180295944,
0.0842430591583252,
-0.0037228399887681007,
-0.014460450038313866,
-0.0482550710439682,
-0.07629555463790894,
0.009574739262461662,
-0.01755000837147236,
-0.020639775320887566,
-0.0045367516577243805,
0.009041870944201946,
0.03256544843316078,
-0.01044487301260233,
-0.003589001717045903,
0.11435957998037338,
-0.08342251181602478,
0.08750035613775253,
0.03311347961425781,
0.0703713670372963,
0.02536947652697563,
0.10579108446836472,
-0.04634164273738861,
0.0008096197270788252,
-0.024800937622785568,
-0.016361532732844353,
0.011164795607328415,
0.07663869112730026,
-0.057757213711738586,
-0.06801710277795792,
0.052922338247299194,
-6.556474484522335e-34,
0.05603953078389168,
0.01574055291712284,
0.011046173050999641,
0.008346297778189182,
0.004474908113479614,
-0.054940901696681976,
0.03955883905291557,
0.0069768428802490234,
-0.03707508370280266,
0.029764624312520027,
-0.035537175834178925,
0.06200579181313515,
-0.028527073562145233,
0.013867935165762901,
-0.05763525515794754,
-0.02888357639312744,
0.016928933560848236,
-0.011379987001419067,
0.05273265391588211,
0.01277235709130764,
-0.013457674533128738,
0.023569723591208458,
0.05215365067124367,
0.006372432224452496,
-0.08322088420391083,
0.07260902225971222,
0.13116855919361115,
0.015580937266349792,
-0.04733775556087494,
-0.04735109210014343,
0.004962100647389889,
0.06951446831226349,
0.09006013721227646,
-0.02051614783704281,
0.07049566507339478,
0.0022210918832570314,
0.022405147552490234,
-0.03135605901479721,
-0.09280067682266235,
0.0008481794502586126,
0.04020422697067261,
0.0005120316636748612,
0.016363298520445824,
-0.11337887495756149,
-0.035253897309303284,
0.03064705990254879,
0.03374432027339935,
0.0535617396235466,
-0.06671014428138733,
-0.03228071331977844,
-0.020523780956864357,
-0.060538213700056076,
-0.02955668792128563,
-0.011327448301017284,
-0.00508212111890316,
0.05447322502732277,
-0.04832397773861885,
0.06931284070014954,
0.09047308564186096,
0.03933947905898094,
0.0009925826452672482,
-0.02084861509501934,
-0.038143422454595566,
0.011721072718501091,
0.010910051874816418,
0.04463663324713707,
-0.010836717672646046,
0.05923495814204216,
-0.06943464279174805,
0.10912059247493744,
0.05642353743314743,
-0.0568428635597229,
0.028082123026251793,
0.03596949204802513,
0.051700107753276825,
-0.027255304157733917,
-0.12169577181339264,
0.0817505344748497,
-0.022210510447621346,
0.030686479061841965,
-0.007377367001026869,
-0.009811436757445335,
-0.010334008373320103,
0.04888848215341568,
0.0226726233959198,
0.02100841887295246,
-0.04842468723654747,
-0.14665141701698303,
0.0010625181021168828,
-0.0950557217001915,
0.09446835517883301,
0.00042113225208595395,
-0.041323598474264145,
0.009392904117703438,
0.023601312190294266,
-3.586958996493195e-8,
0.0005242981133051217,
-0.029428819194436073,
0.04585722088813782,
-0.01406820584088564,
-0.02521337755024433,
-0.03863479197025299,
0.02856263518333435,
0.01798706315457821,
-0.014904255978763103,
-0.13113602995872498,
-0.05298813059926033,
-0.03978698328137398,
-0.019392376765608788,
0.050387755036354065,
0.02678304724395275,
0.00013297973782755435,
0.05096905305981636,
-0.041482917964458466,
0.0015964159974828362,
-0.029635010287165642,
0.012940874323248863,
-0.032478589564561844,
0.044104333966970444,
0.04753334820270538,
-0.030885212123394012,
0.07013837993144989,
-0.08186431974172592,
-0.08235381543636322,
0.02230762504041195,
-0.05343715101480484,
0.10148467868566513,
0.030156215652823448,
0.01118328608572483,
0.028759906068444252,
-0.011659789830446243,
-0.034017447382211685,
-0.08143533766269684,
-0.03614839166402817,
-0.08942165970802307,
-0.04661022499203682,
-0.08637404441833496,
0.055393435060977936,
-0.009487763978540897,
-0.019872469827532768,
0.014334311708807945,
0.03709084913134575,
0.1173221692442894,
-0.05659305304288864,
-0.06750982254743576,
0.011255212128162384,
-0.05481573939323425,
0.0035124809946864843,
0.010235137306153774,
0.035336144268512726,
0.0434073843061924,
0.013109808787703514,
0.07310789078474045,
-0.12496498972177505,
-0.07106051594018936,
0.0819282978773117,
-0.04125649482011795,
-0.0038756581488996744,
-0.0736595094203949,
-0.0031509522814303637
] |
1402.1156
|
Pavel Naumov
|
Pavel Naumov and Margaret Protzman
|
Equilibria Interchangeability in Cellular Games
| null | null | null | null |
cs.GT math.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The notion of interchangeability has been introduced by John Nash in one of
his original papers on equilibria. This paper studies properties of Nash
equilibria interchangeability in cellular games that model behavior of infinite
chain of homogeneous economic agents. The paper shows that there are games in
which strategy of any given player is interchangeable with strategies of
players in an arbitrary large neighborhood of the given player, but is not
interchangeable with the strategy of a remote player outside of the
neighborhood. The main technical result is a sound and complete logical system
describing universal properties of interchangeability common to all cellular
games.
|
[
{
"created": "Wed, 5 Feb 2014 20:32:28 GMT",
"version": "v1"
},
{
"created": "Fri, 7 Feb 2014 03:55:40 GMT",
"version": "v2"
}
] |
2014-02-10
|
[
[
"Naumov",
"Pavel",
""
],
[
"Protzman",
"Margaret",
""
]
] |
[
0.035428255796432495,
-0.028430074453353882,
-0.057236891239881516,
-0.13887403905391693,
-0.0833396464586258,
0.03377941623330116,
0.05128221586346626,
-0.024488763883709908,
0.021461687982082367,
0.054877448827028275,
-0.005592321045696735,
0.03730010241270065,
0.06400618702173233,
0.018420729786157608,
0.058372121304273605,
-0.020898593589663506,
-0.017818069085478783,
0.019176989793777466,
-0.0012760080862790346,
0.02774953283369541,
0.027420902624726295,
-0.027581708505749702,
-0.0852922573685646,
-0.039476677775382996,
-0.08321623504161835,
0.0008633268880657852,
-0.002773105865344405,
0.037890441715717316,
-0.08339030295610428,
-0.044455863535404205,
-0.03466277942061424,
0.056646451354026794,
-0.02958601340651512,
0.06116696819663048,
-0.04746979475021362,
0.04102718085050583,
-0.10289989411830902,
-0.005245964042842388,
0.022308016195893288,
0.020243341103196144,
0.003959032706916332,
-0.0040901736356318,
-0.06908527761697769,
-0.018194356933236122,
-0.051879871636629105,
0.028757192194461823,
-0.06352287530899048,
0.025783250108361244,
-0.0031382308807224035,
-0.04356454685330391,
-0.06773253530263901,
0.002000225707888603,
-0.050148967653512955,
-0.014394727535545826,
0.095791295170784,
0.014141612686216831,
0.020106809213757515,
0.08034859597682953,
0.004544853698462248,
-0.05110190063714981,
0.002171371830627322,
-0.017768405377864838,
-0.017109142616391182,
0.03223447501659393,
0.09449789673089981,
-0.06053776666522026,
-0.01582791469991207,
0.03590942919254303,
-0.06358139961957932,
-0.030311118811368942,
-0.022463828325271606,
-0.0011734662111848593,
-0.04221072793006897,
-0.041651979088783264,
-0.03414264693856239,
0.021549686789512634,
-0.0050539011135697365,
0.07329694926738739,
-0.0013677976094186306,
0.04270448163151741,
-0.044850513339042664,
-0.037786420434713364,
-0.029317086562514305,
-0.026933856308460236,
-0.02861366607248783,
-0.0714116021990776,
-0.05497032031416893,
-0.01616695709526539,
0.18251897394657135,
-0.047527655959129333,
-0.07630600035190582,
0.07743128389120102,
0.09594276547431946,
0.021068068221211433,
0.024996841326355934,
0.027567517012357712,
0.002008180832490325,
-0.0846930518746376,
0.06894711405038834,
0.04690259322524071,
0.013939064927399158,
-0.004218222573399544,
0.04129062220454216,
0.037056658416986465,
0.07720359414815903,
0.001812998205423355,
-0.04592088609933853,
0.0013190812896937132,
-0.017685972154140472,
-0.017758574336767197,
-0.0867602527141571,
-0.027927476912736893,
0.06758671998977661,
0.008636081591248512,
-0.09178705513477325,
0.017498280853033066,
0.05932354927062988,
-0.001052654581144452,
-0.028408894315361977,
-0.0021884324960410595,
0.051241643726825714,
-0.036947477608919144,
-0.01840263232588768,
0.07213471829891205,
0.022406071424484253,
0.09813597053289413,
0.019764920696616173,
3.678142394874077e-33,
-0.05673721805214882,
-0.09243757277727127,
0.03710519149899483,
0.03226272761821747,
0.019297990947961807,
-0.02824714593589306,
0.030108625069260597,
-0.045908123254776,
-0.03779248520731926,
-0.0738321840763092,
-0.003931684885174036,
0.2079235315322876,
0.014663245528936386,
0.0807560533285141,
0.063413105905056,
0.02034873701632023,
-0.061201244592666626,
-0.005131974350661039,
0.12925757467746735,
-0.04649113863706589,
0.01439252682030201,
0.046040043234825134,
-0.004170534200966358,
0.018792180344462395,
-0.04208702966570854,
0.03171554207801819,
-0.029166504740715027,
-0.029220394790172577,
0.08248002082109451,
-0.021868925541639328,
0.006227138452231884,
-0.023621995002031326,
-0.06708028167486191,
0.01706722378730774,
0.00017743249190971255,
0.07181204110383987,
-0.04817022383213043,
-0.024139732122421265,
-0.03987392038106918,
-0.024717530235648155,
-0.04523463174700737,
0.0031809734646230936,
-0.016909364610910416,
-0.012707443907856941,
0.0028797867707908154,
-0.039665427058935165,
-0.03796929866075516,
0.007883388549089432,
-0.07489655166864395,
-0.03668273240327835,
0.015363295562565327,
0.01149435993283987,
-0.0018581628100946546,
-0.1520717889070511,
-0.024252066388726234,
-0.03903011605143547,
-0.015267735347151756,
0.0695091187953949,
-0.058079998940229416,
0.07810142636299133,
-0.010934840887784958,
-0.027146542444825172,
0.0345768928527832,
-0.017505599185824394,
-0.01364058256149292,
0.08101969957351685,
-0.030269643291831017,
-0.017093772068619728,
0.06453799456357956,
-0.02384956367313862,
0.08661213517189026,
0.028865737840533257,
0.03835281729698181,
0.07688761502504349,
-0.04290308058261871,
-0.0222984217107296,
-0.035960420966148376,
-0.002570156008005142,
-0.021704280748963356,
-0.03291533887386322,
-0.09475084394216537,
0.037333790212869644,
-0.10729406774044037,
-0.019583510234951973,
-0.048890940845012665,
-0.05406276509165764,
-0.0026681318413466215,
-0.012633698992431164,
0.021413026377558708,
0.06851372122764587,
-0.053617410361766815,
0.004308463539928198,
0.016621455550193787,
0.050907883793115616,
0.10721627622842789,
-7.39070326434023e-33,
-0.06596262007951736,
-0.08211022615432739,
-0.042223162949085236,
0.05399232730269432,
0.045807234942913055,
0.038355808705091476,
0.020353272557258606,
-0.013149330392479897,
-0.020127570256590843,
0.016011111438274384,
-0.08217500150203705,
0.10014183819293976,
0.05410350486636162,
-0.02325124479830265,
-0.04733444005250931,
-0.0757482647895813,
0.07607973366975784,
0.027302667498588562,
-0.05406520143151283,
0.05332690477371216,
0.041510846465826035,
0.027484046295285225,
-0.017285972833633423,
0.02563360333442688,
0.03652970865368843,
-0.01792239397764206,
-0.055266398936510086,
0.0006881938315927982,
-0.05573733523488045,
0.0307312048971653,
0.033957429230213165,
-0.07411685585975647,
-0.019195927307009697,
0.052562251687049866,
0.03722206875681877,
0.017234625294804573,
0.020175263285636902,
0.01597769930958748,
-0.038505300879478455,
0.015973173081874847,
-0.02566637471318245,
-0.11426793038845062,
-0.049342166632413864,
0.045255329459905624,
0.07600360363721848,
0.001830124412663281,
-0.024733850732445717,
-0.0173549372702837,
0.0041060433723032475,
-0.04178241267800331,
0.06229770928621292,
0.0792246088385582,
-0.01718890108168125,
-0.07272767275571823,
-0.07720226794481277,
0.05717885494232178,
0.04361242428421974,
0.0056207203306257725,
-0.016332894563674927,
-0.0354340486228466,
0.09577001631259918,
-0.04661707952618599,
-0.07293359935283661,
0.07089013606309891,
-0.03032439760863781,
0.02619033493101597,
-0.020904501900076866,
-0.0636553168296814,
0.08451637625694275,
-0.06288129836320877,
-0.020740287378430367,
-0.0028777271509170532,
-0.06584617495536804,
-0.06077929586172104,
0.08200231939554214,
0.07294057309627533,
-0.015252835117280483,
0.08854872733354568,
0.0020530996844172478,
-0.01806885004043579,
-0.06254124641418457,
0.05897442251443863,
0.032213110476732254,
0.030525779351592064,
-0.042333152145147324,
-0.008875026367604733,
0.008554462343454361,
0.0020836610347032547,
-0.04399513080716133,
-0.07236900180578232,
0.0583205446600914,
-0.03461458534002304,
-0.010090978816151619,
-0.016760041937232018,
-0.08698110282421112,
-4.093816841077569e-8,
0.035848718136548996,
-0.00931063573807478,
0.05444787070155144,
0.0101449741050601,
-0.07360908389091492,
-0.03538714721798897,
0.003700079396367073,
-0.06724376976490021,
-0.005049678962677717,
0.13899581134319305,
-0.005229323636740446,
0.11103871464729309,
0.06655789911746979,
0.06400196999311447,
-0.00287305423989892,
0.028027407824993134,
0.006051554810255766,
-0.04857833310961723,
-0.04925650730729103,
0.10595280677080154,
-0.02381962165236473,
0.02446504309773445,
-0.06843539327383041,
0.05500107631087303,
-0.019700411707162857,
0.003999303560703993,
-0.0426340326666832,
-0.03760252147912979,
0.019888469949364662,
0.06408413499593735,
0.09554727375507355,
0.028504442423582077,
-0.0008973573567345738,
-0.01657242327928543,
0.0246555395424366,
-0.04054917022585869,
0.06103979051113129,
0.0671820417046547,
0.011408388614654541,
-0.05406078323721886,
-0.05278391391038895,
-0.03228446841239929,
-0.10169180482625961,
0.0006502307951450348,
0.061702460050582886,
-0.007138131186366081,
-0.016836918890476227,
-0.04018891975283623,
0.009640452452003956,
0.009473388083279133,
-0.015073624439537525,
0.07539890706539154,
-0.06619927287101746,
-0.09511102735996246,
0.054229121655225754,
-0.050499457865953445,
-0.012780159711837769,
-0.02772933430969715,
0.03255322575569153,
0.003487135749310255,
0.03159559518098831,
0.016999147832393646,
-0.025875624269247055,
-0.05163996294140816
] | null | null | null | null | null | null | null |
[
0.035428255796432495,
-0.028430074453353882,
-0.057236891239881516,
-0.13887403905391693,
-0.0833396464586258,
0.03377941623330116,
0.05128221586346626,
-0.024488763883709908,
0.021461687982082367,
0.054877448827028275,
-0.005592321045696735,
0.03730010241270065,
0.06400618702173233,
0.018420729786157608,
0.058372121304273605,
-0.020898593589663506,
-0.017818069085478783,
0.019176989793777466,
-0.0012760080862790346,
0.02774953283369541,
0.027420902624726295,
-0.027581708505749702,
-0.0852922573685646,
-0.039476677775382996,
-0.08321623504161835,
0.0008633268880657852,
-0.002773105865344405,
0.037890441715717316,
-0.08339030295610428,
-0.044455863535404205,
-0.03466277942061424,
0.056646451354026794,
-0.02958601340651512,
0.06116696819663048,
-0.04746979475021362,
0.04102718085050583,
-0.10289989411830902,
-0.005245964042842388,
0.022308016195893288,
0.020243341103196144,
0.003959032706916332,
-0.0040901736356318,
-0.06908527761697769,
-0.018194356933236122,
-0.051879871636629105,
0.028757192194461823,
-0.06352287530899048,
0.025783250108361244,
-0.0031382308807224035,
-0.04356454685330391,
-0.06773253530263901,
0.002000225707888603,
-0.050148967653512955,
-0.014394727535545826,
0.095791295170784,
0.014141612686216831,
0.020106809213757515,
0.08034859597682953,
0.004544853698462248,
-0.05110190063714981,
0.002171371830627322,
-0.017768405377864838,
-0.017109142616391182,
0.03223447501659393,
0.09449789673089981,
-0.06053776666522026,
-0.01582791469991207,
0.03590942919254303,
-0.06358139961957932,
-0.030311118811368942,
-0.022463828325271606,
-0.0011734662111848593,
-0.04221072793006897,
-0.041651979088783264,
-0.03414264693856239,
0.021549686789512634,
-0.0050539011135697365,
0.07329694926738739,
-0.0013677976094186306,
0.04270448163151741,
-0.044850513339042664,
-0.037786420434713364,
-0.029317086562514305,
-0.026933856308460236,
-0.02861366607248783,
-0.0714116021990776,
-0.05497032031416893,
-0.01616695709526539,
0.18251897394657135,
-0.047527655959129333,
-0.07630600035190582,
0.07743128389120102,
0.09594276547431946,
0.021068068221211433,
0.024996841326355934,
0.027567517012357712,
0.002008180832490325,
-0.0846930518746376,
0.06894711405038834,
0.04690259322524071,
0.013939064927399158,
-0.004218222573399544,
0.04129062220454216,
0.037056658416986465,
0.07720359414815903,
0.001812998205423355,
-0.04592088609933853,
0.0013190812896937132,
-0.017685972154140472,
-0.017758574336767197,
-0.0867602527141571,
-0.027927476912736893,
0.06758671998977661,
0.008636081591248512,
-0.09178705513477325,
0.017498280853033066,
0.05932354927062988,
-0.001052654581144452,
-0.028408894315361977,
-0.0021884324960410595,
0.051241643726825714,
-0.036947477608919144,
-0.01840263232588768,
0.07213471829891205,
0.022406071424484253,
0.09813597053289413,
0.019764920696616173,
3.678142394874077e-33,
-0.05673721805214882,
-0.09243757277727127,
0.03710519149899483,
0.03226272761821747,
0.019297990947961807,
-0.02824714593589306,
0.030108625069260597,
-0.045908123254776,
-0.03779248520731926,
-0.0738321840763092,
-0.003931684885174036,
0.2079235315322876,
0.014663245528936386,
0.0807560533285141,
0.063413105905056,
0.02034873701632023,
-0.061201244592666626,
-0.005131974350661039,
0.12925757467746735,
-0.04649113863706589,
0.01439252682030201,
0.046040043234825134,
-0.004170534200966358,
0.018792180344462395,
-0.04208702966570854,
0.03171554207801819,
-0.029166504740715027,
-0.029220394790172577,
0.08248002082109451,
-0.021868925541639328,
0.006227138452231884,
-0.023621995002031326,
-0.06708028167486191,
0.01706722378730774,
0.00017743249190971255,
0.07181204110383987,
-0.04817022383213043,
-0.024139732122421265,
-0.03987392038106918,
-0.024717530235648155,
-0.04523463174700737,
0.0031809734646230936,
-0.016909364610910416,
-0.012707443907856941,
0.0028797867707908154,
-0.039665427058935165,
-0.03796929866075516,
0.007883388549089432,
-0.07489655166864395,
-0.03668273240327835,
0.015363295562565327,
0.01149435993283987,
-0.0018581628100946546,
-0.1520717889070511,
-0.024252066388726234,
-0.03903011605143547,
-0.015267735347151756,
0.0695091187953949,
-0.058079998940229416,
0.07810142636299133,
-0.010934840887784958,
-0.027146542444825172,
0.0345768928527832,
-0.017505599185824394,
-0.01364058256149292,
0.08101969957351685,
-0.030269643291831017,
-0.017093772068619728,
0.06453799456357956,
-0.02384956367313862,
0.08661213517189026,
0.028865737840533257,
0.03835281729698181,
0.07688761502504349,
-0.04290308058261871,
-0.0222984217107296,
-0.035960420966148376,
-0.002570156008005142,
-0.021704280748963356,
-0.03291533887386322,
-0.09475084394216537,
0.037333790212869644,
-0.10729406774044037,
-0.019583510234951973,
-0.048890940845012665,
-0.05406276509165764,
-0.0026681318413466215,
-0.012633698992431164,
0.021413026377558708,
0.06851372122764587,
-0.053617410361766815,
0.004308463539928198,
0.016621455550193787,
0.050907883793115616,
0.10721627622842789,
-7.39070326434023e-33,
-0.06596262007951736,
-0.08211022615432739,
-0.042223162949085236,
0.05399232730269432,
0.045807234942913055,
0.038355808705091476,
0.020353272557258606,
-0.013149330392479897,
-0.020127570256590843,
0.016011111438274384,
-0.08217500150203705,
0.10014183819293976,
0.05410350486636162,
-0.02325124479830265,
-0.04733444005250931,
-0.0757482647895813,
0.07607973366975784,
0.027302667498588562,
-0.05406520143151283,
0.05332690477371216,
0.041510846465826035,
0.027484046295285225,
-0.017285972833633423,
0.02563360333442688,
0.03652970865368843,
-0.01792239397764206,
-0.055266398936510086,
0.0006881938315927982,
-0.05573733523488045,
0.0307312048971653,
0.033957429230213165,
-0.07411685585975647,
-0.019195927307009697,
0.052562251687049866,
0.03722206875681877,
0.017234625294804573,
0.020175263285636902,
0.01597769930958748,
-0.038505300879478455,
0.015973173081874847,
-0.02566637471318245,
-0.11426793038845062,
-0.049342166632413864,
0.045255329459905624,
0.07600360363721848,
0.001830124412663281,
-0.024733850732445717,
-0.0173549372702837,
0.0041060433723032475,
-0.04178241267800331,
0.06229770928621292,
0.0792246088385582,
-0.01718890108168125,
-0.07272767275571823,
-0.07720226794481277,
0.05717885494232178,
0.04361242428421974,
0.0056207203306257725,
-0.016332894563674927,
-0.0354340486228466,
0.09577001631259918,
-0.04661707952618599,
-0.07293359935283661,
0.07089013606309891,
-0.03032439760863781,
0.02619033493101597,
-0.020904501900076866,
-0.0636553168296814,
0.08451637625694275,
-0.06288129836320877,
-0.020740287378430367,
-0.0028777271509170532,
-0.06584617495536804,
-0.06077929586172104,
0.08200231939554214,
0.07294057309627533,
-0.015252835117280483,
0.08854872733354568,
0.0020530996844172478,
-0.01806885004043579,
-0.06254124641418457,
0.05897442251443863,
0.032213110476732254,
0.030525779351592064,
-0.042333152145147324,
-0.008875026367604733,
0.008554462343454361,
0.0020836610347032547,
-0.04399513080716133,
-0.07236900180578232,
0.0583205446600914,
-0.03461458534002304,
-0.010090978816151619,
-0.016760041937232018,
-0.08698110282421112,
-4.093816841077569e-8,
0.035848718136548996,
-0.00931063573807478,
0.05444787070155144,
0.0101449741050601,
-0.07360908389091492,
-0.03538714721798897,
0.003700079396367073,
-0.06724376976490021,
-0.005049678962677717,
0.13899581134319305,
-0.005229323636740446,
0.11103871464729309,
0.06655789911746979,
0.06400196999311447,
-0.00287305423989892,
0.028027407824993134,
0.006051554810255766,
-0.04857833310961723,
-0.04925650730729103,
0.10595280677080154,
-0.02381962165236473,
0.02446504309773445,
-0.06843539327383041,
0.05500107631087303,
-0.019700411707162857,
0.003999303560703993,
-0.0426340326666832,
-0.03760252147912979,
0.019888469949364662,
0.06408413499593735,
0.09554727375507355,
0.028504442423582077,
-0.0008973573567345738,
-0.01657242327928543,
0.0246555395424366,
-0.04054917022585869,
0.06103979051113129,
0.0671820417046547,
0.011408388614654541,
-0.05406078323721886,
-0.05278391391038895,
-0.03228446841239929,
-0.10169180482625961,
0.0006502307951450348,
0.061702460050582886,
-0.007138131186366081,
-0.016836918890476227,
-0.04018891975283623,
0.009640452452003956,
0.009473388083279133,
-0.015073624439537525,
0.07539890706539154,
-0.06619927287101746,
-0.09511102735996246,
0.054229121655225754,
-0.050499457865953445,
-0.012780159711837769,
-0.02772933430969715,
0.03255322575569153,
0.003487135749310255,
0.03159559518098831,
0.016999147832393646,
-0.025875624269247055,
-0.05163996294140816
] |
1402.1161
|
Claudio Conti
|
Nicola Bulso and Claudio Conti
|
Effective dissipation and nonlocality induced by nonparaxiality
|
8 pages, 6 figures
|
Phys. Rev. A 89, 023804 (2014)
|
10.1103/PhysRevA.89.023804
| null |
physics.optics nlin.PS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We investigate beam diffraction and spatial modulation instability of
coherent light beams propagating in the non-paraxial regime in a nonlinear Kerr
medium. We study the instability of plane wave solutions in terms of the degree
of non-paraxiality, beyond the regime of validity of the nonlinear Schroedinger
equation. We also numerically analyze the way non-paraxial terms breaks the
integrability and affect the periodical evolution of higher order soliton
solutions. We discuss non-locality and effective dissipation introduced by the
non-linear coupling with evanescent waves.
|
[
{
"created": "Wed, 5 Feb 2014 16:58:34 GMT",
"version": "v1"
}
] |
2014-02-07
|
[
[
"Bulso",
"Nicola",
""
],
[
"Conti",
"Claudio",
""
]
] |
[
-0.00010961242514895275,
-0.09648936986923218,
0.04896198958158493,
0.09000515192747116,
-0.08399330824613571,
-0.044819917529821396,
0.003367324359714985,
-0.07104196399450302,
-0.0199502632021904,
-0.0017345036612823606,
0.052230481058359146,
0.10044713318347931,
-0.08670639246702194,
-0.015424522571265697,
-0.023054879158735275,
0.06095605716109276,
0.014968548901379108,
-0.037348635494709015,
-0.08236408978700638,
0.02022617496550083,
0.06395973265171051,
-0.06643857061862946,
-0.05489074066281319,
0.015525159426033497,
0.015614884905517101,
0.008562497794628143,
0.07787952572107315,
-0.026757702231407166,
0.04248668625950813,
0.03590642660856247,
0.02544177696108818,
0.04520619288086891,
-0.14018847048282623,
0.056371454149484634,
-0.013196500018239021,
-0.028312457725405693,
0.0015264226822182536,
0.01967516727745533,
-0.01835106685757637,
-0.006207187194377184,
-0.010003337636590004,
0.0639798641204834,
-0.07695230096578598,
0.008968420326709747,
0.029064606875181198,
-0.036107003688812256,
-0.03042033314704895,
0.002117832424119115,
-0.047903578728437424,
-0.02071731723845005,
-0.09153357148170471,
0.00018362888658884913,
0.015623507089912891,
0.002823819871991873,
0.08503071963787079,
0.0004599651147145778,
-0.016593722626566887,
0.04786286875605583,
0.018757669255137444,
-0.04210074990987778,
0.07237081974744797,
0.02210409753024578,
-0.028446095064282417,
-0.0534304715692997,
0.011464727111160755,
0.002189069287851453,
0.005938644986599684,
0.07622634619474411,
-0.01772448793053627,
0.08587997406721115,
-0.0035086204297840595,
-0.007270404603332281,
0.057494763284921646,
0.012725261971354485,
0.048380132764577866,
-0.00934233982115984,
0.03308861702680588,
0.06312499940395355,
-0.011283542960882187,
0.07584057748317719,
0.059871479868888855,
-0.05828499048948288,
-0.055848900228738785,
0.040826547890901566,
0.016105424612760544,
0.0017966881860047579,
-0.0095900883898139,
-0.03155231103301048,
0.007923339493572712,
-0.024663204327225685,
-0.0482330285012722,
-0.032556261867284775,
0.049872446805238724,
-0.1345376968383789,
0.10116223990917206,
-0.07632232457399368,
-0.02939578890800476,
-0.07260457426309586,
0.015059968456625938,
0.0174357108771801,
0.01962215267121792,
-0.03649896755814552,
0.02053011767566204,
0.08238402009010315,
-0.03754458576440811,
-0.0184552650898695,
0.0007892927969805896,
0.10052749514579773,
-0.1094740703701973,
0.08701907098293304,
0.04865555837750435,
0.025462284684181213,
0.010749505832791328,
0.01640794612467289,
-0.009684375487267971,
-0.0017110093031078577,
0.03563925623893738,
0.0671095997095108,
-0.005791856907308102,
-0.01301109604537487,
-0.016539867967367172,
0.029585719108581543,
0.011138328351080418,
0.05669867992401123,
-0.10170117020606995,
0.052107878029346466,
0.007045565638691187,
-3.201023564212711e-34,
0.06145976483821869,
0.023482462391257286,
-0.04866917431354523,
0.011279474012553692,
-0.02970503456890583,
-0.05303054675459862,
0.11666392534971237,
-0.02078421227633953,
-0.078641377389431,
-0.016600020229816437,
-0.0009676287299953401,
0.05606967210769653,
0.026482174172997475,
-0.017054786905646324,
0.0769742876291275,
-0.00458824448287487,
0.02250272035598755,
0.019567839801311493,
-0.02605716697871685,
0.11179458349943161,
0.029688136652112007,
-0.04692568629980087,
-0.03253326565027237,
-0.07982955873012543,
-0.053021565079689026,
-0.03024236671626568,
-0.03291600942611694,
-0.021982945501804352,
0.012509592808783054,
0.007603991311043501,
0.04330415651202202,
0.07178996503353119,
0.022883374243974686,
-0.054054778069257736,
0.09879946708679199,
-0.006991661619395018,
0.005830708425492048,
0.030335644260048866,
-0.018769387155771255,
0.04338240623474121,
-0.031009837985038757,
-0.051183901727199554,
0.03893071785569191,
0.11275063455104828,
0.1073111966252327,
-0.054691631346940994,
0.026959562674164772,
0.026939895004034042,
-0.05696184188127518,
-0.01407874096184969,
-0.0727672204375267,
-0.03776496648788452,
-0.05937473848462105,
0.02953394688665867,
0.0674574077129364,
-0.03926240652799606,
0.07622846961021423,
-0.07687132060527802,
0.008507411926984787,
-0.056837230920791626,
0.04645157977938652,
-0.1659768521785736,
0.036153394728899,
-0.029350243508815765,
0.009877242147922516,
-0.03508904203772545,
-0.07595745474100113,
-0.01124652661383152,
-0.061585038900375366,
0.030763771384954453,
0.021165452897548676,
0.018155541270971298,
-0.05329933017492294,
-0.01795300841331482,
0.060890283435583115,
-0.0865282416343689,
0.024843730032444,
0.09895607084035873,
0.00852796621620655,
0.038129035383462906,
-0.010787460952997208,
-0.06715099513530731,
-0.05448998883366585,
0.09124884009361267,
-0.01855793222784996,
0.04218936711549759,
-0.04757586494088173,
0.017956841737031937,
-0.08270822465419769,
-0.043474841862916946,
-0.020131003111600876,
0.07103203237056732,
0.0399814173579216,
-0.03978709131479263,
0.02315058372914791,
-1.653329131011701e-33,
0.05083470046520233,
0.006768513470888138,
-0.05552953481674194,
0.028568478301167488,
0.009343085810542107,
0.12701494991779327,
-0.02622731775045395,
0.04782741144299507,
0.034750841557979584,
-0.04801560193300247,
-0.012580780312418938,
-0.005924747325479984,
-0.009314962662756443,
-0.03710191324353218,
-0.036760784685611725,
-0.026539215818047523,
0.09179864078760147,
0.01587788388133049,
0.031035777181386948,
-0.01113974954932928,
0.05721346288919449,
-0.014517667703330517,
0.07022125273942947,
-0.03107410855591297,
0.038180653005838394,
-0.012744682841002941,
0.034286778420209885,
0.10004868358373642,
-0.08020973950624466,
0.038002077490091324,
0.05448504909873009,
0.01925545372068882,
0.03464988246560097,
-0.04199187085032463,
-0.07024969905614853,
0.12491010874509811,
-0.012516147457063198,
-0.09770473092794418,
-0.04277893900871277,
-0.005137643776834011,
0.016293587163090706,
0.07792941480875015,
0.06385866552591324,
0.02649715542793274,
-0.047395896166563034,
-0.021088169887661934,
0.022867253050208092,
-0.021400107070803642,
-0.019986437633633614,
-0.02231478877365589,
-0.005453034769743681,
-0.031028004363179207,
-0.028204796835780144,
0.026058340445160866,
-0.051665905863046646,
0.08321463316679001,
-0.054165374487638474,
0.05058895796537399,
-0.013988780789077282,
0.04993249848484993,
-0.026181725785136223,
0.013490943238139153,
0.15703238546848297,
-0.009427890181541443,
0.03774050623178482,
-0.01855652779340744,
-0.05387881025671959,
0.08123219758272171,
-0.016130877658724785,
-0.06090150028467178,
-0.03391292318701744,
-0.09844094514846802,
0.019456686452031136,
0.02575562335550785,
0.03273523226380348,
-0.044572506099939346,
0.013723863288760185,
0.024622159078717232,
-0.0030555804260075092,
-0.02050193026661873,
0.08674350380897522,
0.04096139594912529,
-0.011123986914753914,
0.03168093413114548,
-0.046634841710329056,
-0.031658004969358444,
0.03980311006307602,
-0.04680564999580383,
-0.05404571816325188,
0.040337201207876205,
0.03026142716407776,
-0.01802070438861847,
-0.014499591663479805,
-0.10831999778747559,
0.1408682018518448,
-4.07537221747134e-8,
0.06421893835067749,
0.012540261261165142,
-0.14219550788402557,
0.035148296505212784,
-0.030226515606045723,
-0.04900167137384415,
-0.04968486353754997,
-0.005428357981145382,
0.0019031369592994452,
-0.03579140082001686,
-0.006437184754759073,
-0.023568671196699142,
-0.04855054244399071,
-0.04920665919780731,
-0.03072018176317215,
-0.03211626037955284,
-0.011596161872148514,
-0.05448196455836296,
-0.019900882616639137,
0.017596229910850525,
-0.060015968978405,
-0.0035585120785981417,
0.05021417886018753,
-0.023453794419765472,
-0.023240629583597183,
0.03885885328054428,
-0.009260987862944603,
-0.07880300283432007,
-0.032462045550346375,
0.036601826548576355,
0.031660642474889755,
-0.011189118959009647,
-0.022615518420934677,
0.029855435714125633,
-0.1765575110912323,
-0.03256623074412346,
-0.05146362632513046,
-0.019604306668043137,
-0.06480754911899567,
-0.04537628963589668,
-0.02348543517291546,
0.09086282551288605,
-0.030460301786661148,
0.016948925331234932,
0.021626416593790054,
0.10029884427785873,
0.024782689288258553,
-0.011268015950918198,
0.013715045526623726,
0.07025398313999176,
-0.021978730335831642,
0.04510025680065155,
-0.04623417928814888,
-0.029548747465014458,
-0.027788326144218445,
-0.05166662111878395,
0.03820163384079933,
-0.027008354663848877,
0.011465425603091717,
-0.01640668325126171,
0.017596080899238586,
0.0336691290140152,
0.0021414696238934994,
0.030942197889089584
] | null | null | null | null | null | null | null |
[
-0.00010961242514895275,
-0.09648936986923218,
0.04896198958158493,
0.09000515192747116,
-0.08399330824613571,
-0.044819917529821396,
0.003367324359714985,
-0.07104196399450302,
-0.0199502632021904,
-0.0017345036612823606,
0.052230481058359146,
0.10044713318347931,
-0.08670639246702194,
-0.015424522571265697,
-0.023054879158735275,
0.06095605716109276,
0.014968548901379108,
-0.037348635494709015,
-0.08236408978700638,
0.02022617496550083,
0.06395973265171051,
-0.06643857061862946,
-0.05489074066281319,
0.015525159426033497,
0.015614884905517101,
0.008562497794628143,
0.07787952572107315,
-0.026757702231407166,
0.04248668625950813,
0.03590642660856247,
0.02544177696108818,
0.04520619288086891,
-0.14018847048282623,
0.056371454149484634,
-0.013196500018239021,
-0.028312457725405693,
0.0015264226822182536,
0.01967516727745533,
-0.01835106685757637,
-0.006207187194377184,
-0.010003337636590004,
0.0639798641204834,
-0.07695230096578598,
0.008968420326709747,
0.029064606875181198,
-0.036107003688812256,
-0.03042033314704895,
0.002117832424119115,
-0.047903578728437424,
-0.02071731723845005,
-0.09153357148170471,
0.00018362888658884913,
0.015623507089912891,
0.002823819871991873,
0.08503071963787079,
0.0004599651147145778,
-0.016593722626566887,
0.04786286875605583,
0.018757669255137444,
-0.04210074990987778,
0.07237081974744797,
0.02210409753024578,
-0.028446095064282417,
-0.0534304715692997,
0.011464727111160755,
0.002189069287851453,
0.005938644986599684,
0.07622634619474411,
-0.01772448793053627,
0.08587997406721115,
-0.0035086204297840595,
-0.007270404603332281,
0.057494763284921646,
0.012725261971354485,
0.048380132764577866,
-0.00934233982115984,
0.03308861702680588,
0.06312499940395355,
-0.011283542960882187,
0.07584057748317719,
0.059871479868888855,
-0.05828499048948288,
-0.055848900228738785,
0.040826547890901566,
0.016105424612760544,
0.0017966881860047579,
-0.0095900883898139,
-0.03155231103301048,
0.007923339493572712,
-0.024663204327225685,
-0.0482330285012722,
-0.032556261867284775,
0.049872446805238724,
-0.1345376968383789,
0.10116223990917206,
-0.07632232457399368,
-0.02939578890800476,
-0.07260457426309586,
0.015059968456625938,
0.0174357108771801,
0.01962215267121792,
-0.03649896755814552,
0.02053011767566204,
0.08238402009010315,
-0.03754458576440811,
-0.0184552650898695,
0.0007892927969805896,
0.10052749514579773,
-0.1094740703701973,
0.08701907098293304,
0.04865555837750435,
0.025462284684181213,
0.010749505832791328,
0.01640794612467289,
-0.009684375487267971,
-0.0017110093031078577,
0.03563925623893738,
0.0671095997095108,
-0.005791856907308102,
-0.01301109604537487,
-0.016539867967367172,
0.029585719108581543,
0.011138328351080418,
0.05669867992401123,
-0.10170117020606995,
0.052107878029346466,
0.007045565638691187,
-3.201023564212711e-34,
0.06145976483821869,
0.023482462391257286,
-0.04866917431354523,
0.011279474012553692,
-0.02970503456890583,
-0.05303054675459862,
0.11666392534971237,
-0.02078421227633953,
-0.078641377389431,
-0.016600020229816437,
-0.0009676287299953401,
0.05606967210769653,
0.026482174172997475,
-0.017054786905646324,
0.0769742876291275,
-0.00458824448287487,
0.02250272035598755,
0.019567839801311493,
-0.02605716697871685,
0.11179458349943161,
0.029688136652112007,
-0.04692568629980087,
-0.03253326565027237,
-0.07982955873012543,
-0.053021565079689026,
-0.03024236671626568,
-0.03291600942611694,
-0.021982945501804352,
0.012509592808783054,
0.007603991311043501,
0.04330415651202202,
0.07178996503353119,
0.022883374243974686,
-0.054054778069257736,
0.09879946708679199,
-0.006991661619395018,
0.005830708425492048,
0.030335644260048866,
-0.018769387155771255,
0.04338240623474121,
-0.031009837985038757,
-0.051183901727199554,
0.03893071785569191,
0.11275063455104828,
0.1073111966252327,
-0.054691631346940994,
0.026959562674164772,
0.026939895004034042,
-0.05696184188127518,
-0.01407874096184969,
-0.0727672204375267,
-0.03776496648788452,
-0.05937473848462105,
0.02953394688665867,
0.0674574077129364,
-0.03926240652799606,
0.07622846961021423,
-0.07687132060527802,
0.008507411926984787,
-0.056837230920791626,
0.04645157977938652,
-0.1659768521785736,
0.036153394728899,
-0.029350243508815765,
0.009877242147922516,
-0.03508904203772545,
-0.07595745474100113,
-0.01124652661383152,
-0.061585038900375366,
0.030763771384954453,
0.021165452897548676,
0.018155541270971298,
-0.05329933017492294,
-0.01795300841331482,
0.060890283435583115,
-0.0865282416343689,
0.024843730032444,
0.09895607084035873,
0.00852796621620655,
0.038129035383462906,
-0.010787460952997208,
-0.06715099513530731,
-0.05448998883366585,
0.09124884009361267,
-0.01855793222784996,
0.04218936711549759,
-0.04757586494088173,
0.017956841737031937,
-0.08270822465419769,
-0.043474841862916946,
-0.020131003111600876,
0.07103203237056732,
0.0399814173579216,
-0.03978709131479263,
0.02315058372914791,
-1.653329131011701e-33,
0.05083470046520233,
0.006768513470888138,
-0.05552953481674194,
0.028568478301167488,
0.009343085810542107,
0.12701494991779327,
-0.02622731775045395,
0.04782741144299507,
0.034750841557979584,
-0.04801560193300247,
-0.012580780312418938,
-0.005924747325479984,
-0.009314962662756443,
-0.03710191324353218,
-0.036760784685611725,
-0.026539215818047523,
0.09179864078760147,
0.01587788388133049,
0.031035777181386948,
-0.01113974954932928,
0.05721346288919449,
-0.014517667703330517,
0.07022125273942947,
-0.03107410855591297,
0.038180653005838394,
-0.012744682841002941,
0.034286778420209885,
0.10004868358373642,
-0.08020973950624466,
0.038002077490091324,
0.05448504909873009,
0.01925545372068882,
0.03464988246560097,
-0.04199187085032463,
-0.07024969905614853,
0.12491010874509811,
-0.012516147457063198,
-0.09770473092794418,
-0.04277893900871277,
-0.005137643776834011,
0.016293587163090706,
0.07792941480875015,
0.06385866552591324,
0.02649715542793274,
-0.047395896166563034,
-0.021088169887661934,
0.022867253050208092,
-0.021400107070803642,
-0.019986437633633614,
-0.02231478877365589,
-0.005453034769743681,
-0.031028004363179207,
-0.028204796835780144,
0.026058340445160866,
-0.051665905863046646,
0.08321463316679001,
-0.054165374487638474,
0.05058895796537399,
-0.013988780789077282,
0.04993249848484993,
-0.026181725785136223,
0.013490943238139153,
0.15703238546848297,
-0.009427890181541443,
0.03774050623178482,
-0.01855652779340744,
-0.05387881025671959,
0.08123219758272171,
-0.016130877658724785,
-0.06090150028467178,
-0.03391292318701744,
-0.09844094514846802,
0.019456686452031136,
0.02575562335550785,
0.03273523226380348,
-0.044572506099939346,
0.013723863288760185,
0.024622159078717232,
-0.0030555804260075092,
-0.02050193026661873,
0.08674350380897522,
0.04096139594912529,
-0.011123986914753914,
0.03168093413114548,
-0.046634841710329056,
-0.031658004969358444,
0.03980311006307602,
-0.04680564999580383,
-0.05404571816325188,
0.040337201207876205,
0.03026142716407776,
-0.01802070438861847,
-0.014499591663479805,
-0.10831999778747559,
0.1408682018518448,
-4.07537221747134e-8,
0.06421893835067749,
0.012540261261165142,
-0.14219550788402557,
0.035148296505212784,
-0.030226515606045723,
-0.04900167137384415,
-0.04968486353754997,
-0.005428357981145382,
0.0019031369592994452,
-0.03579140082001686,
-0.006437184754759073,
-0.023568671196699142,
-0.04855054244399071,
-0.04920665919780731,
-0.03072018176317215,
-0.03211626037955284,
-0.011596161872148514,
-0.05448196455836296,
-0.019900882616639137,
0.017596229910850525,
-0.060015968978405,
-0.0035585120785981417,
0.05021417886018753,
-0.023453794419765472,
-0.023240629583597183,
0.03885885328054428,
-0.009260987862944603,
-0.07880300283432007,
-0.032462045550346375,
0.036601826548576355,
0.031660642474889755,
-0.011189118959009647,
-0.022615518420934677,
0.029855435714125633,
-0.1765575110912323,
-0.03256623074412346,
-0.05146362632513046,
-0.019604306668043137,
-0.06480754911899567,
-0.04537628963589668,
-0.02348543517291546,
0.09086282551288605,
-0.030460301786661148,
0.016948925331234932,
0.021626416593790054,
0.10029884427785873,
0.024782689288258553,
-0.011268015950918198,
0.013715045526623726,
0.07025398313999176,
-0.021978730335831642,
0.04510025680065155,
-0.04623417928814888,
-0.029548747465014458,
-0.027788326144218445,
-0.05166662111878395,
0.03820163384079933,
-0.027008354663848877,
0.011465425603091717,
-0.01640668325126171,
0.017596080899238586,
0.0336691290140152,
0.0021414696238934994,
0.030942197889089584
] |
1402.1162
|
Roberto Le\'on-Montiel
|
R. de J. Le\'on-Montiel, J. Svozil\'ik, and Juan P. Torres
|
Generation of a tunable environment for electrical oscillator systems
| null |
Phys. Rev. E 90, 012108 (2014)
|
10.1103/PhysRevE.90.012108
| null |
physics.class-ph physics.bio-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Many physical, chemical and biological systems can be modeled by means of
random-frequency harmonic oscillator systems. Even though the noise-free
evolution of harmonic oscillator systems can be easily implemented, the way to
experimentally introduce, and control, noise effects due to a surrounding
environment remains a subject of lively interest. Here, we experimentally
demonstrate a setup that provides a unique tool to generate a fully tunable
environment for classical electrical oscillator systems. We illustrate the
operation of the setup by implementing the case of a damped random-frequency
harmonic oscillator. The high degree of tunability and control of our scheme is
demonstrated by gradually modifying the statistics of the oscillator's
frequency fluctuations. This tunable system can readily be used to
experimentally study interesting noise effects, such as noise-induced
transitions in systems driven by multiplicative noise, and noise-induced
transport, a phenomenon that takes place in quantum and classical coupled
oscillator networks.
|
[
{
"created": "Wed, 5 Feb 2014 17:18:29 GMT",
"version": "v1"
},
{
"created": "Fri, 11 Apr 2014 13:25:32 GMT",
"version": "v2"
},
{
"created": "Thu, 10 Jul 2014 08:30:00 GMT",
"version": "v3"
}
] |
2014-07-11
|
[
[
"León-Montiel",
"R. de J.",
""
],
[
"Svozilík",
"J.",
""
],
[
"Torres",
"Juan P.",
""
]
] |
[
-0.0424036867916584,
-0.02368088811635971,
0.04160977154970169,
0.02666672319173813,
-0.09458183497190475,
-0.010261612012982368,
0.024634400382637978,
-0.05336252227425575,
0.002563337329775095,
-0.030018243938684464,
-0.03995582461357117,
-0.06414110213518143,
0.07850977778434753,
-0.07007601857185364,
-0.03530198708176613,
0.02617431990802288,
0.07905980944633484,
0.051265593618154526,
-0.00790323968976736,
0.040586575865745544,
0.031851302832365036,
-0.0018776354845613241,
0.029176868498325348,
-0.02873222529888153,
-0.05701381340622902,
-0.02967742271721363,
-0.003010957036167383,
-0.021534977480769157,
-0.03480531647801399,
-0.056316159665584564,
0.04285784810781479,
-0.054988354444503784,
-0.05862494185566902,
-0.10011395812034607,
-0.01333925873041153,
-0.054333657026290894,
0.026888979598879814,
-0.050086941570043564,
0.022911595180630684,
-0.030374199151992798,
0.02074715867638588,
0.04609524458646774,
0.02406475320458412,
0.09614495933055878,
0.0015991190448403358,
-0.03227117285132408,
0.04791511222720146,
-0.07985781133174896,
-0.01330307312309742,
-0.02234163135290146,
-0.023209229111671448,
-0.013147847726941109,
0.06350921839475632,
0.017984209582209587,
0.06129290908575058,
0.08777368068695068,
0.056220751255750656,
0.004363720305263996,
-0.045159269124269485,
-0.07438188791275024,
0.032604727894067764,
-0.02284153364598751,
0.018824150785803795,
-0.0300768855959177,
-0.01043274812400341,
0.006214952562004328,
-0.02603481337428093,
0.05979742482304573,
0.07487504184246063,
-0.021926486864686012,
-0.11799197643995285,
-0.0089449817314744,
0.007534286472946405,
0.03265081346035004,
0.06916689872741699,
0.03595103323459625,
-0.14640487730503082,
0.05265161767601967,
0.004522618371993303,
0.04155927151441574,
-0.0031658057123422623,
-0.1452426016330719,
-0.006820717826485634,
-0.06972283124923706,
-0.008429219014942646,
-0.032795168459415436,
0.09563111513853073,
-0.043484143912792206,
0.045440834015607834,
-0.03798529878258705,
-0.043208397924900055,
0.024161089211702347,
0.012046406976878643,
-0.025398585945367813,
-0.05637019872665405,
-0.025114739313721657,
0.10390286147594452,
-0.007502812892198563,
0.08591478317975998,
0.053184300661087036,
0.028759552165865898,
-0.022530267015099525,
0.005922026466578245,
0.05444660410284996,
0.03216719627380371,
0.01491912268102169,
0.04691333696246147,
0.01268068514764309,
-0.04982409626245499,
-0.01805218495428562,
-0.02469935454428196,
0.044380102306604385,
-0.04311558976769447,
0.12398724257946014,
0.0005491306656040251,
0.027725955471396446,
-0.008081946521997452,
-0.034243810921907425,
-0.010888817720115185,
-0.009098301641643047,
-0.009352581575512886,
-0.045907557010650635,
-0.12165898084640503,
-0.0187695175409317,
0.05789664387702942,
0.07989088445901871,
-0.08780337870121002,
-5.739473309099709e-34,
0.02153278887271881,
-0.03463802486658096,
-0.0014642189489677548,
-0.04819412901997566,
0.08133930712938309,
-0.042041048407554626,
0.020929004997015,
0.0045177084393799305,
-0.0021622050553560257,
0.0243498757481575,
0.03561728075146675,
-0.04276677221059799,
-0.02598881535232067,
-0.006075502373278141,
0.0807989165186882,
-0.04578790441155434,
-0.04233606904745102,
-0.025572430342435837,
0.08338507264852524,
-0.11090607941150665,
0.05328860506415367,
0.005251026712357998,
-0.00846629124134779,
0.009887678548693657,
-0.010408617556095123,
-0.03405681625008583,
0.00021887915499974042,
0.05341865494847298,
0.029196899384260178,
0.0020902736578136683,
0.014956957660615444,
0.04587702825665474,
-0.015955019742250443,
-0.01682242937386036,
0.06731361150741577,
-0.027754787355661392,
0.009325407445430756,
0.08562906086444855,
-0.02846487984061241,
0.0005274788709357381,
0.0039137788116931915,
-0.05738430470228195,
-0.0036126805935055017,
0.043254539370536804,
-0.019999001175165176,
0.005117189139127731,
0.034932754933834076,
-0.002309718867763877,
0.0033421788830310106,
-0.05410947650671005,
-0.018575698137283325,
-0.08083145320415497,
-0.00915681291371584,
0.07924620062112808,
0.10027662664651871,
-0.03285173699259758,
0.05063233897089958,
-0.06080387532711029,
-0.09097737818956375,
0.054660022258758545,
-0.0948413535952568,
0.015372226946055889,
0.07102353125810623,
-0.030122652649879456,
0.03145584091544151,
0.1040557473897934,
0.02744036354124546,
-0.022147761657834053,
0.010039773769676685,
-0.02963033877313137,
0.056544944643974304,
0.04422471299767494,
-0.04157306253910065,
-0.003392847953364253,
-0.03879369795322418,
0.03511165454983711,
-0.04839199781417847,
-0.013580496422946453,
-0.0402299128472805,
0.007089259568601847,
0.10937288403511047,
-0.04363372549414635,
-0.046859871596097946,
0.10473006218671799,
-0.05215659737586975,
-0.06230621039867401,
-0.010590610094368458,
-0.050337571650743484,
-0.08032029122114182,
0.0025877009611576796,
0.020750949159264565,
-0.015007681213319302,
0.10912438482046127,
-0.02799004688858986,
-0.047158293426036835,
-3.665622278011866e-33,
-0.00436032097786665,
0.013549563474953175,
0.10230702906847,
0.0226422231644392,
0.041427358984947205,
0.11271363496780396,
-0.07945974171161652,
0.003991955891251564,
0.03110468201339245,
-0.02521004155278206,
-0.02768733538687229,
0.037828028202056885,
0.021807031705975533,
0.03089592047035694,
-0.08905494958162308,
-0.018087947741150856,
0.03492654860019684,
-0.008216781541705132,
0.09341812878847122,
-0.014097630977630615,
0.009920990094542503,
0.02399461157619953,
0.043224435299634933,
-0.02491201087832451,
0.07528213411569595,
0.0045416634529829025,
-0.015887843444943428,
0.0680595338344574,
0.0014637128915637732,
0.011301616206765175,
-0.1417788416147232,
0.04516850411891937,
0.0999249592423439,
-0.04002942144870758,
0.024509547278285027,
0.07148727029561996,
0.04177822172641754,
0.036044199019670486,
0.06617996096611023,
-0.018168604001402855,
-0.00022756312682759017,
-0.049685440957546234,
0.05389837175607681,
0.027310779318213463,
0.08413704484701157,
0.022176671773195267,
-0.07656165212392807,
-0.008563338778913021,
-0.02554345689713955,
0.010754967108368874,
0.02674264647066593,
0.006770281121134758,
-0.042588427662849426,
-0.03311736881732941,
-0.03233824670314789,
0.023519128561019897,
-0.006253670901060104,
0.047382380813360214,
0.08852442353963852,
0.06736568361520767,
-0.07637196034193039,
-0.0926888957619667,
-0.03346775472164154,
-0.09726281464099884,
-0.09172247350215912,
0.01243380457162857,
-0.03987717255949974,
-0.017322348430752754,
0.09499374032020569,
-0.011951537802815437,
0.029040709137916565,
0.01618778705596924,
0.04071690887212753,
0.04851815477013588,
0.00803224928677082,
-0.047758787870407104,
-0.01813683658838272,
-0.11687302589416504,
-0.04549575597047806,
-0.0138894347473979,
-0.009257548488676548,
0.05039884150028229,
-0.012101930566132069,
-0.10568404942750931,
-0.010603813454508781,
-0.07509220391511917,
-0.017475804314017296,
-0.028855979442596436,
0.10993978381156921,
-0.04171740263700485,
0.05296402797102928,
0.03403010964393616,
-0.019946731626987457,
-0.014452245086431503,
-0.008116066455841064,
-4.682172516368155e-8,
0.10216815024614334,
-0.00520695885643363,
0.0020966380834579468,
0.04811627417802811,
0.05072566121816635,
0.04862644150853157,
0.05237671360373497,
-0.12508627772331238,
0.012004937045276165,
-0.08783914148807526,
0.021435564383864403,
0.0441354475915432,
-0.025591231882572174,
-0.00007917247421573848,
-0.01896117813885212,
-0.012652694247663021,
-0.02140032686293125,
0.05356566235423088,
-0.015473555773496628,
-0.03719520568847656,
-0.06742411851882935,
0.017528964206576347,
-0.044364962726831436,
0.004720994736999273,
0.08369963616132736,
-0.0491349883377552,
-0.023749157786369324,
-0.03475615009665489,
0.017233828082680702,
0.023498719558119774,
0.02963728830218315,
-0.0028822848107665777,
0.010176166892051697,
0.05367613583803177,
-0.07699394971132278,
-0.014430512674152851,
-0.11534725874662399,
-0.0718807578086853,
0.01920226775109768,
-0.05660337209701538,
-0.04609221965074539,
0.03868322819471359,
-0.1323443055152893,
0.027910755947232246,
-0.019910935312509537,
0.013192059472203255,
0.0012371951015666127,
-0.036409519612789154,
0.05090580880641937,
0.04972807317972183,
-0.01875046268105507,
-0.014762526378035545,
0.027410507202148438,
-0.15195332467556,
-0.048311859369277954,
0.09058623015880585,
0.004790076985955238,
-0.005736083723604679,
-0.07722021639347076,
0.011473039165139198,
0.00016265912563540041,
0.031211115419864655,
-0.026032136753201485,
-0.04471800848841667
] | null | null | null | null | null | null | null |
[
-0.0424036867916584,
-0.02368088811635971,
0.04160977154970169,
0.02666672319173813,
-0.09458183497190475,
-0.010261612012982368,
0.024634400382637978,
-0.05336252227425575,
0.002563337329775095,
-0.030018243938684464,
-0.03995582461357117,
-0.06414110213518143,
0.07850977778434753,
-0.07007601857185364,
-0.03530198708176613,
0.02617431990802288,
0.07905980944633484,
0.051265593618154526,
-0.00790323968976736,
0.040586575865745544,
0.031851302832365036,
-0.0018776354845613241,
0.029176868498325348,
-0.02873222529888153,
-0.05701381340622902,
-0.02967742271721363,
-0.003010957036167383,
-0.021534977480769157,
-0.03480531647801399,
-0.056316159665584564,
0.04285784810781479,
-0.054988354444503784,
-0.05862494185566902,
-0.10011395812034607,
-0.01333925873041153,
-0.054333657026290894,
0.026888979598879814,
-0.050086941570043564,
0.022911595180630684,
-0.030374199151992798,
0.02074715867638588,
0.04609524458646774,
0.02406475320458412,
0.09614495933055878,
0.0015991190448403358,
-0.03227117285132408,
0.04791511222720146,
-0.07985781133174896,
-0.01330307312309742,
-0.02234163135290146,
-0.023209229111671448,
-0.013147847726941109,
0.06350921839475632,
0.017984209582209587,
0.06129290908575058,
0.08777368068695068,
0.056220751255750656,
0.004363720305263996,
-0.045159269124269485,
-0.07438188791275024,
0.032604727894067764,
-0.02284153364598751,
0.018824150785803795,
-0.0300768855959177,
-0.01043274812400341,
0.006214952562004328,
-0.02603481337428093,
0.05979742482304573,
0.07487504184246063,
-0.021926486864686012,
-0.11799197643995285,
-0.0089449817314744,
0.007534286472946405,
0.03265081346035004,
0.06916689872741699,
0.03595103323459625,
-0.14640487730503082,
0.05265161767601967,
0.004522618371993303,
0.04155927151441574,
-0.0031658057123422623,
-0.1452426016330719,
-0.006820717826485634,
-0.06972283124923706,
-0.008429219014942646,
-0.032795168459415436,
0.09563111513853073,
-0.043484143912792206,
0.045440834015607834,
-0.03798529878258705,
-0.043208397924900055,
0.024161089211702347,
0.012046406976878643,
-0.025398585945367813,
-0.05637019872665405,
-0.025114739313721657,
0.10390286147594452,
-0.007502812892198563,
0.08591478317975998,
0.053184300661087036,
0.028759552165865898,
-0.022530267015099525,
0.005922026466578245,
0.05444660410284996,
0.03216719627380371,
0.01491912268102169,
0.04691333696246147,
0.01268068514764309,
-0.04982409626245499,
-0.01805218495428562,
-0.02469935454428196,
0.044380102306604385,
-0.04311558976769447,
0.12398724257946014,
0.0005491306656040251,
0.027725955471396446,
-0.008081946521997452,
-0.034243810921907425,
-0.010888817720115185,
-0.009098301641643047,
-0.009352581575512886,
-0.045907557010650635,
-0.12165898084640503,
-0.0187695175409317,
0.05789664387702942,
0.07989088445901871,
-0.08780337870121002,
-5.739473309099709e-34,
0.02153278887271881,
-0.03463802486658096,
-0.0014642189489677548,
-0.04819412901997566,
0.08133930712938309,
-0.042041048407554626,
0.020929004997015,
0.0045177084393799305,
-0.0021622050553560257,
0.0243498757481575,
0.03561728075146675,
-0.04276677221059799,
-0.02598881535232067,
-0.006075502373278141,
0.0807989165186882,
-0.04578790441155434,
-0.04233606904745102,
-0.025572430342435837,
0.08338507264852524,
-0.11090607941150665,
0.05328860506415367,
0.005251026712357998,
-0.00846629124134779,
0.009887678548693657,
-0.010408617556095123,
-0.03405681625008583,
0.00021887915499974042,
0.05341865494847298,
0.029196899384260178,
0.0020902736578136683,
0.014956957660615444,
0.04587702825665474,
-0.015955019742250443,
-0.01682242937386036,
0.06731361150741577,
-0.027754787355661392,
0.009325407445430756,
0.08562906086444855,
-0.02846487984061241,
0.0005274788709357381,
0.0039137788116931915,
-0.05738430470228195,
-0.0036126805935055017,
0.043254539370536804,
-0.019999001175165176,
0.005117189139127731,
0.034932754933834076,
-0.002309718867763877,
0.0033421788830310106,
-0.05410947650671005,
-0.018575698137283325,
-0.08083145320415497,
-0.00915681291371584,
0.07924620062112808,
0.10027662664651871,
-0.03285173699259758,
0.05063233897089958,
-0.06080387532711029,
-0.09097737818956375,
0.054660022258758545,
-0.0948413535952568,
0.015372226946055889,
0.07102353125810623,
-0.030122652649879456,
0.03145584091544151,
0.1040557473897934,
0.02744036354124546,
-0.022147761657834053,
0.010039773769676685,
-0.02963033877313137,
0.056544944643974304,
0.04422471299767494,
-0.04157306253910065,
-0.003392847953364253,
-0.03879369795322418,
0.03511165454983711,
-0.04839199781417847,
-0.013580496422946453,
-0.0402299128472805,
0.007089259568601847,
0.10937288403511047,
-0.04363372549414635,
-0.046859871596097946,
0.10473006218671799,
-0.05215659737586975,
-0.06230621039867401,
-0.010590610094368458,
-0.050337571650743484,
-0.08032029122114182,
0.0025877009611576796,
0.020750949159264565,
-0.015007681213319302,
0.10912438482046127,
-0.02799004688858986,
-0.047158293426036835,
-3.665622278011866e-33,
-0.00436032097786665,
0.013549563474953175,
0.10230702906847,
0.0226422231644392,
0.041427358984947205,
0.11271363496780396,
-0.07945974171161652,
0.003991955891251564,
0.03110468201339245,
-0.02521004155278206,
-0.02768733538687229,
0.037828028202056885,
0.021807031705975533,
0.03089592047035694,
-0.08905494958162308,
-0.018087947741150856,
0.03492654860019684,
-0.008216781541705132,
0.09341812878847122,
-0.014097630977630615,
0.009920990094542503,
0.02399461157619953,
0.043224435299634933,
-0.02491201087832451,
0.07528213411569595,
0.0045416634529829025,
-0.015887843444943428,
0.0680595338344574,
0.0014637128915637732,
0.011301616206765175,
-0.1417788416147232,
0.04516850411891937,
0.0999249592423439,
-0.04002942144870758,
0.024509547278285027,
0.07148727029561996,
0.04177822172641754,
0.036044199019670486,
0.06617996096611023,
-0.018168604001402855,
-0.00022756312682759017,
-0.049685440957546234,
0.05389837175607681,
0.027310779318213463,
0.08413704484701157,
0.022176671773195267,
-0.07656165212392807,
-0.008563338778913021,
-0.02554345689713955,
0.010754967108368874,
0.02674264647066593,
0.006770281121134758,
-0.042588427662849426,
-0.03311736881732941,
-0.03233824670314789,
0.023519128561019897,
-0.006253670901060104,
0.047382380813360214,
0.08852442353963852,
0.06736568361520767,
-0.07637196034193039,
-0.0926888957619667,
-0.03346775472164154,
-0.09726281464099884,
-0.09172247350215912,
0.01243380457162857,
-0.03987717255949974,
-0.017322348430752754,
0.09499374032020569,
-0.011951537802815437,
0.029040709137916565,
0.01618778705596924,
0.04071690887212753,
0.04851815477013588,
0.00803224928677082,
-0.047758787870407104,
-0.01813683658838272,
-0.11687302589416504,
-0.04549575597047806,
-0.0138894347473979,
-0.009257548488676548,
0.05039884150028229,
-0.012101930566132069,
-0.10568404942750931,
-0.010603813454508781,
-0.07509220391511917,
-0.017475804314017296,
-0.028855979442596436,
0.10993978381156921,
-0.04171740263700485,
0.05296402797102928,
0.03403010964393616,
-0.019946731626987457,
-0.014452245086431503,
-0.008116066455841064,
-4.682172516368155e-8,
0.10216815024614334,
-0.00520695885643363,
0.0020966380834579468,
0.04811627417802811,
0.05072566121816635,
0.04862644150853157,
0.05237671360373497,
-0.12508627772331238,
0.012004937045276165,
-0.08783914148807526,
0.021435564383864403,
0.0441354475915432,
-0.025591231882572174,
-0.00007917247421573848,
-0.01896117813885212,
-0.012652694247663021,
-0.02140032686293125,
0.05356566235423088,
-0.015473555773496628,
-0.03719520568847656,
-0.06742411851882935,
0.017528964206576347,
-0.044364962726831436,
0.004720994736999273,
0.08369963616132736,
-0.0491349883377552,
-0.023749157786369324,
-0.03475615009665489,
0.017233828082680702,
0.023498719558119774,
0.02963728830218315,
-0.0028822848107665777,
0.010176166892051697,
0.05367613583803177,
-0.07699394971132278,
-0.014430512674152851,
-0.11534725874662399,
-0.0718807578086853,
0.01920226775109768,
-0.05660337209701538,
-0.04609221965074539,
0.03868322819471359,
-0.1323443055152893,
0.027910755947232246,
-0.019910935312509537,
0.013192059472203255,
0.0012371951015666127,
-0.036409519612789154,
0.05090580880641937,
0.04972807317972183,
-0.01875046268105507,
-0.014762526378035545,
0.027410507202148438,
-0.15195332467556,
-0.048311859369277954,
0.09058623015880585,
0.004790076985955238,
-0.005736083723604679,
-0.07722021639347076,
0.011473039165139198,
0.00016265912563540041,
0.031211115419864655,
-0.026032136753201485,
-0.04471800848841667
] |
1402.1170
|
Delia Tosi
|
Delia Tosi (on behalf of the EXO Collaboration)
|
The search for neutrino-less double-beta decay: summary of current
experiments
|
10 pages, 3 figures. Proceedings of plenary talk at ICATPP 2013
| null | null | null |
nucl-ex physics.ins-det
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The search for neutrino-less double-beta decay has been a very active field
of research in the last decade. Neutrino-less double-beta decay may answer
essential open questions in neutrino physics. While double-beta decay
accompanied by the emission of two neutrinos is allowed by the Standard Model,
the neutrino-less process requires neutrinos to be Majorana particles.
Detecting this decay could determine the nature of neutrinos, the neutrino
effective mass, and the mass hierarchy. Xenon-136 and germanium-76 experiments
currently have the best sensitivities. For both isotopes the lifetime of
neutrino-less double-beta decay has been determined to be longer than 10^25
years, several orders of magnitude slower than the slowest process that has
been detected. In this paper the basic theory of neutrino-less double-beta
decay and its relationship to the neutrino mass are discussed. A review of the
experimental efforts underway to measure this decay is presented, along with
the status and sensitivity of current and near future searches.
|
[
{
"created": "Wed, 5 Feb 2014 21:00:16 GMT",
"version": "v1"
}
] |
2019-08-14
|
[
[
"Tosi",
"Delia",
"",
"on behalf of the EXO Collaboration"
]
] |
[
-0.08986219018697739,
-0.02888030931353569,
0.04101116582751274,
0.10750849545001984,
0.0002094794763252139,
-0.06216893345117569,
-0.06668088585138321,
0.09574797749519348,
-0.010166776366531849,
-0.02982483245432377,
0.008243480697274208,
-0.01777605526149273,
-0.1309271901845932,
0.05022314563393593,
0.0027521781157702208,
0.010971746407449245,
0.06614769250154495,
0.04856790229678154,
-0.0032734572887420654,
0.04905160889029503,
-0.020374014973640442,
-0.029652999714016914,
0.023281816393136978,
-0.0034559937193989754,
0.001587230246514082,
-0.07386498898267746,
-0.07008300721645355,
-0.07890767604112625,
-0.0019260029075667262,
-0.008715428411960602,
0.0689132809638977,
-0.013495788909494877,
0.0539611354470253,
0.0576314851641655,
0.031151680275797844,
-0.07589171826839447,
0.000894586555659771,
-0.06958680599927902,
0.020116964355111122,
-0.02665133588016033,
0.017833378165960312,
-0.005564609542489052,
-0.042878612875938416,
0.014235630631446838,
0.02382485568523407,
-0.032181818038225174,
-0.051145557314157486,
-0.04230077192187309,
-0.0013085838872939348,
0.008027319796383381,
0.027910901233553886,
-0.06675588339567184,
0.030110586434602737,
0.0796244665980339,
0.04693586751818657,
-0.006402136292308569,
0.0017749789403751493,
-0.0961296558380127,
0.007807644549757242,
0.057952944189310074,
0.03755130246281624,
-0.012210381217300892,
-0.029815934598445892,
-0.030112028121948242,
0.01647956296801567,
0.02569958008825779,
-0.0043538762256503105,
-0.05878119543194771,
0.06279017776250839,
0.05544058978557587,
0.04283120483160019,
0.014164477586746216,
-0.06624414026737213,
-0.04951946809887886,
-0.05965737998485565,
-0.0942867174744606,
-0.042295217514038086,
0.02775627374649048,
0.01673552766442299,
-0.056945331394672394,
-0.02799014002084732,
-0.0700998306274414,
0.04248060658574104,
-0.08413809537887573,
0.05414585769176483,
0.04062814265489578,
0.0172369834035635,
0.08443236351013184,
-0.05783909559249878,
0.01318957470357418,
0.00005384245378081687,
0.03309741988778114,
0.023659782484173775,
0.043844640254974365,
0.08132919669151306,
0.05911090597510338,
0.03265148028731346,
0.0374458022415638,
-0.016084467992186546,
0.05104440078139305,
0.02016512118279934,
0.05961053818464279,
0.003158337203785777,
0.03539362549781799,
0.014401737600564957,
0.013844645582139492,
0.06966506689786911,
-0.004516084678471088,
0.03173863887786865,
0.07619867473840714,
0.06748659163713455,
-0.02477574348449707,
0.0198112353682518,
0.048971254378557205,
0.027090316638350487,
0.0006347530288621783,
0.04781090468168259,
0.12730266153812408,
-0.05209572985768318,
-0.02069586142897606,
0.05373130738735199,
-0.017689932137727737,
-0.05944064259529114,
-0.03479281812906265,
0.02758966200053692,
0.09253861010074615,
-0.05347118899226189,
5.381693787340691e-33,
0.040123000741004944,
0.02279908023774624,
-0.04237993434071541,
0.001486184075474739,
-0.09174187481403351,
0.053452301770448685,
-0.06948471069335938,
0.03730488941073418,
-0.06112724170088768,
0.03293802589178085,
-0.006682488601654768,
-0.08138824999332428,
-0.08977310359477997,
0.0024346611462533474,
-0.09313138574361801,
-0.05029263719916344,
0.03429152071475983,
0.05617496371269226,
0.16635364294052124,
0.0054972050711512566,
-0.025781169533729553,
-0.02361207827925682,
-0.04683063179254532,
-0.06483715027570724,
0.06094851344823837,
0.026247389614582062,
-0.046304263174533844,
-0.00890989601612091,
-0.09293891489505768,
-0.013019443489611149,
-0.009372664615511894,
0.0336085706949234,
-0.03462966904044151,
0.10718458890914917,
-0.05074158310890198,
-0.08666081726551056,
-0.06059404835104942,
0.03207262232899666,
-0.05364032834768295,
-0.047654565423727036,
-0.009606856852769852,
0.05076480284333229,
-0.049457233399152756,
-0.12038005888462067,
0.026215674355626106,
-0.03258855268359184,
0.058745477348566055,
-0.024453066289424896,
0.08406414091587067,
-0.03324747830629349,
-0.009950867854058743,
0.03971365839242935,
-0.08557379245758057,
0.04743377864360809,
0.07350905984640121,
0.05332523211836815,
0.10429927706718445,
0.021393565461039543,
0.021185513585805893,
0.013217567466199398,
-0.0009492966928519309,
0.04631544649600983,
0.056283507496118546,
0.006253927946090698,
-0.001419413136318326,
0.08923732489347458,
-0.050784580409526825,
0.007914649322628975,
-0.02216879092156887,
0.01084764115512371,
0.0008825115510262549,
0.02334466390311718,
0.05842285603284836,
-0.06417063623666763,
0.01895431987941265,
-0.02910682000219822,
0.05559880658984184,
-0.03160281479358673,
0.015478388406336308,
-0.011130426079034805,
0.038790684193372726,
-0.0771595910191536,
0.025323063135147095,
-0.024808350950479507,
-0.014867579564452171,
0.036902692168951035,
0.012254150584340096,
-0.019428474828600883,
0.03544612228870392,
-0.034394871443510056,
0.008035753853619099,
-0.016687681898474693,
-0.09080760180950165,
-0.027750063687562943,
-0.00661612581461668,
-4.5293336500098346e-33,
-0.015315122902393341,
0.020002935081720352,
-0.02495916374027729,
0.061175353825092316,
-0.0019889352843165398,
-0.02587299235165119,
-0.115260548889637,
-0.07928375154733658,
0.009585240855813026,
-0.010771664790809155,
0.04484420642256737,
0.03229902684688568,
-0.005072457250207663,
-0.09182550013065338,
0.038697827607393265,
-0.0060872831381857395,
0.03106333129107952,
0.021532978862524033,
0.03720233589410782,
-0.07171710580587387,
0.0040840585716068745,
0.07248257845640182,
-0.07453009486198425,
-0.020597822964191437,
0.04990440234541893,
0.04004199430346489,
0.07094447314739227,
-0.05686115846037865,
0.05271776020526886,
-0.05100398138165474,
-0.06364405900239944,
0.024791492149233818,
0.06600622832775116,
-0.029382774606347084,
0.05305047333240509,
-0.024758975952863693,
0.006956654135137796,
0.05626646429300308,
-0.025790326297283173,
-0.009777899831533432,
0.02981320209801197,
0.14429564774036407,
0.010844309814274311,
-0.059047214686870575,
0.04770553484559059,
0.007504804525524378,
0.046156615018844604,
0.07587070018053055,
0.03460100665688515,
-0.05187247321009636,
0.011122184805572033,
-0.056586652994155884,
-0.07334975898265839,
0.05006086453795433,
0.02397376112639904,
0.057646382600069046,
-0.046947628259658813,
0.039901331067085266,
0.01262709591537714,
-0.06504689157009125,
0.008749885484576225,
-0.08491437137126923,
0.03372017666697502,
0.002927334513515234,
-0.047835204750299454,
0.021219657734036446,
-0.02009080909192562,
0.10894951224327087,
-0.02982276864349842,
0.01103686261922121,
0.05327415093779564,
-0.024605751037597656,
0.014553331770002842,
0.04293374344706535,
-0.05892116203904152,
-0.03494791314005852,
0.015790607780218124,
-0.07623494416475296,
0.05049936845898628,
-0.03080015815794468,
-0.08644358068704605,
0.013204804621636868,
-0.02196427248418331,
-0.0612313449382782,
0.06688310950994492,
-0.060541022568941116,
-0.07735659927129745,
0.07641522586345673,
-0.0013398932060226798,
-0.03133558854460716,
-0.06038884073495865,
0.02935485728085041,
-0.03820401430130005,
-0.01707575097680092,
0.06527409702539444,
-4.606248538152613e-8,
0.10655001550912857,
-0.03743411600589752,
-0.021279901266098022,
0.03922916203737259,
0.07788822799921036,
-0.02489558234810829,
-0.008036969229578972,
-0.0030309034045785666,
-0.04974590241909027,
0.0311489999294281,
-0.009512272663414478,
0.044251929968595505,
-0.02383648231625557,
-0.07920507341623306,
0.02635316178202629,
0.021469881758093834,
-0.025135409086942673,
-0.07971475273370743,
-0.04225718602538109,
-0.006948129273951054,
0.07851885259151459,
0.015214504674077034,
0.07644008100032806,
-0.04223160818219185,
-0.10306155681610107,
-0.004345894791185856,
0.008185419254004955,
0.0869072899222374,
-0.015016557648777962,
-0.07158416509628296,
-0.012507552281022072,
0.0514812096953392,
0.026817994192242622,
-0.030338827520608902,
0.0533505380153656,
0.0010143480030819774,
-0.008617015555500984,
0.0240792166441679,
0.11627092957496643,
0.012110904790461063,
-0.06998061388731003,
-0.06762352585792542,
-0.012165001593530178,
0.0703658014535904,
-0.028380531817674637,
-0.0033271086867898703,
-0.0000010281793265676242,
-0.08358575403690338,
-0.01222070213407278,
0.04831460490822792,
0.03389216959476471,
0.016751056537032127,
-0.015223289839923382,
-0.013023069128394127,
-0.060795847326517105,
0.1409759223461151,
-0.06646446138620377,
0.08968374133110046,
-0.036164961755275726,
-0.018324410542845726,
0.10062504559755325,
-0.10847598314285278,
-0.014080722816288471,
-0.033348776400089264
] | null | null | null | null | null | null | null |
[
-0.08986219018697739,
-0.02888030931353569,
0.04101116582751274,
0.10750849545001984,
0.0002094794763252139,
-0.06216893345117569,
-0.06668088585138321,
0.09574797749519348,
-0.010166776366531849,
-0.02982483245432377,
0.008243480697274208,
-0.01777605526149273,
-0.1309271901845932,
0.05022314563393593,
0.0027521781157702208,
0.010971746407449245,
0.06614769250154495,
0.04856790229678154,
-0.0032734572887420654,
0.04905160889029503,
-0.020374014973640442,
-0.029652999714016914,
0.023281816393136978,
-0.0034559937193989754,
0.001587230246514082,
-0.07386498898267746,
-0.07008300721645355,
-0.07890767604112625,
-0.0019260029075667262,
-0.008715428411960602,
0.0689132809638977,
-0.013495788909494877,
0.0539611354470253,
0.0576314851641655,
0.031151680275797844,
-0.07589171826839447,
0.000894586555659771,
-0.06958680599927902,
0.020116964355111122,
-0.02665133588016033,
0.017833378165960312,
-0.005564609542489052,
-0.042878612875938416,
0.014235630631446838,
0.02382485568523407,
-0.032181818038225174,
-0.051145557314157486,
-0.04230077192187309,
-0.0013085838872939348,
0.008027319796383381,
0.027910901233553886,
-0.06675588339567184,
0.030110586434602737,
0.0796244665980339,
0.04693586751818657,
-0.006402136292308569,
0.0017749789403751493,
-0.0961296558380127,
0.007807644549757242,
0.057952944189310074,
0.03755130246281624,
-0.012210381217300892,
-0.029815934598445892,
-0.030112028121948242,
0.01647956296801567,
0.02569958008825779,
-0.0043538762256503105,
-0.05878119543194771,
0.06279017776250839,
0.05544058978557587,
0.04283120483160019,
0.014164477586746216,
-0.06624414026737213,
-0.04951946809887886,
-0.05965737998485565,
-0.0942867174744606,
-0.042295217514038086,
0.02775627374649048,
0.01673552766442299,
-0.056945331394672394,
-0.02799014002084732,
-0.0700998306274414,
0.04248060658574104,
-0.08413809537887573,
0.05414585769176483,
0.04062814265489578,
0.0172369834035635,
0.08443236351013184,
-0.05783909559249878,
0.01318957470357418,
0.00005384245378081687,
0.03309741988778114,
0.023659782484173775,
0.043844640254974365,
0.08132919669151306,
0.05911090597510338,
0.03265148028731346,
0.0374458022415638,
-0.016084467992186546,
0.05104440078139305,
0.02016512118279934,
0.05961053818464279,
0.003158337203785777,
0.03539362549781799,
0.014401737600564957,
0.013844645582139492,
0.06966506689786911,
-0.004516084678471088,
0.03173863887786865,
0.07619867473840714,
0.06748659163713455,
-0.02477574348449707,
0.0198112353682518,
0.048971254378557205,
0.027090316638350487,
0.0006347530288621783,
0.04781090468168259,
0.12730266153812408,
-0.05209572985768318,
-0.02069586142897606,
0.05373130738735199,
-0.017689932137727737,
-0.05944064259529114,
-0.03479281812906265,
0.02758966200053692,
0.09253861010074615,
-0.05347118899226189,
5.381693787340691e-33,
0.040123000741004944,
0.02279908023774624,
-0.04237993434071541,
0.001486184075474739,
-0.09174187481403351,
0.053452301770448685,
-0.06948471069335938,
0.03730488941073418,
-0.06112724170088768,
0.03293802589178085,
-0.006682488601654768,
-0.08138824999332428,
-0.08977310359477997,
0.0024346611462533474,
-0.09313138574361801,
-0.05029263719916344,
0.03429152071475983,
0.05617496371269226,
0.16635364294052124,
0.0054972050711512566,
-0.025781169533729553,
-0.02361207827925682,
-0.04683063179254532,
-0.06483715027570724,
0.06094851344823837,
0.026247389614582062,
-0.046304263174533844,
-0.00890989601612091,
-0.09293891489505768,
-0.013019443489611149,
-0.009372664615511894,
0.0336085706949234,
-0.03462966904044151,
0.10718458890914917,
-0.05074158310890198,
-0.08666081726551056,
-0.06059404835104942,
0.03207262232899666,
-0.05364032834768295,
-0.047654565423727036,
-0.009606856852769852,
0.05076480284333229,
-0.049457233399152756,
-0.12038005888462067,
0.026215674355626106,
-0.03258855268359184,
0.058745477348566055,
-0.024453066289424896,
0.08406414091587067,
-0.03324747830629349,
-0.009950867854058743,
0.03971365839242935,
-0.08557379245758057,
0.04743377864360809,
0.07350905984640121,
0.05332523211836815,
0.10429927706718445,
0.021393565461039543,
0.021185513585805893,
0.013217567466199398,
-0.0009492966928519309,
0.04631544649600983,
0.056283507496118546,
0.006253927946090698,
-0.001419413136318326,
0.08923732489347458,
-0.050784580409526825,
0.007914649322628975,
-0.02216879092156887,
0.01084764115512371,
0.0008825115510262549,
0.02334466390311718,
0.05842285603284836,
-0.06417063623666763,
0.01895431987941265,
-0.02910682000219822,
0.05559880658984184,
-0.03160281479358673,
0.015478388406336308,
-0.011130426079034805,
0.038790684193372726,
-0.0771595910191536,
0.025323063135147095,
-0.024808350950479507,
-0.014867579564452171,
0.036902692168951035,
0.012254150584340096,
-0.019428474828600883,
0.03544612228870392,
-0.034394871443510056,
0.008035753853619099,
-0.016687681898474693,
-0.09080760180950165,
-0.027750063687562943,
-0.00661612581461668,
-4.5293336500098346e-33,
-0.015315122902393341,
0.020002935081720352,
-0.02495916374027729,
0.061175353825092316,
-0.0019889352843165398,
-0.02587299235165119,
-0.115260548889637,
-0.07928375154733658,
0.009585240855813026,
-0.010771664790809155,
0.04484420642256737,
0.03229902684688568,
-0.005072457250207663,
-0.09182550013065338,
0.038697827607393265,
-0.0060872831381857395,
0.03106333129107952,
0.021532978862524033,
0.03720233589410782,
-0.07171710580587387,
0.0040840585716068745,
0.07248257845640182,
-0.07453009486198425,
-0.020597822964191437,
0.04990440234541893,
0.04004199430346489,
0.07094447314739227,
-0.05686115846037865,
0.05271776020526886,
-0.05100398138165474,
-0.06364405900239944,
0.024791492149233818,
0.06600622832775116,
-0.029382774606347084,
0.05305047333240509,
-0.024758975952863693,
0.006956654135137796,
0.05626646429300308,
-0.025790326297283173,
-0.009777899831533432,
0.02981320209801197,
0.14429564774036407,
0.010844309814274311,
-0.059047214686870575,
0.04770553484559059,
0.007504804525524378,
0.046156615018844604,
0.07587070018053055,
0.03460100665688515,
-0.05187247321009636,
0.011122184805572033,
-0.056586652994155884,
-0.07334975898265839,
0.05006086453795433,
0.02397376112639904,
0.057646382600069046,
-0.046947628259658813,
0.039901331067085266,
0.01262709591537714,
-0.06504689157009125,
0.008749885484576225,
-0.08491437137126923,
0.03372017666697502,
0.002927334513515234,
-0.047835204750299454,
0.021219657734036446,
-0.02009080909192562,
0.10894951224327087,
-0.02982276864349842,
0.01103686261922121,
0.05327415093779564,
-0.024605751037597656,
0.014553331770002842,
0.04293374344706535,
-0.05892116203904152,
-0.03494791314005852,
0.015790607780218124,
-0.07623494416475296,
0.05049936845898628,
-0.03080015815794468,
-0.08644358068704605,
0.013204804621636868,
-0.02196427248418331,
-0.0612313449382782,
0.06688310950994492,
-0.060541022568941116,
-0.07735659927129745,
0.07641522586345673,
-0.0013398932060226798,
-0.03133558854460716,
-0.06038884073495865,
0.02935485728085041,
-0.03820401430130005,
-0.01707575097680092,
0.06527409702539444,
-4.606248538152613e-8,
0.10655001550912857,
-0.03743411600589752,
-0.021279901266098022,
0.03922916203737259,
0.07788822799921036,
-0.02489558234810829,
-0.008036969229578972,
-0.0030309034045785666,
-0.04974590241909027,
0.0311489999294281,
-0.009512272663414478,
0.044251929968595505,
-0.02383648231625557,
-0.07920507341623306,
0.02635316178202629,
0.021469881758093834,
-0.025135409086942673,
-0.07971475273370743,
-0.04225718602538109,
-0.006948129273951054,
0.07851885259151459,
0.015214504674077034,
0.07644008100032806,
-0.04223160818219185,
-0.10306155681610107,
-0.004345894791185856,
0.008185419254004955,
0.0869072899222374,
-0.015016557648777962,
-0.07158416509628296,
-0.012507552281022072,
0.0514812096953392,
0.026817994192242622,
-0.030338827520608902,
0.0533505380153656,
0.0010143480030819774,
-0.008617015555500984,
0.0240792166441679,
0.11627092957496643,
0.012110904790461063,
-0.06998061388731003,
-0.06762352585792542,
-0.012165001593530178,
0.0703658014535904,
-0.028380531817674637,
-0.0033271086867898703,
-0.0000010281793265676242,
-0.08358575403690338,
-0.01222070213407278,
0.04831460490822792,
0.03389216959476471,
0.016751056537032127,
-0.015223289839923382,
-0.013023069128394127,
-0.060795847326517105,
0.1409759223461151,
-0.06646446138620377,
0.08968374133110046,
-0.036164961755275726,
-0.018324410542845726,
0.10062504559755325,
-0.10847598314285278,
-0.014080722816288471,
-0.033348776400089264
] |
1402.1188
|
Adrian Kuhn
|
Adrian Kuhn and Robert DeLine
|
On Designing Better Tools for Learning APIs
|
Published at ICSE 2012
| null |
10.1109/SUITE.2012.6225476
| null |
cs.SE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Modern software development requires a large investment in learning
application programming interfaces (APIs). Recent research found that the
learning materials themselves are often inadequate: developers struggle to find
answers beyond simple usage scenarios. Solving these problems requires a large
investment in tool and search engine development. To understand where further
investment would be most useful, we ran a study with 19 professional developers
to understand what a solution might look like, free of technical constraints.
In this paper, we report on design implications of tools for API learning,
grounded in the reality of the professional developers themselves. The
reoccurring themes in the participants' feedback were trustworthiness,
confidentiality, information overload and the need for code examples as
first-class documentation artifacts.
|
[
{
"created": "Wed, 5 Feb 2014 21:29:28 GMT",
"version": "v1"
}
] |
2014-02-07
|
[
[
"Kuhn",
"Adrian",
""
],
[
"DeLine",
"Robert",
""
]
] |
[
-0.11736205965280533,
0.051574915647506714,
-0.008189697749912739,
0.04198389872908592,
0.024960273876786232,
-0.08460606634616852,
0.010623450390994549,
0.10290725529193878,
-0.01357449870556593,
0.018036074936389923,
-0.06963387131690979,
-0.01683914102613926,
0.07920200377702713,
-0.04203168302774429,
0.04848016798496246,
-0.011136051267385483,
0.022338896989822388,
-0.026721404865384102,
0.023007255047559738,
-0.04994308203458786,
0.009548607282340527,
0.03145434334874153,
0.0320541150867939,
0.03898264840245247,
0.023652154952287674,
-0.014557115733623505,
-0.02142322063446045,
-0.051814328879117966,
0.019240815192461014,
0.01889597624540329,
-0.04350288212299347,
0.03452657535672188,
-0.03463629633188248,
0.06567751616239548,
-0.03080720454454422,
0.032784603536129,
0.00837385468184948,
0.02336517907679081,
-0.0027806926518678665,
-0.03995991498231888,
-0.18007917702198029,
0.01476500928401947,
-0.044716283679008484,
-0.013793518766760826,
0.023989150300621986,
-0.0942237600684166,
0.003046699333935976,
-0.10349756479263306,
-0.020847752690315247,
0.012390798889100552,
-0.08788499236106873,
-0.09404820203781128,
-0.04400872811675072,
-0.12528951466083527,
-0.020062139257788658,
-0.0600687675178051,
0.0005898067029193044,
-0.01990305259823799,
-0.053755566477775574,
-0.03032621555030346,
-0.009086581878364086,
-0.020780356600880623,
-0.05186010152101517,
0.009868546389043331,
0.004588739015161991,
-0.012732132337987423,
-0.05192061513662338,
0.045605652034282684,
0.06805448979139328,
-0.05636606737971306,
-0.10044531524181366,
0.05030304193496704,
0.05438230186700821,
0.01659347116947174,
0.047963082790374756,
-0.08502808958292007,
-0.054823946207761765,
0.04608381539583206,
-0.037431057542562485,
-0.05806881934404373,
0.021258976310491562,
0.02027856558561325,
-0.021165376529097557,
0.15655922889709473,
-0.013131131418049335,
0.0465863011777401,
0.13963492214679718,
0.0036696474999189377,
0.010696934536099434,
0.037255946546792984,
0.07507355511188507,
-0.06349299103021622,
0.07763192057609558,
-0.02809842675924301,
0.06576967984437943,
0.003745842259377241,
0.04314703494310379,
-0.12606090307235718,
-0.07489772886037827,
0.07479605078697205,
-0.03281206265091896,
0.06183941662311554,
0.019342245534062386,
-0.09680688381195068,
-0.04507866129279137,
0.08697731792926788,
-0.020383134484291077,
-0.02442949451506138,
0.0360831543803215,
-0.0006423662416636944,
0.023774314671754837,
-0.01612735725939274,
-0.07721501588821411,
-0.02884836494922638,
0.020425962284207344,
0.07752557843923569,
-0.012835468165576458,
0.007766230963170528,
0.034237299114465714,
0.07851111888885498,
0.03605122119188309,
0.09725251793861389,
-0.020901884883642197,
-0.015323137864470482,
-0.037146683782339096,
-0.03311484307050705,
-0.039883557707071304,
1.1003225891131561e-33,
0.10398867726325989,
0.02692275308072567,
-0.016865869984030724,
0.10395031422376633,
0.02040453813970089,
-0.04030017927289009,
0.04093479365110397,
0.0924832671880722,
-0.04547058418393135,
-0.04286623001098633,
0.09285085648298264,
0.06317481398582458,
-0.015097994357347488,
0.02414204366505146,
0.03816108778119087,
0.012064870446920395,
-0.11744183301925659,
0.050989408046007156,
-0.0392596609890461,
-0.04555720463395119,
-0.05480597913265228,
-0.10285788029432297,
0.04635666310787201,
-0.006320697255432606,
-0.012016475200653076,
0.04509950429201126,
-0.0001853452413342893,
0.031292784959077835,
0.056759145110845566,
0.003842381527647376,
-0.0644332617521286,
-0.08184036612510681,
0.03607580065727234,
0.02798072248697281,
-0.00776480371132493,
0.08473476022481918,
-0.03738151863217354,
-0.02347608096897602,
0.09953978657722473,
0.014177469536662102,
-0.0035513138864189386,
-0.0288967527449131,
0.022752737626433372,
0.015223382972180843,
0.035663604736328125,
0.008649015799164772,
-0.00385235995054245,
-0.0021967804059386253,
-0.05503471568226814,
0.02693221904337406,
-0.010023252107203007,
0.07793279737234116,
0.01803630031645298,
0.05589456856250763,
0.001937480061315,
-0.028799425810575485,
0.036384519189596176,
0.0003145368827972561,
-0.055205125361680984,
-0.0014960314147174358,
-0.009743861854076385,
0.010004336945712566,
0.018415115773677826,
0.014378447085618973,
-0.09381940215826035,
0.05803446099162102,
0.03533899784088135,
0.07439081370830536,
0.06549584120512009,
-0.007994760759174824,
-0.060312267392873764,
0.04683287441730499,
-0.04041499271988869,
-0.056498266756534576,
0.025224655866622925,
-0.05736234784126282,
0.0638677254319191,
-0.05033525452017784,
0.05392041802406311,
-0.06650212407112122,
0.09205859154462814,
-0.05914171412587166,
0.05006290599703789,
0.015549789182841778,
-0.060581743717193604,
-0.04287391155958176,
0.06925660371780396,
-0.0524236336350441,
-0.01504489779472351,
0.07196183502674103,
-0.004862786270678043,
-0.019398443400859833,
-0.062481172382831573,
0.011915524490177631,
0.013374913483858109,
-1.6424649918162107e-33,
0.0072538102976977825,
-0.08904773741960526,
-0.06836936622858047,
0.014726324938237667,
-0.006941207218915224,
-0.011167588643729687,
0.023740973323583603,
-0.008836690336465836,
0.033560942858457565,
0.007324254140257835,
-0.0009493044926784933,
0.017991691827774048,
-0.03181418403983116,
0.038703449070453644,
-0.008895612321794033,
-0.0009436514810658991,
-0.02938850037753582,
0.048537783324718475,
0.03451533615589142,
0.05471751466393471,
-0.036539651453495026,
0.06150346249341965,
0.003412547754123807,
-0.01683366671204567,
-0.0464201383292675,
-0.017251579090952873,
-0.09378881007432938,
0.00557477492839098,
-0.007176775485277176,
0.024771692231297493,
0.06479515880346298,
-0.02447361871600151,
-0.03229432553052902,
-0.0788765400648117,
-0.011439161375164986,
0.04102977365255356,
0.02392754703760147,
0.03145555034279823,
-0.006401237100362778,
0.021224340423941612,
0.02173582650721073,
-0.06566615402698517,
-0.008558993227779865,
-0.06782716512680054,
-0.015009627677500248,
0.006354263052344322,
-0.020460255444049835,
0.002430961700156331,
0.017235763370990753,
-0.012151524424552917,
0.04887539893388748,
-0.03548836708068848,
0.03182714805006981,
-0.12087257206439972,
-0.06630358844995499,
-0.01966538466513157,
0.014153995551168919,
0.03703802824020386,
0.05214478820562363,
0.11827164888381958,
-0.026641054078936577,
-0.015562532469630241,
0.030172040686011314,
0.0448794960975647,
0.006403793580830097,
-0.06998162716627121,
-0.03545067459344864,
0.051789745688438416,
-0.10205696523189545,
0.07395394891500473,
0.07466600090265274,
-0.08723700046539307,
-0.0858115628361702,
-0.07471555471420288,
0.011452934704720974,
0.05704807862639427,
0.026833219453692436,
-0.03322923555970192,
-0.10609780997037888,
-0.02146008238196373,
0.04099494218826294,
0.006961154751479626,
0.0974467545747757,
0.056110888719558716,
-0.009454827755689621,
0.039438676089048386,
0.01990167610347271,
0.06741908192634583,
-0.04021913558244705,
0.06130959838628769,
-0.032992225140333176,
0.05271190032362938,
-0.01444990374147892,
0.010029559955000877,
0.002983788726851344,
-4.125573127566895e-8,
-0.006392333190888166,
0.03623531386256218,
-0.0033941215369850397,
0.030267810449004173,
0.011488759890198708,
0.08220700919628143,
-0.09105097502470016,
0.10693154484033585,
-0.017913080751895905,
0.029423028230667114,
0.009006360545754433,
-0.01155025139451027,
-0.042753346264362335,
0.021190479397773743,
0.028615539893507957,
0.15404385328292847,
-0.09192924946546555,
0.006466743536293507,
-0.06284575164318085,
-0.06324249505996704,
0.04457085579633713,
0.027193518355488777,
-0.025870980694890022,
-0.05060640722513199,
0.005944258067756891,
-0.0360969603061676,
0.023920288309454918,
0.09619130194187164,
0.010753130540251732,
0.03244265168905258,
-0.03573978319764137,
0.008784477598965168,
0.028002146631479263,
-0.06935238093137741,
0.09363808482885361,
0.045543570071458817,
0.024705486372113228,
-0.04181385040283203,
0.013534832745790482,
-0.008681269362568855,
-0.014671241864562035,
0.032243840396404266,
0.019128600135445595,
0.001275664079003036,
-0.009494566358625889,
0.04247778281569481,
0.005349933635443449,
-0.04193224012851715,
-0.01753937639296055,
-0.015473893843591213,
-0.03709923103451729,
-0.007998603396117687,
0.0026460308581590652,
0.004859120585024357,
0.013883201405405998,
0.07537489384412766,
-0.08030752092599869,
0.012027954682707787,
0.03531498834490776,
0.038916800171136856,
0.009163521230220795,
0.10213708877563477,
0.05662649869918823,
0.08624715358018875
] | null | null | null | null | null | null | null |
[
-0.11736205965280533,
0.051574915647506714,
-0.008189697749912739,
0.04198389872908592,
0.024960273876786232,
-0.08460606634616852,
0.010623450390994549,
0.10290725529193878,
-0.01357449870556593,
0.018036074936389923,
-0.06963387131690979,
-0.01683914102613926,
0.07920200377702713,
-0.04203168302774429,
0.04848016798496246,
-0.011136051267385483,
0.022338896989822388,
-0.026721404865384102,
0.023007255047559738,
-0.04994308203458786,
0.009548607282340527,
0.03145434334874153,
0.0320541150867939,
0.03898264840245247,
0.023652154952287674,
-0.014557115733623505,
-0.02142322063446045,
-0.051814328879117966,
0.019240815192461014,
0.01889597624540329,
-0.04350288212299347,
0.03452657535672188,
-0.03463629633188248,
0.06567751616239548,
-0.03080720454454422,
0.032784603536129,
0.00837385468184948,
0.02336517907679081,
-0.0027806926518678665,
-0.03995991498231888,
-0.18007917702198029,
0.01476500928401947,
-0.044716283679008484,
-0.013793518766760826,
0.023989150300621986,
-0.0942237600684166,
0.003046699333935976,
-0.10349756479263306,
-0.020847752690315247,
0.012390798889100552,
-0.08788499236106873,
-0.09404820203781128,
-0.04400872811675072,
-0.12528951466083527,
-0.020062139257788658,
-0.0600687675178051,
0.0005898067029193044,
-0.01990305259823799,
-0.053755566477775574,
-0.03032621555030346,
-0.009086581878364086,
-0.020780356600880623,
-0.05186010152101517,
0.009868546389043331,
0.004588739015161991,
-0.012732132337987423,
-0.05192061513662338,
0.045605652034282684,
0.06805448979139328,
-0.05636606737971306,
-0.10044531524181366,
0.05030304193496704,
0.05438230186700821,
0.01659347116947174,
0.047963082790374756,
-0.08502808958292007,
-0.054823946207761765,
0.04608381539583206,
-0.037431057542562485,
-0.05806881934404373,
0.021258976310491562,
0.02027856558561325,
-0.021165376529097557,
0.15655922889709473,
-0.013131131418049335,
0.0465863011777401,
0.13963492214679718,
0.0036696474999189377,
0.010696934536099434,
0.037255946546792984,
0.07507355511188507,
-0.06349299103021622,
0.07763192057609558,
-0.02809842675924301,
0.06576967984437943,
0.003745842259377241,
0.04314703494310379,
-0.12606090307235718,
-0.07489772886037827,
0.07479605078697205,
-0.03281206265091896,
0.06183941662311554,
0.019342245534062386,
-0.09680688381195068,
-0.04507866129279137,
0.08697731792926788,
-0.020383134484291077,
-0.02442949451506138,
0.0360831543803215,
-0.0006423662416636944,
0.023774314671754837,
-0.01612735725939274,
-0.07721501588821411,
-0.02884836494922638,
0.020425962284207344,
0.07752557843923569,
-0.012835468165576458,
0.007766230963170528,
0.034237299114465714,
0.07851111888885498,
0.03605122119188309,
0.09725251793861389,
-0.020901884883642197,
-0.015323137864470482,
-0.037146683782339096,
-0.03311484307050705,
-0.039883557707071304,
1.1003225891131561e-33,
0.10398867726325989,
0.02692275308072567,
-0.016865869984030724,
0.10395031422376633,
0.02040453813970089,
-0.04030017927289009,
0.04093479365110397,
0.0924832671880722,
-0.04547058418393135,
-0.04286623001098633,
0.09285085648298264,
0.06317481398582458,
-0.015097994357347488,
0.02414204366505146,
0.03816108778119087,
0.012064870446920395,
-0.11744183301925659,
0.050989408046007156,
-0.0392596609890461,
-0.04555720463395119,
-0.05480597913265228,
-0.10285788029432297,
0.04635666310787201,
-0.006320697255432606,
-0.012016475200653076,
0.04509950429201126,
-0.0001853452413342893,
0.031292784959077835,
0.056759145110845566,
0.003842381527647376,
-0.0644332617521286,
-0.08184036612510681,
0.03607580065727234,
0.02798072248697281,
-0.00776480371132493,
0.08473476022481918,
-0.03738151863217354,
-0.02347608096897602,
0.09953978657722473,
0.014177469536662102,
-0.0035513138864189386,
-0.0288967527449131,
0.022752737626433372,
0.015223382972180843,
0.035663604736328125,
0.008649015799164772,
-0.00385235995054245,
-0.0021967804059386253,
-0.05503471568226814,
0.02693221904337406,
-0.010023252107203007,
0.07793279737234116,
0.01803630031645298,
0.05589456856250763,
0.001937480061315,
-0.028799425810575485,
0.036384519189596176,
0.0003145368827972561,
-0.055205125361680984,
-0.0014960314147174358,
-0.009743861854076385,
0.010004336945712566,
0.018415115773677826,
0.014378447085618973,
-0.09381940215826035,
0.05803446099162102,
0.03533899784088135,
0.07439081370830536,
0.06549584120512009,
-0.007994760759174824,
-0.060312267392873764,
0.04683287441730499,
-0.04041499271988869,
-0.056498266756534576,
0.025224655866622925,
-0.05736234784126282,
0.0638677254319191,
-0.05033525452017784,
0.05392041802406311,
-0.06650212407112122,
0.09205859154462814,
-0.05914171412587166,
0.05006290599703789,
0.015549789182841778,
-0.060581743717193604,
-0.04287391155958176,
0.06925660371780396,
-0.0524236336350441,
-0.01504489779472351,
0.07196183502674103,
-0.004862786270678043,
-0.019398443400859833,
-0.062481172382831573,
0.011915524490177631,
0.013374913483858109,
-1.6424649918162107e-33,
0.0072538102976977825,
-0.08904773741960526,
-0.06836936622858047,
0.014726324938237667,
-0.006941207218915224,
-0.011167588643729687,
0.023740973323583603,
-0.008836690336465836,
0.033560942858457565,
0.007324254140257835,
-0.0009493044926784933,
0.017991691827774048,
-0.03181418403983116,
0.038703449070453644,
-0.008895612321794033,
-0.0009436514810658991,
-0.02938850037753582,
0.048537783324718475,
0.03451533615589142,
0.05471751466393471,
-0.036539651453495026,
0.06150346249341965,
0.003412547754123807,
-0.01683366671204567,
-0.0464201383292675,
-0.017251579090952873,
-0.09378881007432938,
0.00557477492839098,
-0.007176775485277176,
0.024771692231297493,
0.06479515880346298,
-0.02447361871600151,
-0.03229432553052902,
-0.0788765400648117,
-0.011439161375164986,
0.04102977365255356,
0.02392754703760147,
0.03145555034279823,
-0.006401237100362778,
0.021224340423941612,
0.02173582650721073,
-0.06566615402698517,
-0.008558993227779865,
-0.06782716512680054,
-0.015009627677500248,
0.006354263052344322,
-0.020460255444049835,
0.002430961700156331,
0.017235763370990753,
-0.012151524424552917,
0.04887539893388748,
-0.03548836708068848,
0.03182714805006981,
-0.12087257206439972,
-0.06630358844995499,
-0.01966538466513157,
0.014153995551168919,
0.03703802824020386,
0.05214478820562363,
0.11827164888381958,
-0.026641054078936577,
-0.015562532469630241,
0.030172040686011314,
0.0448794960975647,
0.006403793580830097,
-0.06998162716627121,
-0.03545067459344864,
0.051789745688438416,
-0.10205696523189545,
0.07395394891500473,
0.07466600090265274,
-0.08723700046539307,
-0.0858115628361702,
-0.07471555471420288,
0.011452934704720974,
0.05704807862639427,
0.026833219453692436,
-0.03322923555970192,
-0.10609780997037888,
-0.02146008238196373,
0.04099494218826294,
0.006961154751479626,
0.0974467545747757,
0.056110888719558716,
-0.009454827755689621,
0.039438676089048386,
0.01990167610347271,
0.06741908192634583,
-0.04021913558244705,
0.06130959838628769,
-0.032992225140333176,
0.05271190032362938,
-0.01444990374147892,
0.010029559955000877,
0.002983788726851344,
-4.125573127566895e-8,
-0.006392333190888166,
0.03623531386256218,
-0.0033941215369850397,
0.030267810449004173,
0.011488759890198708,
0.08220700919628143,
-0.09105097502470016,
0.10693154484033585,
-0.017913080751895905,
0.029423028230667114,
0.009006360545754433,
-0.01155025139451027,
-0.042753346264362335,
0.021190479397773743,
0.028615539893507957,
0.15404385328292847,
-0.09192924946546555,
0.006466743536293507,
-0.06284575164318085,
-0.06324249505996704,
0.04457085579633713,
0.027193518355488777,
-0.025870980694890022,
-0.05060640722513199,
0.005944258067756891,
-0.0360969603061676,
0.023920288309454918,
0.09619130194187164,
0.010753130540251732,
0.03244265168905258,
-0.03573978319764137,
0.008784477598965168,
0.028002146631479263,
-0.06935238093137741,
0.09363808482885361,
0.045543570071458817,
0.024705486372113228,
-0.04181385040283203,
0.013534832745790482,
-0.008681269362568855,
-0.014671241864562035,
0.032243840396404266,
0.019128600135445595,
0.001275664079003036,
-0.009494566358625889,
0.04247778281569481,
0.005349933635443449,
-0.04193224012851715,
-0.01753937639296055,
-0.015473893843591213,
-0.03709923103451729,
-0.007998603396117687,
0.0026460308581590652,
0.004859120585024357,
0.013883201405405998,
0.07537489384412766,
-0.08030752092599869,
0.012027954682707787,
0.03531498834490776,
0.038916800171136856,
0.009163521230220795,
0.10213708877563477,
0.05662649869918823,
0.08624715358018875
] |
1402.1191
|
Xing Shi Cai
|
Xing Shi Cai, Luc Devroye
|
The Analysis of Kademlia for random IDs
|
15 pages. 2 figures
| null |
10.1080/15427951.2015.1051674
| null |
cs.DS cs.NI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Kademlia is the de facto standard searching algorithm for P2P (peer-to-peer)
networks on the Internet. In our earlier work, we introduced two slightly
different models for Kademlia and studied how many steps it takes to search for
a target node by using Kademlia's searching algorithm. The first model, in
which nodes of the network are labelled with deterministic IDs, had been
discussed in that paper. The second one, in which nodes are labelled with
random IDs, which we call the Random ID Model, was only briefly mentioned.
Refined results with detailed proofs for this model are given in this paper.
Our analysis shows that with high probability it takes about $c \log n$ steps
to locate any node, where $n$ is the total number of nodes in the network and
$c$ is a constant that does not depend on $n$.
|
[
{
"created": "Wed, 5 Feb 2014 21:37:29 GMT",
"version": "v1"
},
{
"created": "Tue, 12 May 2015 14:07:52 GMT",
"version": "v2"
}
] |
2020-04-21
|
[
[
"Cai",
"Xing Shi",
""
],
[
"Devroye",
"Luc",
""
]
] |
[
-0.037531379610300064,
-0.024044878780841827,
-0.015904173254966736,
-0.019858792424201965,
0.07363128662109375,
-0.017614418640732765,
-0.004535279236733913,
-0.04055578261613846,
0.03085891716182232,
0.03281267359852791,
0.008416769094765186,
0.06782751530408859,
0.08916893601417542,
-0.13135084509849548,
0.013693803921341896,
-0.005408979952335358,
0.07138678431510925,
-0.011447172611951828,
0.060215260833501816,
-0.0869731530547142,
-0.012671206146478653,
-0.027988122776150703,
0.0805494636297226,
-0.10217313468456268,
-0.054608993232250214,
0.02348119392991066,
0.06840123981237411,
-0.02364528924226761,
-0.0008330932469107211,
-0.023338817059993744,
0.06465060263872147,
0.03714814409613609,
0.018699487671256065,
0.01218207087367773,
-0.02742004208266735,
0.02225606143474579,
-0.055224884301424026,
-0.007127595599740744,
0.009261206723749638,
0.012844167649745941,
0.1255544126033783,
0.0036774934269487858,
-0.02038043551146984,
-0.020045515149831772,
0.017011255025863647,
-0.02911953255534172,
-0.02459590509533882,
0.11884895712137222,
-0.0029955250211060047,
-0.038973547518253326,
-0.04575520381331444,
-0.07928300648927689,
0.019754789769649506,
0.025549747049808502,
0.028887702152132988,
-0.04078010469675064,
-0.003998479340225458,
-0.051396068185567856,
-0.0022207123693078756,
0.06009497493505478,
0.07967843115329742,
-0.012810107320547104,
-0.03364714980125427,
-0.011186408810317516,
0.08142288029193878,
-0.00874018669128418,
0.07719732075929642,
-0.007245649117976427,
0.031042376533150673,
0.006516605149954557,
0.07080495357513428,
0.0689726173877716,
-0.05270863324403763,
0.0906512513756752,
-0.01590670272707939,
-0.041447531431913376,
0.02795427478849888,
0.038186103105545044,
-0.0589078851044178,
0.008399697951972485,
-0.09012956917285919,
-0.0022966039832681417,
0.03184135630726814,
-0.013484728522598743,
-0.049314677715301514,
-0.05830587074160576,
-0.018964078277349472,
-0.041200555860996246,
0.05466384068131447,
0.005878029391169548,
-0.020343411713838577,
0.030797448009252548,
0.006410227622836828,
0.0019751572981476784,
0.03644736111164093,
0.06400810927152634,
0.05899295210838318,
0.0012386018643155694,
0.05363057553768158,
0.013925764709711075,
-0.026201624423265457,
0.041339412331581116,
-0.0001961501984624192,
-0.12932728230953217,
-0.0035466754343360662,
0.032675761729478836,
-0.008236640132963657,
0.027299663051962852,
0.07092845439910889,
0.0008688046946190298,
-0.07136960327625275,
-0.005601461045444012,
-0.0176517553627491,
-0.0015395168447867036,
0.026745334267616272,
-0.054518040269613266,
0.05639735609292984,
0.055485792458057404,
-0.03384122997522354,
0.014069619588553905,
-0.011836707592010498,
0.0337761715054512,
0.05580667406320572,
-0.047198615968227386,
-0.05389763414859772,
0.07752306759357452,
-0.06756900250911713,
1.5841472477039785e-33,
0.040495309978723526,
0.02738199196755886,
-0.027369046583771706,
-0.006320415064692497,
-0.002809971570968628,
-0.01028330810368061,
0.02802610956132412,
-0.026844002306461334,
-0.06409336626529694,
-0.0387328565120697,
-0.09069756418466568,
-0.057899169623851776,
0.017203209921717644,
-0.000024505336114089005,
0.07200465351343155,
-0.027447333559393883,
0.03818871080875397,
0.053458698093891144,
0.0658784806728363,
-0.03316258266568184,
0.07140541821718216,
-0.07054239511489868,
0.0508783683180809,
-0.06156504154205322,
0.0713062584400177,
-0.021313920617103577,
-0.006598765030503273,
-0.07797626405954361,
0.0628221333026886,
-0.006854173261672258,
0.017087917774915695,
0.032322075217962265,
0.004602695815265179,
0.03321678563952446,
0.006461203098297119,
0.06994088739156723,
-0.08062624931335449,
-0.0266483835875988,
-0.05845813453197479,
-0.13110828399658203,
-0.06575159728527069,
0.030978571623563766,
0.015192785300314426,
-0.016767915338277817,
-0.11680614948272705,
-0.05242432653903961,
-0.08848917484283447,
-0.027984270825982094,
0.0102780656889081,
0.002130780601873994,
0.1132110133767128,
0.031509269028902054,
-0.018148628994822502,
-0.019688479602336884,
-0.0073311240412294865,
0.02593713253736496,
0.03949534893035889,
0.07509944587945938,
0.009765440598130226,
0.1266239732503891,
0.08907082676887512,
-0.04968726634979248,
0.03523574769496918,
0.02161511220037937,
0.0777154192328453,
0.07412085682153702,
-0.011452888138592243,
-0.018936762586236,
0.13803143799304962,
0.03733988106250763,
0.049321871250867844,
-0.016571808606386185,
0.04344629496335983,
0.02066720649600029,
0.013107401318848133,
-0.053592562675476074,
-0.04440367594361305,
-0.09860826283693314,
0.023718470707535744,
0.0411260649561882,
-0.03904438391327858,
0.016198456287384033,
-0.0018475138349458575,
-0.010372024960815907,
-0.010125628672540188,
-0.06547762453556061,
-0.01002575270831585,
-0.03927946463227272,
-0.07360810786485672,
0.012082662433385849,
0.059123072773218155,
0.0006037369603291154,
-0.04737554490566254,
0.007561505306512117,
0.05865178257226944,
-3.0004665955471666e-33,
-0.08251792937517166,
-0.015538542531430721,
0.04689960554242134,
0.03698815032839775,
0.0645054280757904,
-0.13646788895130157,
-0.047952521592378616,
-0.059553973376750946,
-0.019824592396616936,
0.07654419541358948,
-0.023825205862522125,
-0.009408509358763695,
0.025621842592954636,
-0.0010657572420313954,
0.07667219638824463,
-0.023366693407297134,
0.07281842082738876,
0.007741429843008518,
-0.005885658320039511,
0.027452996000647545,
-0.008718037977814674,
0.022755075246095657,
-0.07493652403354645,
-0.046717479825019836,
0.06448466330766678,
0.007700864691287279,
0.04974782094359398,
0.018584368750452995,
-0.0500522218644619,
-0.05860342085361481,
-0.031806450337171555,
0.021098749712109566,
-0.1076381504535675,
-0.06173211336135864,
-0.05745984986424446,
0.029762912541627884,
-0.026233656331896782,
0.08361368626356125,
0.004342176951467991,
0.05305038020014763,
0.023465853184461594,
0.049450647085905075,
-0.06140545755624771,
-0.022220579907298088,
-0.02930230274796486,
-0.017565486952662468,
-0.037878457456827164,
0.07238011062145233,
-0.037085916846990585,
-0.03479244187474251,
0.01249916572123766,
0.0463603250682354,
0.004628068767488003,
0.03282447159290314,
0.068751260638237,
0.03788299486041069,
-0.16521015763282776,
0.09540124237537384,
0.08766870200634003,
0.00917922705411911,
-0.01590801030397415,
-0.08539347350597382,
-0.08270075917243958,
0.18850116431713104,
-0.03288567066192627,
-0.04519516974687576,
0.020996272563934326,
-0.01983603648841381,
-0.038108788430690765,
-0.008119242265820503,
0.03048030287027359,
0.08341000974178314,
-0.023480301722884178,
0.020541122183203697,
-0.03854920715093613,
-0.02798430621623993,
0.012299160473048687,
0.09179893136024475,
-0.030328895896673203,
-0.023971982300281525,
-0.06768319755792618,
0.09383953362703323,
-0.04641231894493103,
-0.06879256665706635,
-0.006709262728691101,
-0.07792287319898605,
0.11725848913192749,
0.017097914591431618,
-0.03781924024224281,
-0.02063707634806633,
0.030086221173405647,
-0.017115114256739616,
-0.04808208346366882,
-0.023614972829818726,
-0.06440652161836624,
-4.2313509140967653e-8,
-0.0978524461388588,
0.06326579302549362,
0.010360206477344036,
0.004738087300211191,
0.1306065171957016,
0.06451799720525742,
-0.009163790382444859,
0.06414268910884857,
-0.00893696304410696,
-0.007777419872581959,
0.028386738151311874,
0.027839530259370804,
0.014280120842158794,
0.004057510755956173,
-0.01317047979682684,
0.02093418687582016,
-0.05816620960831642,
-0.11674165725708008,
-0.019116435199975967,
-0.011965897865593433,
-0.04272669926285744,
-0.0049352641217410564,
-0.05871677026152611,
0.05778219923377037,
0.03634297847747803,
-0.009321794845163822,
0.013885012827813625,
0.020660484209656715,
0.021236514672636986,
0.002803003415465355,
-0.06704693287611008,
0.010721802711486816,
-0.050169266760349274,
0.003760918043553829,
0.034974634647369385,
0.061736032366752625,
-0.03537505865097046,
-0.0447065606713295,
-0.06582172214984894,
0.06337796151638031,
0.028664439916610718,
-0.0022700168192386627,
0.06912887841463089,
0.012714331038296223,
0.010025947354733944,
0.005197018384933472,
-0.043617602437734604,
0.02676405757665634,
-0.030048521235585213,
-0.07310100644826889,
0.010346770286560059,
-0.0771246924996376,
-0.03178830072283745,
-0.06218789517879486,
0.04705222696065903,
0.015844080597162247,
-0.020938746631145477,
-0.04721429944038391,
0.031533971428871155,
0.01293708011507988,
0.05052968114614487,
-0.03527827560901642,
-0.006972779054194689,
-0.0029258425347507
] | null | null | null | null | null | null | null |
[
-0.037531379610300064,
-0.024044878780841827,
-0.015904173254966736,
-0.019858792424201965,
0.07363128662109375,
-0.017614418640732765,
-0.004535279236733913,
-0.04055578261613846,
0.03085891716182232,
0.03281267359852791,
0.008416769094765186,
0.06782751530408859,
0.08916893601417542,
-0.13135084509849548,
0.013693803921341896,
-0.005408979952335358,
0.07138678431510925,
-0.011447172611951828,
0.060215260833501816,
-0.0869731530547142,
-0.012671206146478653,
-0.027988122776150703,
0.0805494636297226,
-0.10217313468456268,
-0.054608993232250214,
0.02348119392991066,
0.06840123981237411,
-0.02364528924226761,
-0.0008330932469107211,
-0.023338817059993744,
0.06465060263872147,
0.03714814409613609,
0.018699487671256065,
0.01218207087367773,
-0.02742004208266735,
0.02225606143474579,
-0.055224884301424026,
-0.007127595599740744,
0.009261206723749638,
0.012844167649745941,
0.1255544126033783,
0.0036774934269487858,
-0.02038043551146984,
-0.020045515149831772,
0.017011255025863647,
-0.02911953255534172,
-0.02459590509533882,
0.11884895712137222,
-0.0029955250211060047,
-0.038973547518253326,
-0.04575520381331444,
-0.07928300648927689,
0.019754789769649506,
0.025549747049808502,
0.028887702152132988,
-0.04078010469675064,
-0.003998479340225458,
-0.051396068185567856,
-0.0022207123693078756,
0.06009497493505478,
0.07967843115329742,
-0.012810107320547104,
-0.03364714980125427,
-0.011186408810317516,
0.08142288029193878,
-0.00874018669128418,
0.07719732075929642,
-0.007245649117976427,
0.031042376533150673,
0.006516605149954557,
0.07080495357513428,
0.0689726173877716,
-0.05270863324403763,
0.0906512513756752,
-0.01590670272707939,
-0.041447531431913376,
0.02795427478849888,
0.038186103105545044,
-0.0589078851044178,
0.008399697951972485,
-0.09012956917285919,
-0.0022966039832681417,
0.03184135630726814,
-0.013484728522598743,
-0.049314677715301514,
-0.05830587074160576,
-0.018964078277349472,
-0.041200555860996246,
0.05466384068131447,
0.005878029391169548,
-0.020343411713838577,
0.030797448009252548,
0.006410227622836828,
0.0019751572981476784,
0.03644736111164093,
0.06400810927152634,
0.05899295210838318,
0.0012386018643155694,
0.05363057553768158,
0.013925764709711075,
-0.026201624423265457,
0.041339412331581116,
-0.0001961501984624192,
-0.12932728230953217,
-0.0035466754343360662,
0.032675761729478836,
-0.008236640132963657,
0.027299663051962852,
0.07092845439910889,
0.0008688046946190298,
-0.07136960327625275,
-0.005601461045444012,
-0.0176517553627491,
-0.0015395168447867036,
0.026745334267616272,
-0.054518040269613266,
0.05639735609292984,
0.055485792458057404,
-0.03384122997522354,
0.014069619588553905,
-0.011836707592010498,
0.0337761715054512,
0.05580667406320572,
-0.047198615968227386,
-0.05389763414859772,
0.07752306759357452,
-0.06756900250911713,
1.5841472477039785e-33,
0.040495309978723526,
0.02738199196755886,
-0.027369046583771706,
-0.006320415064692497,
-0.002809971570968628,
-0.01028330810368061,
0.02802610956132412,
-0.026844002306461334,
-0.06409336626529694,
-0.0387328565120697,
-0.09069756418466568,
-0.057899169623851776,
0.017203209921717644,
-0.000024505336114089005,
0.07200465351343155,
-0.027447333559393883,
0.03818871080875397,
0.053458698093891144,
0.0658784806728363,
-0.03316258266568184,
0.07140541821718216,
-0.07054239511489868,
0.0508783683180809,
-0.06156504154205322,
0.0713062584400177,
-0.021313920617103577,
-0.006598765030503273,
-0.07797626405954361,
0.0628221333026886,
-0.006854173261672258,
0.017087917774915695,
0.032322075217962265,
0.004602695815265179,
0.03321678563952446,
0.006461203098297119,
0.06994088739156723,
-0.08062624931335449,
-0.0266483835875988,
-0.05845813453197479,
-0.13110828399658203,
-0.06575159728527069,
0.030978571623563766,
0.015192785300314426,
-0.016767915338277817,
-0.11680614948272705,
-0.05242432653903961,
-0.08848917484283447,
-0.027984270825982094,
0.0102780656889081,
0.002130780601873994,
0.1132110133767128,
0.031509269028902054,
-0.018148628994822502,
-0.019688479602336884,
-0.0073311240412294865,
0.02593713253736496,
0.03949534893035889,
0.07509944587945938,
0.009765440598130226,
0.1266239732503891,
0.08907082676887512,
-0.04968726634979248,
0.03523574769496918,
0.02161511220037937,
0.0777154192328453,
0.07412085682153702,
-0.011452888138592243,
-0.018936762586236,
0.13803143799304962,
0.03733988106250763,
0.049321871250867844,
-0.016571808606386185,
0.04344629496335983,
0.02066720649600029,
0.013107401318848133,
-0.053592562675476074,
-0.04440367594361305,
-0.09860826283693314,
0.023718470707535744,
0.0411260649561882,
-0.03904438391327858,
0.016198456287384033,
-0.0018475138349458575,
-0.010372024960815907,
-0.010125628672540188,
-0.06547762453556061,
-0.01002575270831585,
-0.03927946463227272,
-0.07360810786485672,
0.012082662433385849,
0.059123072773218155,
0.0006037369603291154,
-0.04737554490566254,
0.007561505306512117,
0.05865178257226944,
-3.0004665955471666e-33,
-0.08251792937517166,
-0.015538542531430721,
0.04689960554242134,
0.03698815032839775,
0.0645054280757904,
-0.13646788895130157,
-0.047952521592378616,
-0.059553973376750946,
-0.019824592396616936,
0.07654419541358948,
-0.023825205862522125,
-0.009408509358763695,
0.025621842592954636,
-0.0010657572420313954,
0.07667219638824463,
-0.023366693407297134,
0.07281842082738876,
0.007741429843008518,
-0.005885658320039511,
0.027452996000647545,
-0.008718037977814674,
0.022755075246095657,
-0.07493652403354645,
-0.046717479825019836,
0.06448466330766678,
0.007700864691287279,
0.04974782094359398,
0.018584368750452995,
-0.0500522218644619,
-0.05860342085361481,
-0.031806450337171555,
0.021098749712109566,
-0.1076381504535675,
-0.06173211336135864,
-0.05745984986424446,
0.029762912541627884,
-0.026233656331896782,
0.08361368626356125,
0.004342176951467991,
0.05305038020014763,
0.023465853184461594,
0.049450647085905075,
-0.06140545755624771,
-0.022220579907298088,
-0.02930230274796486,
-0.017565486952662468,
-0.037878457456827164,
0.07238011062145233,
-0.037085916846990585,
-0.03479244187474251,
0.01249916572123766,
0.0463603250682354,
0.004628068767488003,
0.03282447159290314,
0.068751260638237,
0.03788299486041069,
-0.16521015763282776,
0.09540124237537384,
0.08766870200634003,
0.00917922705411911,
-0.01590801030397415,
-0.08539347350597382,
-0.08270075917243958,
0.18850116431713104,
-0.03288567066192627,
-0.04519516974687576,
0.020996272563934326,
-0.01983603648841381,
-0.038108788430690765,
-0.008119242265820503,
0.03048030287027359,
0.08341000974178314,
-0.023480301722884178,
0.020541122183203697,
-0.03854920715093613,
-0.02798430621623993,
0.012299160473048687,
0.09179893136024475,
-0.030328895896673203,
-0.023971982300281525,
-0.06768319755792618,
0.09383953362703323,
-0.04641231894493103,
-0.06879256665706635,
-0.006709262728691101,
-0.07792287319898605,
0.11725848913192749,
0.017097914591431618,
-0.03781924024224281,
-0.02063707634806633,
0.030086221173405647,
-0.017115114256739616,
-0.04808208346366882,
-0.023614972829818726,
-0.06440652161836624,
-4.2313509140967653e-8,
-0.0978524461388588,
0.06326579302549362,
0.010360206477344036,
0.004738087300211191,
0.1306065171957016,
0.06451799720525742,
-0.009163790382444859,
0.06414268910884857,
-0.00893696304410696,
-0.007777419872581959,
0.028386738151311874,
0.027839530259370804,
0.014280120842158794,
0.004057510755956173,
-0.01317047979682684,
0.02093418687582016,
-0.05816620960831642,
-0.11674165725708008,
-0.019116435199975967,
-0.011965897865593433,
-0.04272669926285744,
-0.0049352641217410564,
-0.05871677026152611,
0.05778219923377037,
0.03634297847747803,
-0.009321794845163822,
0.013885012827813625,
0.020660484209656715,
0.021236514672636986,
0.002803003415465355,
-0.06704693287611008,
0.010721802711486816,
-0.050169266760349274,
0.003760918043553829,
0.034974634647369385,
0.061736032366752625,
-0.03537505865097046,
-0.0447065606713295,
-0.06582172214984894,
0.06337796151638031,
0.028664439916610718,
-0.0022700168192386627,
0.06912887841463089,
0.012714331038296223,
0.010025947354733944,
0.005197018384933472,
-0.043617602437734604,
0.02676405757665634,
-0.030048521235585213,
-0.07310100644826889,
0.010346770286560059,
-0.0771246924996376,
-0.03178830072283745,
-0.06218789517879486,
0.04705222696065903,
0.015844080597162247,
-0.020938746631145477,
-0.04721429944038391,
0.031533971428871155,
0.01293708011507988,
0.05052968114614487,
-0.03527827560901642,
-0.006972779054194689,
-0.0029258425347507
] |
1402.1194
|
G\'abor R\'etv\'ari
|
G\'abor R\'etv\'ari, J\'anos Tapolcai, Attila K\H{o}r\"osi, Andr\'as
Majd\'an, Zal\'an Heszberger
|
Compressing IP Forwarding Tables: Towards Entropy Bounds and Beyond
| null |
ACM SIGCOMM 2013. 111-122
|
10.1145/2486001.2486009
| null |
cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Lately, there has been an upsurge of interest in compressed data structures,
aiming to pack ever larger quantities of information into constrained memory
without sacrificing the efficiency of standard operations, like random access,
search, or update. The main goal of this paper is to demonstrate how data
compression can benefit the networking community, by showing how to squeeze the
IP Forwarding Information Base (FIB), the giant table consulted by IP routers
to make forwarding decisions, into information-theoretical entropy bounds, with
essentially zero cost on longest prefix match and FIB update. First, we adopt
the state-of-the-art in compressed data structures, yielding a static
entropy-compressed FIB representation with asymptotically optimal lookup. Then,
we re-design the venerable prefix tree, used commonly for IP lookup for at
least 20 years in IP routers, to also admit entropy bounds and support lookup
in optimal time and update in nearly optimal time. Evaluations on a Linux
kernel prototype indicate that our compressors encode a FIB comprising more
than 440K prefixes to just about 100--400 KBytes of memory, with a threefold
increase in lookup throughput and no penalty on FIB updates.
This technical report contains a number of important corrections and
revisions to the original manuscript.
|
[
{
"created": "Wed, 5 Feb 2014 21:45:26 GMT",
"version": "v1"
}
] |
2014-02-07
|
[
[
"Rétvári",
"Gábor",
""
],
[
"Tapolcai",
"János",
""
],
[
"Kőrösi",
"Attila",
""
],
[
"Majdán",
"András",
""
],
[
"Heszberger",
"Zalán",
""
]
] |
[
-0.048524629324674606,
0.035030607134103775,
0.034269727766513824,
-0.024371864274144173,
0.009997001849114895,
-0.016926659271121025,
-0.03802398592233658,
-0.006246487144380808,
0.04863772913813591,
0.0412544347345829,
-0.05821264535188675,
0.10123390704393387,
-0.0036102428566664457,
-0.07826794683933258,
-0.014063751325011253,
0.024917704984545708,
0.05535081773996353,
0.06629296392202377,
-0.04201916232705116,
-0.023122865706682205,
-0.0322803370654583,
-0.021155117079615593,
0.01597513258457184,
-0.015535518527030945,
0.017095817252993584,
0.014610585756599903,
-0.00898968055844307,
-0.019988523796200752,
-0.00939248688519001,
-0.020759526640176773,
0.010589119978249073,
-0.005309491418302059,
0.03878111392259598,
0.06981596350669861,
-0.05942266434431076,
0.0118238665163517,
-0.02808414399623871,
0.01876440830528736,
-0.044974762946367264,
0.017335115000605583,
0.014280576258897781,
-0.005780073814094067,
0.004444848746061325,
0.10529106110334396,
-0.05500622093677521,
0.0629732757806778,
0.03897291049361229,
0.0817762017250061,
0.023567432537674904,
-0.04553259164094925,
-0.02039147913455963,
0.03207799047231674,
-0.03237538039684296,
0.029619215056300163,
-0.015527424402534962,
0.0034734399523586035,
-0.04577689617872238,
-0.0341794416308403,
-0.09116408973932266,
0.10994522273540497,
-0.02314150519669056,
-0.0044458103366196156,
0.016352500766515732,
0.020182250067591667,
-0.024881118908524513,
-0.03948332369327545,
0.1466682404279709,
0.03515695407986641,
0.007880317978560925,
0.04125667363405228,
-0.039083655923604965,
0.052472181618213654,
-0.06854260712862015,
0.1409817785024643,
-0.01618526689708233,
0.01937921717762947,
0.011865921318531036,
0.014626650139689445,
-0.02986948937177658,
-0.038197051733732224,
-0.009340562857687473,
-0.021120762452483177,
0.029422787949442863,
0.026015888899564743,
0.010712814517319202,
-0.13842211663722992,
0.020682385191321373,
-0.030986109748482704,
0.018393825739622116,
-0.02865586243569851,
-0.02308892272412777,
-0.0664156898856163,
0.07630430907011032,
0.012497005052864552,
0.03953791782259941,
0.04093851149082184,
0.0002858784864656627,
-0.02402176707983017,
-0.010492716915905476,
0.04711545631289482,
-0.015411184169352055,
0.06769319623708725,
-0.03260180354118347,
-0.031326763331890106,
0.01920359581708908,
-0.007895510643720627,
-0.010109562426805496,
0.008288088254630566,
0.04919684678316116,
0.05175461620092392,
-0.030000608414411545,
-0.0016763117164373398,
-0.02936534583568573,
-0.06836359202861786,
0.02261561155319214,
-0.06361547112464905,
-0.05843506380915642,
0.0263766348361969,
-0.0016252635978162289,
-0.00042979096178896725,
-0.03227473795413971,
-0.002897535217925906,
-0.00041482714004814625,
0.010700364597141743,
-0.06438907980918884,
-0.07398087531328201,
-0.0009878583950921893,
1.8124629644512144e-33,
0.04951966926455498,
0.08675103634595871,
-0.02056906558573246,
-0.03974553570151329,
0.0006877720588818192,
0.059349603950977325,
0.055960752069950104,
0.01663888804614544,
-0.08725126087665558,
0.08450353890657425,
-0.07491448521614075,
0.012003401294350624,
0.08664748817682266,
0.00380779430270195,
0.08249769359827042,
-0.007033027242869139,
-0.025152668356895447,
0.06788761168718338,
0.03655339032411575,
-0.03923003748059273,
0.05076425150036812,
-0.02736961469054222,
0.009306295774877071,
-0.04710076004266739,
0.09462054818868637,
-0.07888762652873993,
-0.06377165764570236,
-0.06261982768774033,
0.058183278888463974,
-0.02921890653669834,
-0.03365819528698921,
0.01574365235865116,
0.04135046899318695,
-0.032364826649427414,
0.03615960106253624,
-0.012703174725174904,
-0.03728079795837402,
-0.06215903162956238,
-0.0513683445751667,
-0.08215032517910004,
0.04467732086777687,
0.04696928337216377,
-0.0892704576253891,
0.021341100335121155,
-0.12991909682750702,
-0.007314687129110098,
-0.05046914145350456,
0.04345717281103134,
-0.067803755402565,
-0.06778806447982788,
0.0914350301027298,
0.01933683454990387,
-0.05420229956507683,
0.03944331780076027,
0.021331649273633957,
-0.03234196454286575,
0.06043011695146561,
0.023368533700704575,
0.06954903155565262,
0.1739434450864792,
-0.04343734681606293,
-0.03694470226764679,
0.014847840182483196,
0.07032329589128494,
0.005424348637461662,
0.0595741793513298,
0.015096316114068031,
0.0372779481112957,
0.05265888571739197,
0.00626890454441309,
-0.005975035950541496,
-0.025829767808318138,
-0.005104857962578535,
0.02254689484834671,
-0.0008912633056752384,
0.01613924838602543,
-0.010856742039322853,
-0.06923960894346237,
-0.07852305471897125,
-0.045213550329208374,
-0.008906926959753036,
-0.015625933185219765,
0.018313292413949966,
0.04720665141940117,
0.000818478933069855,
-0.06586162000894547,
0.013779890723526478,
-0.016005538403987885,
-0.08164390176534653,
-0.012402229942381382,
-0.013958035968244076,
-0.020703721791505814,
0.0026533063501119614,
-0.032453104853630066,
0.006989003159105778,
-2.71596261617261e-33,
-0.003603815333917737,
0.015592689625918865,
-0.04992183297872543,
0.036132339388132095,
-0.026785030961036682,
-0.10472486168146133,
0.022036312147974968,
0.004312899895012379,
0.0027496046386659145,
-0.06277390569448471,
-0.08830220997333527,
-0.008244040422141552,
0.10948586463928223,
-0.09613945335149765,
-0.016842588782310486,
0.031430985778570175,
-0.037504490464925766,
0.029358061030507088,
-0.07237105816602707,
-0.039998993277549744,
-0.07705370336771011,
0.06250724196434021,
-0.07343976944684982,
-0.03216869756579399,
0.024532638490200043,
0.05293205752968788,
-0.0019086370011791587,
0.06295349448919296,
-0.024216268211603165,
-0.009475932456552982,
-0.06311390548944473,
-0.07044544816017151,
-0.028614044189453125,
-0.1119154617190361,
-0.025149639695882797,
0.043200816959142685,
0.00663917139172554,
0.0973043367266655,
0.04478462040424347,
0.03390097618103027,
0.06642873585224152,
0.06776624172925949,
-0.038553766906261444,
0.012853769585490227,
0.034646157175302505,
-0.076768659055233,
-0.10710620135068893,
0.021330181509256363,
-0.03232685849070549,
0.0015792235499247909,
0.01342078298330307,
0.022776423022150993,
-0.015230655670166016,
0.03976501151919365,
0.051150646060705185,
0.01582590863108635,
-0.14268484711647034,
0.06401848793029785,
0.032138191163539886,
0.08747462183237076,
-0.007650441024452448,
-0.03610215708613396,
0.03027326427400112,
0.09292477369308472,
0.011683402583003044,
-0.03826803341507912,
-0.004173453897237778,
-0.07609381526708603,
-0.014984190464019775,
0.013403809629380703,
0.0019977823831140995,
0.023267827928066254,
-0.01582508161664009,
0.11136279255151749,
0.03220280259847641,
0.010049589909613132,
0.13970723748207092,
0.06972882151603699,
-0.05483419448137283,
0.10577364265918732,
-0.09044182300567627,
0.14581133425235748,
0.005768531933426857,
-0.026077616959810257,
0.0455770380795002,
-0.014734342694282532,
0.07651106268167496,
0.010936028324067593,
0.05556706339120865,
0.012116559781134129,
0.023807108402252197,
0.00478373235091567,
-0.014505121856927872,
0.028600165620446205,
0.0009593246504664421,
-4.073728376852159e-8,
-0.051788121461868286,
0.06473829597234726,
0.014351633377373219,
0.05032246187329292,
0.11120782792568207,
0.01690005511045456,
0.007807404268532991,
0.06985889375209808,
-0.03157122805714607,
-0.0914391502737999,
0.09543247520923615,
0.0566151924431324,
-0.09351720660924911,
0.021461211144924164,
0.011395341716706753,
0.04482116177678108,
-0.025731701403856277,
-0.14099429547786713,
-0.0403924323618412,
-0.00812529306858778,
-0.0980871170759201,
0.012947858311235905,
-0.03485853597521782,
0.009794804267585278,
0.020327644422650337,
-0.04473843052983284,
0.030824003741145134,
-0.015463242307305336,
-0.026625921949744225,
0.033178266137838364,
-0.024360131472349167,
0.04624871909618378,
0.03214898332953453,
-0.058818504214286804,
-0.03918852284550667,
0.04534236714243889,
-0.03904932737350464,
-0.02686416730284691,
-0.08111026883125305,
0.01970745250582695,
0.017826015129685402,
-0.051144346594810486,
0.018882397562265396,
0.005759549327194691,
0.020514143630862236,
-0.06457565724849701,
-0.109895721077919,
0.036159057170152664,
-0.03819981589913368,
-0.014093145728111267,
0.07671056687831879,
0.06390611082315445,
0.0030376522336155176,
0.046605803072452545,
0.10240741819143295,
-0.022701768204569817,
-0.05560724809765816,
-0.019678296521306038,
0.0336511991918087,
0.0345158725976944,
-0.02508893609046936,
-0.08940634876489639,
-0.016215961426496506,
0.011641538701951504
] | null | null | null | null | null | null | null |
[
-0.048524629324674606,
0.035030607134103775,
0.034269727766513824,
-0.024371864274144173,
0.009997001849114895,
-0.016926659271121025,
-0.03802398592233658,
-0.006246487144380808,
0.04863772913813591,
0.0412544347345829,
-0.05821264535188675,
0.10123390704393387,
-0.0036102428566664457,
-0.07826794683933258,
-0.014063751325011253,
0.024917704984545708,
0.05535081773996353,
0.06629296392202377,
-0.04201916232705116,
-0.023122865706682205,
-0.0322803370654583,
-0.021155117079615593,
0.01597513258457184,
-0.015535518527030945,
0.017095817252993584,
0.014610585756599903,
-0.00898968055844307,
-0.019988523796200752,
-0.00939248688519001,
-0.020759526640176773,
0.010589119978249073,
-0.005309491418302059,
0.03878111392259598,
0.06981596350669861,
-0.05942266434431076,
0.0118238665163517,
-0.02808414399623871,
0.01876440830528736,
-0.044974762946367264,
0.017335115000605583,
0.014280576258897781,
-0.005780073814094067,
0.004444848746061325,
0.10529106110334396,
-0.05500622093677521,
0.0629732757806778,
0.03897291049361229,
0.0817762017250061,
0.023567432537674904,
-0.04553259164094925,
-0.02039147913455963,
0.03207799047231674,
-0.03237538039684296,
0.029619215056300163,
-0.015527424402534962,
0.0034734399523586035,
-0.04577689617872238,
-0.0341794416308403,
-0.09116408973932266,
0.10994522273540497,
-0.02314150519669056,
-0.0044458103366196156,
0.016352500766515732,
0.020182250067591667,
-0.024881118908524513,
-0.03948332369327545,
0.1466682404279709,
0.03515695407986641,
0.007880317978560925,
0.04125667363405228,
-0.039083655923604965,
0.052472181618213654,
-0.06854260712862015,
0.1409817785024643,
-0.01618526689708233,
0.01937921717762947,
0.011865921318531036,
0.014626650139689445,
-0.02986948937177658,
-0.038197051733732224,
-0.009340562857687473,
-0.021120762452483177,
0.029422787949442863,
0.026015888899564743,
0.010712814517319202,
-0.13842211663722992,
0.020682385191321373,
-0.030986109748482704,
0.018393825739622116,
-0.02865586243569851,
-0.02308892272412777,
-0.0664156898856163,
0.07630430907011032,
0.012497005052864552,
0.03953791782259941,
0.04093851149082184,
0.0002858784864656627,
-0.02402176707983017,
-0.010492716915905476,
0.04711545631289482,
-0.015411184169352055,
0.06769319623708725,
-0.03260180354118347,
-0.031326763331890106,
0.01920359581708908,
-0.007895510643720627,
-0.010109562426805496,
0.008288088254630566,
0.04919684678316116,
0.05175461620092392,
-0.030000608414411545,
-0.0016763117164373398,
-0.02936534583568573,
-0.06836359202861786,
0.02261561155319214,
-0.06361547112464905,
-0.05843506380915642,
0.0263766348361969,
-0.0016252635978162289,
-0.00042979096178896725,
-0.03227473795413971,
-0.002897535217925906,
-0.00041482714004814625,
0.010700364597141743,
-0.06438907980918884,
-0.07398087531328201,
-0.0009878583950921893,
1.8124629644512144e-33,
0.04951966926455498,
0.08675103634595871,
-0.02056906558573246,
-0.03974553570151329,
0.0006877720588818192,
0.059349603950977325,
0.055960752069950104,
0.01663888804614544,
-0.08725126087665558,
0.08450353890657425,
-0.07491448521614075,
0.012003401294350624,
0.08664748817682266,
0.00380779430270195,
0.08249769359827042,
-0.007033027242869139,
-0.025152668356895447,
0.06788761168718338,
0.03655339032411575,
-0.03923003748059273,
0.05076425150036812,
-0.02736961469054222,
0.009306295774877071,
-0.04710076004266739,
0.09462054818868637,
-0.07888762652873993,
-0.06377165764570236,
-0.06261982768774033,
0.058183278888463974,
-0.02921890653669834,
-0.03365819528698921,
0.01574365235865116,
0.04135046899318695,
-0.032364826649427414,
0.03615960106253624,
-0.012703174725174904,
-0.03728079795837402,
-0.06215903162956238,
-0.0513683445751667,
-0.08215032517910004,
0.04467732086777687,
0.04696928337216377,
-0.0892704576253891,
0.021341100335121155,
-0.12991909682750702,
-0.007314687129110098,
-0.05046914145350456,
0.04345717281103134,
-0.067803755402565,
-0.06778806447982788,
0.0914350301027298,
0.01933683454990387,
-0.05420229956507683,
0.03944331780076027,
0.021331649273633957,
-0.03234196454286575,
0.06043011695146561,
0.023368533700704575,
0.06954903155565262,
0.1739434450864792,
-0.04343734681606293,
-0.03694470226764679,
0.014847840182483196,
0.07032329589128494,
0.005424348637461662,
0.0595741793513298,
0.015096316114068031,
0.0372779481112957,
0.05265888571739197,
0.00626890454441309,
-0.005975035950541496,
-0.025829767808318138,
-0.005104857962578535,
0.02254689484834671,
-0.0008912633056752384,
0.01613924838602543,
-0.010856742039322853,
-0.06923960894346237,
-0.07852305471897125,
-0.045213550329208374,
-0.008906926959753036,
-0.015625933185219765,
0.018313292413949966,
0.04720665141940117,
0.000818478933069855,
-0.06586162000894547,
0.013779890723526478,
-0.016005538403987885,
-0.08164390176534653,
-0.012402229942381382,
-0.013958035968244076,
-0.020703721791505814,
0.0026533063501119614,
-0.032453104853630066,
0.006989003159105778,
-2.71596261617261e-33,
-0.003603815333917737,
0.015592689625918865,
-0.04992183297872543,
0.036132339388132095,
-0.026785030961036682,
-0.10472486168146133,
0.022036312147974968,
0.004312899895012379,
0.0027496046386659145,
-0.06277390569448471,
-0.08830220997333527,
-0.008244040422141552,
0.10948586463928223,
-0.09613945335149765,
-0.016842588782310486,
0.031430985778570175,
-0.037504490464925766,
0.029358061030507088,
-0.07237105816602707,
-0.039998993277549744,
-0.07705370336771011,
0.06250724196434021,
-0.07343976944684982,
-0.03216869756579399,
0.024532638490200043,
0.05293205752968788,
-0.0019086370011791587,
0.06295349448919296,
-0.024216268211603165,
-0.009475932456552982,
-0.06311390548944473,
-0.07044544816017151,
-0.028614044189453125,
-0.1119154617190361,
-0.025149639695882797,
0.043200816959142685,
0.00663917139172554,
0.0973043367266655,
0.04478462040424347,
0.03390097618103027,
0.06642873585224152,
0.06776624172925949,
-0.038553766906261444,
0.012853769585490227,
0.034646157175302505,
-0.076768659055233,
-0.10710620135068893,
0.021330181509256363,
-0.03232685849070549,
0.0015792235499247909,
0.01342078298330307,
0.022776423022150993,
-0.015230655670166016,
0.03976501151919365,
0.051150646060705185,
0.01582590863108635,
-0.14268484711647034,
0.06401848793029785,
0.032138191163539886,
0.08747462183237076,
-0.007650441024452448,
-0.03610215708613396,
0.03027326427400112,
0.09292477369308472,
0.011683402583003044,
-0.03826803341507912,
-0.004173453897237778,
-0.07609381526708603,
-0.014984190464019775,
0.013403809629380703,
0.0019977823831140995,
0.023267827928066254,
-0.01582508161664009,
0.11136279255151749,
0.03220280259847641,
0.010049589909613132,
0.13970723748207092,
0.06972882151603699,
-0.05483419448137283,
0.10577364265918732,
-0.09044182300567627,
0.14581133425235748,
0.005768531933426857,
-0.026077616959810257,
0.0455770380795002,
-0.014734342694282532,
0.07651106268167496,
0.010936028324067593,
0.05556706339120865,
0.012116559781134129,
0.023807108402252197,
0.00478373235091567,
-0.014505121856927872,
0.028600165620446205,
0.0009593246504664421,
-4.073728376852159e-8,
-0.051788121461868286,
0.06473829597234726,
0.014351633377373219,
0.05032246187329292,
0.11120782792568207,
0.01690005511045456,
0.007807404268532991,
0.06985889375209808,
-0.03157122805714607,
-0.0914391502737999,
0.09543247520923615,
0.0566151924431324,
-0.09351720660924911,
0.021461211144924164,
0.011395341716706753,
0.04482116177678108,
-0.025731701403856277,
-0.14099429547786713,
-0.0403924323618412,
-0.00812529306858778,
-0.0980871170759201,
0.012947858311235905,
-0.03485853597521782,
0.009794804267585278,
0.020327644422650337,
-0.04473843052983284,
0.030824003741145134,
-0.015463242307305336,
-0.026625921949744225,
0.033178266137838364,
-0.024360131472349167,
0.04624871909618378,
0.03214898332953453,
-0.058818504214286804,
-0.03918852284550667,
0.04534236714243889,
-0.03904932737350464,
-0.02686416730284691,
-0.08111026883125305,
0.01970745250582695,
0.017826015129685402,
-0.051144346594810486,
0.018882397562265396,
0.005759549327194691,
0.020514143630862236,
-0.06457565724849701,
-0.109895721077919,
0.036159057170152664,
-0.03819981589913368,
-0.014093145728111267,
0.07671056687831879,
0.06390611082315445,
0.0030376522336155176,
0.046605803072452545,
0.10240741819143295,
-0.022701768204569817,
-0.05560724809765816,
-0.019678296521306038,
0.0336511991918087,
0.0345158725976944,
-0.02508893609046936,
-0.08940634876489639,
-0.016215961426496506,
0.011641538701951504
] |
1402.1205
|
David C. Johnston
|
David C. Johnston
|
Thermodynamic Properties of the van der Waals Fluid
|
41 pages, 34 figures, 7 tables
|
eBook: "Advances in Thermodynamics of the van der Waals Fluid",
David C. Johnston (Morgan&Claypool, San Rafael, CA, 2014)
|
10.1088/978-1-627-05532-1
| null |
cond-mat.soft physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The van der Waals (vdW) theory of fluids is the first and simplest theory
that takes into account interactions between the particles of a system that
result in a phase transition versus temperature. Combined with Maxwell's
construction, this mean-field theory predicts the conditions for equilibrium
coexistence between the gas and liquid phases and the first-order transition
between them. However, important properties of the vdW fluid have not been
systematically investigated. Here we report a comprehensive study of these
properties. Ambiguities about the physical interpretation of the Boyle
temperature and the influence of the vdW molecular interactions on the pressure
of the vdW gas are resolved. Thermodynamic variables and properties are
formulated in reduced units that allow all properties to be expressed as laws
of corresponding states that apply to all vdW fluids. Lekner's parametric
solution for the vdW gas-liquid coexistence curve in the pressure-temperature
plane and related thermodynamic properties [Am. J. Phys. 50, 161 (1982)] is
explained and significantly extended. Hysteresis in the first-order transition
temperature on heating and cooling is examined and the maximum degrees of
superheating and supercooling determined. The latent heat of vaporization and
the entropy change on crossing the coexistence curve are investigated. The
temperature dependences of the isothermal compressibility, thermal expansion
coefficient and heat capacity at constant pressure for a range of pressures
above, at and below the critical pressure are systematically studied from
numerical calculations including their critical behaviors and their
discontinuities on crossing the coexistence curve. Joule-Thomson expansion of
the vdW gas is investigated in detail and the pressure and temperature
conditions for liquifying a vdW gas on passing through the throttle are
determined.
|
[
{
"created": "Wed, 5 Feb 2014 22:17:43 GMT",
"version": "v1"
}
] |
2018-02-12
|
[
[
"Johnston",
"David C.",
""
]
] |
[
-0.09273377805948257,
0.021957993507385254,
-0.039510272443294525,
0.001967472257092595,
0.09152833372354507,
0.04617564380168915,
-0.027355028316378593,
0.04528762027621269,
0.027879642322659492,
-0.0025160820223391056,
-0.03907904028892517,
-0.05466543138027191,
0.021543508395552635,
0.019518816843628883,
0.02478593960404396,
-0.10147885978221893,
-0.04402387887239456,
-0.05275997146964073,
-0.06554175168275833,
0.06424945592880249,
0.1369524747133255,
0.03783457353711128,
0.029516443610191345,
-0.030736412853002548,
0.009070503525435925,
0.09284418821334839,
0.05596759915351868,
0.07954251766204834,
0.016054466366767883,
0.055796362459659576,
-0.047234050929546356,
-0.05618749558925629,
-0.104346364736557,
0.06486604362726212,
0.03581783175468445,
-0.02676841802895069,
0.06456402689218521,
-0.008152009919285774,
-0.057428184896707535,
0.04578091576695442,
-0.09384521096944809,
-0.024563919752836227,
-0.04225868731737137,
0.08054079860448837,
-0.03227761760354042,
-0.006828776095062494,
0.08075495064258575,
-0.018108239397406578,
-0.06587541103363037,
0.03330012038350105,
0.02674298733472824,
0.0021472082007676363,
-0.009665855206549168,
0.06313836574554443,
0.01735001988708973,
0.042761560529470444,
-0.025963759049773216,
0.026793235912919044,
-0.026373861357569695,
-0.07615134865045547,
-0.046073220670223236,
0.0475139282643795,
0.024142306298017502,
0.0023333101999014616,
0.03265061229467392,
-0.016650613397359848,
0.003181686857715249,
0.0024359915405511856,
-0.0009073409019038081,
-0.10072066634893417,
-0.06325314193964005,
0.06095876917243004,
-0.0012047990458086133,
0.001398415886797011,
0.022247375920414925,
-0.03336010128259659,
0.007570484187453985,
0.014548334293067455,
0.02352886088192463,
0.00956672988831997,
-0.045824117958545685,
-0.04793789982795715,
0.002385386498644948,
0.007854205556213856,
-0.09885697811841965,
-0.020676597952842712,
0.056351371109485626,
-0.07038139551877975,
0.02395843341946602,
-0.04999113827943802,
-0.08811384439468384,
-0.04728072136640549,
-0.07608763873577118,
-0.010599802248179913,
0.1020798608660698,
0.05315423011779785,
0.052072152495384216,
0.013374416157603264,
0.08091025054454803,
-0.025708649307489395,
-0.02741464041173458,
-0.03537706658244133,
-0.03987273946404457,
0.01970835030078888,
0.08623125404119492,
-0.017199188470840454,
0.10474174469709396,
0.029703782871365547,
-0.02552838623523712,
-0.013836119323968887,
-0.029031747952103615,
0.007966616190969944,
0.047734443098306656,
-0.0035841616336256266,
0.026420829817652702,
-0.01660063862800598,
-0.02229836955666542,
0.0303107351064682,
-0.05089624971151352,
-0.08874285966157913,
-0.012725305743515491,
0.037329770624637604,
-0.01690615713596344,
0.030038872733712196,
0.004936357494443655,
-0.0013213187921792269,
-0.01837764121592045,
2.6841932283027067e-33,
0.0071534826420247555,
-0.07316889613866806,
-0.000355371565092355,
0.029997900128364563,
-0.04615175724029541,
-0.04052025452256203,
-0.02385617420077324,
0.04485730826854706,
-0.01763104647397995,
0.022874196991324425,
-0.009681430645287037,
0.01327611692249775,
-0.033586286008358,
-0.05151559039950371,
-0.10556428134441376,
-0.0061396327801048756,
0.0027639218606054783,
-0.017100462689995766,
-0.0013971322914585471,
0.036028631031513214,
0.009482587687671185,
0.06648425757884979,
0.07941200584173203,
-0.015509205870330334,
-0.02789715863764286,
0.004237237852066755,
-0.0020664543844759464,
0.010290269739925861,
0.05490361526608467,
-0.018825523555278778,
-0.020000291988253593,
-0.04808506742119789,
-0.06469404697418213,
0.020311977714300156,
-0.10669640451669693,
0.0019385135965421796,
-0.05048629641532898,
0.016741441562771797,
0.02090909518301487,
-0.07939008623361588,
0.07837723940610886,
-0.01236282754689455,
-0.0012382477289065719,
0.007663441356271505,
-0.050063155591487885,
0.05723456293344498,
0.03187550604343414,
0.02182454988360405,
-0.019228782504796982,
-0.041533149778842926,
-0.02533235400915146,
0.04874802008271217,
-0.02640640363097191,
0.006207629106938839,
0.01108214445412159,
-0.05070888623595238,
0.031066663563251495,
-0.017747269943356514,
-0.08893656730651855,
-0.02891949936747551,
-0.07039893418550491,
0.050275951623916626,
0.044484127312898636,
0.0077602253295481205,
-0.014691484160721302,
0.020438017323613167,
-0.0852666050195694,
0.02808842435479164,
0.07241418212652206,
-0.05857254937291145,
-0.006895226892083883,
0.061302412301301956,
0.009292402304708958,
-0.06806137412786484,
-0.007912609726190567,
0.04052553325891495,
0.08953586220741272,
-0.06827415525913239,
0.038529716432094574,
-0.0179390050470829,
-0.045263275504112244,
0.011052974499762058,
0.03560738265514374,
-0.05927399545907974,
-0.06649474799633026,
-0.09992237389087677,
-0.04240021854639053,
-0.06750280410051346,
0.04845087602734566,
0.04100017249584198,
-0.07604410499334335,
-0.026302019134163857,
0.05249577388167381,
-0.04118059575557709,
0.02938864380121231,
-5.431487728041523e-33,
0.023091884329915047,
-0.016642633825540543,
-0.02930636890232563,
0.03041229210793972,
0.04614926874637604,
0.1151704490184784,
0.019869837909936905,
-0.006452528759837151,
0.020942265167832375,
-0.11232785880565643,
0.08090967684984207,
-0.035603463649749756,
0.006714855786412954,
-0.0195006113499403,
0.009312690235674381,
0.048981502652168274,
-0.0021479742135852575,
-0.015608961693942547,
0.1483256220817566,
0.006683009676635265,
-0.08065095543861389,
0.08930998295545578,
-0.054577916860580444,
0.021305417641997337,
-0.05216991901397705,
-0.04492709040641785,
-0.014376560226082802,
-0.041749611496925354,
-0.052431728690862656,
0.04706665128469467,
0.08342822641134262,
-0.025803599506616592,
0.02915249764919281,
0.09925587475299835,
-0.011330846697092056,
0.008191905915737152,
0.04785739257931709,
-0.010442281141877174,
-0.04698614031076431,
0.017985237762331963,
0.002542574191465974,
-0.08375180512666702,
-0.010186820290982723,
-0.048102229833602905,
0.009881204925477505,
0.09161292761564255,
0.05466260015964508,
-0.17064855992794037,
0.01574677973985672,
-0.0006756186485290527,
0.026697244495153427,
-0.05344662070274353,
-0.025123324245214462,
0.0017381425714120269,
0.02622593566775322,
0.06160440295934677,
-0.053251080214977264,
0.07306375354528427,
-0.009382307529449463,
-0.03043229691684246,
0.0680484026670456,
-0.02263629250228405,
0.013538856990635395,
0.01399870403110981,
-0.0710987076163292,
-0.09159156680107117,
-0.04500668868422508,
-0.02234184369444847,
0.08999229222536087,
-0.0910271629691124,
0.04794624075293541,
0.017723621800541878,
0.11148494482040405,
0.020132210105657578,
0.0799788311123848,
-0.0613214410841465,
0.1394381821155548,
-0.04955502599477768,
-0.05641873925924301,
-0.0014702980406582355,
-0.06145557388663292,
0.09792881458997726,
-0.051592323929071426,
-0.02362336963415146,
0.0038804200012236834,
0.016275811940431595,
0.01877717487514019,
0.016841353848576546,
-0.021001288667321205,
0.027414271607995033,
-0.02866007573902607,
-0.0012637905310839415,
0.00553954066708684,
0.07736452668905258,
0.07683534175157547,
-5.5963994327612454e-8,
0.0038083421532064676,
0.060792211443185806,
0.01342060323804617,
0.026215555146336555,
-0.034748516976833344,
0.07254903763532639,
-0.02969546616077423,
0.028095930814743042,
0.002150811953470111,
0.04732382670044899,
-0.004439739976078272,
0.036387547850608826,
0.08983423560857773,
-0.0963253527879715,
-0.01947742886841297,
-0.05742381513118744,
-0.056963659822940826,
-0.027115222066640854,
0.04785829037427902,
0.02509208954870701,
0.044464852660894394,
-0.02853756956756115,
0.026105191558599472,
0.010384656488895416,
0.04298796132206917,
-0.0355386957526207,
0.04269518330693245,
-0.07397333532571793,
0.00508949626237154,
-0.027007678523659706,
-0.07504580914974213,
0.049423061311244965,
-0.01597108133137226,
-0.01065724715590477,
0.0286787748336792,
-0.0020512049086391926,
0.02325388416647911,
0.1477021872997284,
0.022766737267374992,
0.0701206848025322,
0.04438946768641472,
0.008655115030705929,
-0.07182613015174866,
-0.01632952317595482,
0.018917687237262726,
0.041554465889930725,
-0.09050783514976501,
0.029678482562303543,
-0.045412663370370865,
0.013195779174566269,
-0.03714986890554428,
0.1278504729270935,
0.03105282038450241,
0.047177184373140335,
-0.008502263575792313,
-0.004122780170291662,
-0.1394559144973755,
0.11017219722270966,
-0.05328613519668579,
-0.03319175913929939,
0.02537929080426693,
0.03319716081023216,
-0.07716608047485352,
-0.02889249473810196
] | null | null | null | null | null | null | null |
[
-0.09273377805948257,
0.021957993507385254,
-0.039510272443294525,
0.001967472257092595,
0.09152833372354507,
0.04617564380168915,
-0.027355028316378593,
0.04528762027621269,
0.027879642322659492,
-0.0025160820223391056,
-0.03907904028892517,
-0.05466543138027191,
0.021543508395552635,
0.019518816843628883,
0.02478593960404396,
-0.10147885978221893,
-0.04402387887239456,
-0.05275997146964073,
-0.06554175168275833,
0.06424945592880249,
0.1369524747133255,
0.03783457353711128,
0.029516443610191345,
-0.030736412853002548,
0.009070503525435925,
0.09284418821334839,
0.05596759915351868,
0.07954251766204834,
0.016054466366767883,
0.055796362459659576,
-0.047234050929546356,
-0.05618749558925629,
-0.104346364736557,
0.06486604362726212,
0.03581783175468445,
-0.02676841802895069,
0.06456402689218521,
-0.008152009919285774,
-0.057428184896707535,
0.04578091576695442,
-0.09384521096944809,
-0.024563919752836227,
-0.04225868731737137,
0.08054079860448837,
-0.03227761760354042,
-0.006828776095062494,
0.08075495064258575,
-0.018108239397406578,
-0.06587541103363037,
0.03330012038350105,
0.02674298733472824,
0.0021472082007676363,
-0.009665855206549168,
0.06313836574554443,
0.01735001988708973,
0.042761560529470444,
-0.025963759049773216,
0.026793235912919044,
-0.026373861357569695,
-0.07615134865045547,
-0.046073220670223236,
0.0475139282643795,
0.024142306298017502,
0.0023333101999014616,
0.03265061229467392,
-0.016650613397359848,
0.003181686857715249,
0.0024359915405511856,
-0.0009073409019038081,
-0.10072066634893417,
-0.06325314193964005,
0.06095876917243004,
-0.0012047990458086133,
0.001398415886797011,
0.022247375920414925,
-0.03336010128259659,
0.007570484187453985,
0.014548334293067455,
0.02352886088192463,
0.00956672988831997,
-0.045824117958545685,
-0.04793789982795715,
0.002385386498644948,
0.007854205556213856,
-0.09885697811841965,
-0.020676597952842712,
0.056351371109485626,
-0.07038139551877975,
0.02395843341946602,
-0.04999113827943802,
-0.08811384439468384,
-0.04728072136640549,
-0.07608763873577118,
-0.010599802248179913,
0.1020798608660698,
0.05315423011779785,
0.052072152495384216,
0.013374416157603264,
0.08091025054454803,
-0.025708649307489395,
-0.02741464041173458,
-0.03537706658244133,
-0.03987273946404457,
0.01970835030078888,
0.08623125404119492,
-0.017199188470840454,
0.10474174469709396,
0.029703782871365547,
-0.02552838623523712,
-0.013836119323968887,
-0.029031747952103615,
0.007966616190969944,
0.047734443098306656,
-0.0035841616336256266,
0.026420829817652702,
-0.01660063862800598,
-0.02229836955666542,
0.0303107351064682,
-0.05089624971151352,
-0.08874285966157913,
-0.012725305743515491,
0.037329770624637604,
-0.01690615713596344,
0.030038872733712196,
0.004936357494443655,
-0.0013213187921792269,
-0.01837764121592045,
2.6841932283027067e-33,
0.0071534826420247555,
-0.07316889613866806,
-0.000355371565092355,
0.029997900128364563,
-0.04615175724029541,
-0.04052025452256203,
-0.02385617420077324,
0.04485730826854706,
-0.01763104647397995,
0.022874196991324425,
-0.009681430645287037,
0.01327611692249775,
-0.033586286008358,
-0.05151559039950371,
-0.10556428134441376,
-0.0061396327801048756,
0.0027639218606054783,
-0.017100462689995766,
-0.0013971322914585471,
0.036028631031513214,
0.009482587687671185,
0.06648425757884979,
0.07941200584173203,
-0.015509205870330334,
-0.02789715863764286,
0.004237237852066755,
-0.0020664543844759464,
0.010290269739925861,
0.05490361526608467,
-0.018825523555278778,
-0.020000291988253593,
-0.04808506742119789,
-0.06469404697418213,
0.020311977714300156,
-0.10669640451669693,
0.0019385135965421796,
-0.05048629641532898,
0.016741441562771797,
0.02090909518301487,
-0.07939008623361588,
0.07837723940610886,
-0.01236282754689455,
-0.0012382477289065719,
0.007663441356271505,
-0.050063155591487885,
0.05723456293344498,
0.03187550604343414,
0.02182454988360405,
-0.019228782504796982,
-0.041533149778842926,
-0.02533235400915146,
0.04874802008271217,
-0.02640640363097191,
0.006207629106938839,
0.01108214445412159,
-0.05070888623595238,
0.031066663563251495,
-0.017747269943356514,
-0.08893656730651855,
-0.02891949936747551,
-0.07039893418550491,
0.050275951623916626,
0.044484127312898636,
0.0077602253295481205,
-0.014691484160721302,
0.020438017323613167,
-0.0852666050195694,
0.02808842435479164,
0.07241418212652206,
-0.05857254937291145,
-0.006895226892083883,
0.061302412301301956,
0.009292402304708958,
-0.06806137412786484,
-0.007912609726190567,
0.04052553325891495,
0.08953586220741272,
-0.06827415525913239,
0.038529716432094574,
-0.0179390050470829,
-0.045263275504112244,
0.011052974499762058,
0.03560738265514374,
-0.05927399545907974,
-0.06649474799633026,
-0.09992237389087677,
-0.04240021854639053,
-0.06750280410051346,
0.04845087602734566,
0.04100017249584198,
-0.07604410499334335,
-0.026302019134163857,
0.05249577388167381,
-0.04118059575557709,
0.02938864380121231,
-5.431487728041523e-33,
0.023091884329915047,
-0.016642633825540543,
-0.02930636890232563,
0.03041229210793972,
0.04614926874637604,
0.1151704490184784,
0.019869837909936905,
-0.006452528759837151,
0.020942265167832375,
-0.11232785880565643,
0.08090967684984207,
-0.035603463649749756,
0.006714855786412954,
-0.0195006113499403,
0.009312690235674381,
0.048981502652168274,
-0.0021479742135852575,
-0.015608961693942547,
0.1483256220817566,
0.006683009676635265,
-0.08065095543861389,
0.08930998295545578,
-0.054577916860580444,
0.021305417641997337,
-0.05216991901397705,
-0.04492709040641785,
-0.014376560226082802,
-0.041749611496925354,
-0.052431728690862656,
0.04706665128469467,
0.08342822641134262,
-0.025803599506616592,
0.02915249764919281,
0.09925587475299835,
-0.011330846697092056,
0.008191905915737152,
0.04785739257931709,
-0.010442281141877174,
-0.04698614031076431,
0.017985237762331963,
0.002542574191465974,
-0.08375180512666702,
-0.010186820290982723,
-0.048102229833602905,
0.009881204925477505,
0.09161292761564255,
0.05466260015964508,
-0.17064855992794037,
0.01574677973985672,
-0.0006756186485290527,
0.026697244495153427,
-0.05344662070274353,
-0.025123324245214462,
0.0017381425714120269,
0.02622593566775322,
0.06160440295934677,
-0.053251080214977264,
0.07306375354528427,
-0.009382307529449463,
-0.03043229691684246,
0.0680484026670456,
-0.02263629250228405,
0.013538856990635395,
0.01399870403110981,
-0.0710987076163292,
-0.09159156680107117,
-0.04500668868422508,
-0.02234184369444847,
0.08999229222536087,
-0.0910271629691124,
0.04794624075293541,
0.017723621800541878,
0.11148494482040405,
0.020132210105657578,
0.0799788311123848,
-0.0613214410841465,
0.1394381821155548,
-0.04955502599477768,
-0.05641873925924301,
-0.0014702980406582355,
-0.06145557388663292,
0.09792881458997726,
-0.051592323929071426,
-0.02362336963415146,
0.0038804200012236834,
0.016275811940431595,
0.01877717487514019,
0.016841353848576546,
-0.021001288667321205,
0.027414271607995033,
-0.02866007573902607,
-0.0012637905310839415,
0.00553954066708684,
0.07736452668905258,
0.07683534175157547,
-5.5963994327612454e-8,
0.0038083421532064676,
0.060792211443185806,
0.01342060323804617,
0.026215555146336555,
-0.034748516976833344,
0.07254903763532639,
-0.02969546616077423,
0.028095930814743042,
0.002150811953470111,
0.04732382670044899,
-0.004439739976078272,
0.036387547850608826,
0.08983423560857773,
-0.0963253527879715,
-0.01947742886841297,
-0.05742381513118744,
-0.056963659822940826,
-0.027115222066640854,
0.04785829037427902,
0.02509208954870701,
0.044464852660894394,
-0.02853756956756115,
0.026105191558599472,
0.010384656488895416,
0.04298796132206917,
-0.0355386957526207,
0.04269518330693245,
-0.07397333532571793,
0.00508949626237154,
-0.027007678523659706,
-0.07504580914974213,
0.049423061311244965,
-0.01597108133137226,
-0.01065724715590477,
0.0286787748336792,
-0.0020512049086391926,
0.02325388416647911,
0.1477021872997284,
0.022766737267374992,
0.0701206848025322,
0.04438946768641472,
0.008655115030705929,
-0.07182613015174866,
-0.01632952317595482,
0.018917687237262726,
0.041554465889930725,
-0.09050783514976501,
0.029678482562303543,
-0.045412663370370865,
0.013195779174566269,
-0.03714986890554428,
0.1278504729270935,
0.03105282038450241,
0.047177184373140335,
-0.008502263575792313,
-0.004122780170291662,
-0.1394559144973755,
0.11017219722270966,
-0.05328613519668579,
-0.03319175913929939,
0.02537929080426693,
0.03319716081023216,
-0.07716608047485352,
-0.02889249473810196
] |
1402.1207
|
Paul Berceau
|
Paul Berceau and Leo Hollberg
|
Laser time-transfer and space-time reference in orbit
|
Presented at the Sixth Meeting on CPT and Lorentz Symmetry,
Bloomington, Indiana, June 17-21, 2013
| null |
10.1142/9789814566438_0055
| null |
physics.optics astro-ph.IM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A high performance Space-Time Reference in orbit could be realized using a
stable atomic clock in a precisely defined orbit and linking that to high
accuracy atomic clocks on the ground using a laser based time-transfer link.
This would enhance performance of existing systems and provide unique
capabilities in navigation, precise timing, earth sciences, geodesy and the
same approach could provide a platform for testing fundamental physics in
space. Precise laser time- and frequency-transfer from the ground to an
orbiting satellite would make it possible to improve upon the current state of
the art in timing (about 1 to 30 ns achieved with GPS) by roughly a factor of
1000 to the 1 ps level.
|
[
{
"created": "Wed, 5 Feb 2014 22:23:16 GMT",
"version": "v1"
}
] |
2017-08-23
|
[
[
"Berceau",
"Paul",
""
],
[
"Hollberg",
"Leo",
""
]
] |
[
-0.03243664652109146,
-0.02780281752347946,
-0.030221838504076004,
-0.007222575135529041,
-0.04803466796875,
-0.06358861923217773,
0.0014531163033097982,
0.015369515866041183,
-0.004262898117303848,
-0.050590261816978455,
-0.01595473662018776,
0.029383543878793716,
-0.029903963208198547,
-0.047463271766901016,
0.010783776640892029,
-0.07075167447328568,
0.09860117733478546,
0.11349612474441528,
0.034613221883773804,
0.009685015305876732,
-0.008187076076865196,
-0.06512978672981262,
0.004226329270750284,
0.03526533767580986,
-0.03721509501338005,
-0.0212919432669878,
-0.0392359234392643,
-0.09153641015291214,
-0.03180868923664093,
-0.000498390756547451,
0.041391775012016296,
0.005985248368233442,
-0.053636036813259125,
-0.04002562165260315,
-0.04554097354412079,
0.05846729129552841,
0.10598570853471756,
-0.0669088065624237,
0.045706216245889664,
-0.0389796681702137,
0.06226060539484024,
-0.008822126314043999,
0.10533048957586288,
0.10449638217687607,
-0.09074576944112778,
0.022984901443123817,
0.07237298041582108,
-0.03275524452328682,
-0.12252530455589294,
0.033257391303777695,
-0.037491023540496826,
0.014277536422014236,
-0.020961686968803406,
-0.08957072347402573,
0.014021117240190506,
0.0915680080652237,
0.05540001019835472,
0.013489342294633389,
-0.019201919436454773,
-0.012579532340168953,
-0.021006574854254723,
-0.041306279599666595,
-0.06529013067483902,
-0.015941808000206947,
0.02181089296936989,
-0.029313383623957634,
0.045070353895425797,
0.012733189389109612,
0.04927234724164009,
0.0004649150068871677,
-0.03205579146742821,
0.02240930311381817,
0.04833716154098511,
-0.03282452002167702,
-0.0014667470240965486,
0.022380799055099487,
-0.012941012158989906,
0.07792148739099503,
0.05559321865439415,
-0.03287515416741371,
0.05645953118801117,
-0.040120720863342285,
-0.058250684291124344,
0.00571083277463913,
-0.01938515156507492,
-0.021565377712249756,
0.016995374113321304,
0.08003048598766327,
0.0012544107157737017,
-0.13063648343086243,
0.06775343418121338,
0.03305264189839363,
0.0555296428501606,
-0.10207103192806244,
-0.013195360079407692,
0.03526517376303673,
0.07070304453372955,
-0.009218948893249035,
0.019964080303907394,
0.024561922997236252,
0.044767674058675766,
0.046008042991161346,
-0.0656941756606102,
0.09825929254293442,
-0.0833754763007164,
0.0030676433816552162,
0.024246696382761,
0.03541044890880585,
-0.07414832711219788,
0.008897356688976288,
-0.018856188282370567,
0.02899104543030262,
-0.025949008762836456,
-0.024586083367466927,
0.0017018227372318506,
0.03177688270807266,
-0.05850524455308914,
-0.007067904341965914,
0.05118498206138611,
-0.0435989685356617,
-0.10286727547645569,
-0.03541380912065506,
0.03644868731498718,
0.00523996539413929,
0.03386610001325607,
0.07376375049352646,
0.047920890152454376,
7.044351476216625e-34,
-0.04685191810131073,
0.09598125517368317,
0.016953611746430397,
-0.09246077388525009,
-0.047102928161621094,
-0.014415735378861427,
-0.10183802992105484,
0.026826005429029465,
0.005283879116177559,
0.016375018283724785,
0.03572334721684456,
-0.07594415545463562,
-0.007546345703303814,
-0.010479596443474293,
0.027856631204485893,
0.06626050174236298,
0.05481760576367378,
0.04590242728590965,
0.0795304998755455,
0.040880050510168076,
0.02048499695956707,
-0.05794619768857956,
-0.014379065483808517,
-0.04036543518304825,
0.05025143921375275,
0.03458184748888016,
-0.019133366644382477,
0.002981707686558366,
-0.004475302062928677,
-0.030803805217146873,
0.003472734009847045,
0.028768448159098625,
-0.07270177453756332,
0.02521977573633194,
0.05926176905632019,
-0.04141783341765404,
0.01567898504436016,
0.018322139978408813,
-0.04536120593547821,
-0.005757079925388098,
0.036879681050777435,
-0.002476815367117524,
0.012219185940921307,
-0.014685967937111855,
0.036100711673498154,
-0.06502597033977509,
-0.03864949941635132,
-0.024920450523495674,
0.018243936821818352,
0.1275072991847992,
0.011592364870011806,
0.024691574275493622,
-0.05404651165008545,
-0.06524667888879776,
0.13216227293014526,
-0.010795054957270622,
0.029736584052443504,
0.04484185203909874,
-0.010209282860159874,
0.15437671542167664,
0.04476110637187958,
-0.07444478571414948,
0.023572802543640137,
-0.058984823524951935,
-0.019564799964427948,
0.005988903809338808,
-0.02970663644373417,
-0.017160046845674515,
0.07092086225748062,
0.0644078329205513,
-0.015136207453906536,
-0.018283812329173088,
0.10930697619915009,
0.01860259659588337,
0.03996925801038742,
-0.03129639849066734,
0.04563678801059723,
0.00867955107241869,
0.013167425990104675,
0.04173601046204567,
0.0015663543017581105,
-0.09905021637678146,
0.010686131194233894,
0.013650747947394848,
0.0238388329744339,
-0.03436724841594696,
-0.06286974996328354,
0.018095288425683975,
-0.04838290438055992,
-0.05911531299352646,
0.03789294511079788,
-0.06383857876062393,
0.005268378648906946,
0.025562476366758347,
-0.06568611413240433,
-1.3727976796944506e-33,
0.07473716139793396,
-0.06561850756406784,
0.08069190382957458,
0.10601580888032913,
0.035543255507946014,
-0.010606017895042896,
-0.056356389075517654,
0.010506897233426571,
-0.03393171727657318,
0.11473406851291656,
-0.017224261537194252,
-0.031653668731451035,
0.051276154816150665,
-0.04594527557492256,
-0.03866497799754143,
-0.00555169815197587,
0.05447014793753624,
-0.03680160641670227,
0.03965045511722565,
-0.0006002826848998666,
0.12260257452726364,
-0.01741693913936615,
0.04300813004374504,
0.0028047619853168726,
0.05324616655707359,
-0.02788751758635044,
0.07271955162286758,
0.009642411954700947,
-0.024543093517422676,
-0.006787742488086224,
-0.00796762015670538,
-0.016374686732888222,
0.07021335512399673,
-0.023745695129036903,
-0.020843839272856712,
0.01033051684498787,
0.05251418426632881,
0.014863650314509869,
-0.052162252366542816,
-0.03729628026485443,
0.007528919726610184,
0.04003796726465225,
0.010965980589389801,
-0.10147057473659515,
0.020989926531910896,
0.057189710438251495,
-0.07036709785461426,
0.10735305398702621,
-0.029797881841659546,
-0.004975094459950924,
-0.039807915687561035,
-0.07974043488502502,
0.02213621325790882,
-0.0423947274684906,
0.04524246230721474,
0.036093246191740036,
-0.019203556701540947,
0.05894751101732254,
0.03764516860246658,
0.06145616993308067,
0.010191158391535282,
-0.015458835288882256,
0.04621226713061333,
-0.02609306015074253,
0.015402693301439285,
-0.05646688863635063,
0.01965804025530815,
0.00823739543557167,
-0.06038808450102806,
0.11282847076654434,
0.026081303134560585,
-0.0333344042301178,
-0.022381016984581947,
0.04585644230246544,
-0.02551010437309742,
-0.0010245421435683966,
0.11890267580747604,
-0.015184136107563972,
0.0017223185859620571,
-0.007182995323091745,
-0.03017239458858967,
0.04005596414208412,
-0.036949869245290756,
0.034255970269441605,
-0.011639231815934181,
0.0853303074836731,
-0.056821975857019424,
-0.024698911234736443,
-0.023663662374019623,
-0.11402157694101334,
-0.06303490698337555,
0.017744585871696472,
-0.020801745355129242,
0.036307256668806076,
-0.041869789361953735,
-4.1496953429032146e-8,
0.01664252206683159,
0.037066489458084106,
-0.03606376051902771,
0.00550270127132535,
-0.04195879027247429,
-0.002135230228304863,
0.01947464421391487,
-0.02929641678929329,
0.005544384475797415,
-0.06364066898822784,
0.015317023731768131,
-0.06433206796646118,
0.0006550033576786518,
0.002677554963156581,
0.04476814717054367,
0.016450539231300354,
0.03697286918759346,
-0.006151198409497738,
-0.06673377752304077,
0.024371923878788948,
0.010615182109177113,
0.057596758008003235,
0.1284189373254776,
-0.06004023924469948,
-0.03411925956606865,
0.023567400872707367,
0.03753083944320679,
0.15499334037303925,
0.05526607856154442,
-0.02535160630941391,
0.01950664073228836,
-0.0611722506582737,
-0.008220693096518517,
0.024886488914489746,
-0.041519567370414734,
-0.08912843465805054,
-0.07536985725164413,
0.06390196084976196,
0.043915197253227234,
-0.005796619690954685,
0.0011569478083401918,
0.018758773803710938,
-0.12340626120567322,
0.029032332822680473,
-0.018707353621721268,
0.04660780355334282,
-0.05641540512442589,
-0.10959228873252869,
-0.09112800657749176,
0.07858473062515259,
-0.010668198578059673,
0.02841930277645588,
-0.09572194516658783,
-0.08197224140167236,
-0.04359780251979828,
0.10608499497175217,
0.018728019669651985,
-0.08648519963026047,
-0.03641078248620033,
0.02148629166185856,
-0.043955132365226746,
-0.0078046866692602634,
-0.059806495904922485,
-0.0023949984461069107
] | null | null | null | null | null | null | null |
[
-0.03243664652109146,
-0.02780281752347946,
-0.030221838504076004,
-0.007222575135529041,
-0.04803466796875,
-0.06358861923217773,
0.0014531163033097982,
0.015369515866041183,
-0.004262898117303848,
-0.050590261816978455,
-0.01595473662018776,
0.029383543878793716,
-0.029903963208198547,
-0.047463271766901016,
0.010783776640892029,
-0.07075167447328568,
0.09860117733478546,
0.11349612474441528,
0.034613221883773804,
0.009685015305876732,
-0.008187076076865196,
-0.06512978672981262,
0.004226329270750284,
0.03526533767580986,
-0.03721509501338005,
-0.0212919432669878,
-0.0392359234392643,
-0.09153641015291214,
-0.03180868923664093,
-0.000498390756547451,
0.041391775012016296,
0.005985248368233442,
-0.053636036813259125,
-0.04002562165260315,
-0.04554097354412079,
0.05846729129552841,
0.10598570853471756,
-0.0669088065624237,
0.045706216245889664,
-0.0389796681702137,
0.06226060539484024,
-0.008822126314043999,
0.10533048957586288,
0.10449638217687607,
-0.09074576944112778,
0.022984901443123817,
0.07237298041582108,
-0.03275524452328682,
-0.12252530455589294,
0.033257391303777695,
-0.037491023540496826,
0.014277536422014236,
-0.020961686968803406,
-0.08957072347402573,
0.014021117240190506,
0.0915680080652237,
0.05540001019835472,
0.013489342294633389,
-0.019201919436454773,
-0.012579532340168953,
-0.021006574854254723,
-0.041306279599666595,
-0.06529013067483902,
-0.015941808000206947,
0.02181089296936989,
-0.029313383623957634,
0.045070353895425797,
0.012733189389109612,
0.04927234724164009,
0.0004649150068871677,
-0.03205579146742821,
0.02240930311381817,
0.04833716154098511,
-0.03282452002167702,
-0.0014667470240965486,
0.022380799055099487,
-0.012941012158989906,
0.07792148739099503,
0.05559321865439415,
-0.03287515416741371,
0.05645953118801117,
-0.040120720863342285,
-0.058250684291124344,
0.00571083277463913,
-0.01938515156507492,
-0.021565377712249756,
0.016995374113321304,
0.08003048598766327,
0.0012544107157737017,
-0.13063648343086243,
0.06775343418121338,
0.03305264189839363,
0.0555296428501606,
-0.10207103192806244,
-0.013195360079407692,
0.03526517376303673,
0.07070304453372955,
-0.009218948893249035,
0.019964080303907394,
0.024561922997236252,
0.044767674058675766,
0.046008042991161346,
-0.0656941756606102,
0.09825929254293442,
-0.0833754763007164,
0.0030676433816552162,
0.024246696382761,
0.03541044890880585,
-0.07414832711219788,
0.008897356688976288,
-0.018856188282370567,
0.02899104543030262,
-0.025949008762836456,
-0.024586083367466927,
0.0017018227372318506,
0.03177688270807266,
-0.05850524455308914,
-0.007067904341965914,
0.05118498206138611,
-0.0435989685356617,
-0.10286727547645569,
-0.03541380912065506,
0.03644868731498718,
0.00523996539413929,
0.03386610001325607,
0.07376375049352646,
0.047920890152454376,
7.044351476216625e-34,
-0.04685191810131073,
0.09598125517368317,
0.016953611746430397,
-0.09246077388525009,
-0.047102928161621094,
-0.014415735378861427,
-0.10183802992105484,
0.026826005429029465,
0.005283879116177559,
0.016375018283724785,
0.03572334721684456,
-0.07594415545463562,
-0.007546345703303814,
-0.010479596443474293,
0.027856631204485893,
0.06626050174236298,
0.05481760576367378,
0.04590242728590965,
0.0795304998755455,
0.040880050510168076,
0.02048499695956707,
-0.05794619768857956,
-0.014379065483808517,
-0.04036543518304825,
0.05025143921375275,
0.03458184748888016,
-0.019133366644382477,
0.002981707686558366,
-0.004475302062928677,
-0.030803805217146873,
0.003472734009847045,
0.028768448159098625,
-0.07270177453756332,
0.02521977573633194,
0.05926176905632019,
-0.04141783341765404,
0.01567898504436016,
0.018322139978408813,
-0.04536120593547821,
-0.005757079925388098,
0.036879681050777435,
-0.002476815367117524,
0.012219185940921307,
-0.014685967937111855,
0.036100711673498154,
-0.06502597033977509,
-0.03864949941635132,
-0.024920450523495674,
0.018243936821818352,
0.1275072991847992,
0.011592364870011806,
0.024691574275493622,
-0.05404651165008545,
-0.06524667888879776,
0.13216227293014526,
-0.010795054957270622,
0.029736584052443504,
0.04484185203909874,
-0.010209282860159874,
0.15437671542167664,
0.04476110637187958,
-0.07444478571414948,
0.023572802543640137,
-0.058984823524951935,
-0.019564799964427948,
0.005988903809338808,
-0.02970663644373417,
-0.017160046845674515,
0.07092086225748062,
0.0644078329205513,
-0.015136207453906536,
-0.018283812329173088,
0.10930697619915009,
0.01860259659588337,
0.03996925801038742,
-0.03129639849066734,
0.04563678801059723,
0.00867955107241869,
0.013167425990104675,
0.04173601046204567,
0.0015663543017581105,
-0.09905021637678146,
0.010686131194233894,
0.013650747947394848,
0.0238388329744339,
-0.03436724841594696,
-0.06286974996328354,
0.018095288425683975,
-0.04838290438055992,
-0.05911531299352646,
0.03789294511079788,
-0.06383857876062393,
0.005268378648906946,
0.025562476366758347,
-0.06568611413240433,
-1.3727976796944506e-33,
0.07473716139793396,
-0.06561850756406784,
0.08069190382957458,
0.10601580888032913,
0.035543255507946014,
-0.010606017895042896,
-0.056356389075517654,
0.010506897233426571,
-0.03393171727657318,
0.11473406851291656,
-0.017224261537194252,
-0.031653668731451035,
0.051276154816150665,
-0.04594527557492256,
-0.03866497799754143,
-0.00555169815197587,
0.05447014793753624,
-0.03680160641670227,
0.03965045511722565,
-0.0006002826848998666,
0.12260257452726364,
-0.01741693913936615,
0.04300813004374504,
0.0028047619853168726,
0.05324616655707359,
-0.02788751758635044,
0.07271955162286758,
0.009642411954700947,
-0.024543093517422676,
-0.006787742488086224,
-0.00796762015670538,
-0.016374686732888222,
0.07021335512399673,
-0.023745695129036903,
-0.020843839272856712,
0.01033051684498787,
0.05251418426632881,
0.014863650314509869,
-0.052162252366542816,
-0.03729628026485443,
0.007528919726610184,
0.04003796726465225,
0.010965980589389801,
-0.10147057473659515,
0.020989926531910896,
0.057189710438251495,
-0.07036709785461426,
0.10735305398702621,
-0.029797881841659546,
-0.004975094459950924,
-0.039807915687561035,
-0.07974043488502502,
0.02213621325790882,
-0.0423947274684906,
0.04524246230721474,
0.036093246191740036,
-0.019203556701540947,
0.05894751101732254,
0.03764516860246658,
0.06145616993308067,
0.010191158391535282,
-0.015458835288882256,
0.04621226713061333,
-0.02609306015074253,
0.015402693301439285,
-0.05646688863635063,
0.01965804025530815,
0.00823739543557167,
-0.06038808450102806,
0.11282847076654434,
0.026081303134560585,
-0.0333344042301178,
-0.022381016984581947,
0.04585644230246544,
-0.02551010437309742,
-0.0010245421435683966,
0.11890267580747604,
-0.015184136107563972,
0.0017223185859620571,
-0.007182995323091745,
-0.03017239458858967,
0.04005596414208412,
-0.036949869245290756,
0.034255970269441605,
-0.011639231815934181,
0.0853303074836731,
-0.056821975857019424,
-0.024698911234736443,
-0.023663662374019623,
-0.11402157694101334,
-0.06303490698337555,
0.017744585871696472,
-0.020801745355129242,
0.036307256668806076,
-0.041869789361953735,
-4.1496953429032146e-8,
0.01664252206683159,
0.037066489458084106,
-0.03606376051902771,
0.00550270127132535,
-0.04195879027247429,
-0.002135230228304863,
0.01947464421391487,
-0.02929641678929329,
0.005544384475797415,
-0.06364066898822784,
0.015317023731768131,
-0.06433206796646118,
0.0006550033576786518,
0.002677554963156581,
0.04476814717054367,
0.016450539231300354,
0.03697286918759346,
-0.006151198409497738,
-0.06673377752304077,
0.024371923878788948,
0.010615182109177113,
0.057596758008003235,
0.1284189373254776,
-0.06004023924469948,
-0.03411925956606865,
0.023567400872707367,
0.03753083944320679,
0.15499334037303925,
0.05526607856154442,
-0.02535160630941391,
0.01950664073228836,
-0.0611722506582737,
-0.008220693096518517,
0.024886488914489746,
-0.041519567370414734,
-0.08912843465805054,
-0.07536985725164413,
0.06390196084976196,
0.043915197253227234,
-0.005796619690954685,
0.0011569478083401918,
0.018758773803710938,
-0.12340626120567322,
0.029032332822680473,
-0.018707353621721268,
0.04660780355334282,
-0.05641540512442589,
-0.10959228873252869,
-0.09112800657749176,
0.07858473062515259,
-0.010668198578059673,
0.02841930277645588,
-0.09572194516658783,
-0.08197224140167236,
-0.04359780251979828,
0.10608499497175217,
0.018728019669651985,
-0.08648519963026047,
-0.03641078248620033,
0.02148629166185856,
-0.043955132365226746,
-0.0078046866692602634,
-0.059806495904922485,
-0.0023949984461069107
] |
1402.1213
|
Adrien Ickowicz
|
Adrien Ickowicz
|
A Statistical Modelling Approach to Detecting Community in Networks
|
23 pages, 4 figures. arXiv admin note: text overlap with
arXiv:physics/0512106, arXiv:1207.0865 by other authors
| null | null | null |
cs.SI stat.AP
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
There has been considerable recent interest in algorithms for finding
communities in networks - groups of vertex within which connections are dense
(frequent), but between which connections are sparser (rare). Most of the
current literature advocates an heuristic approach to the removal of the edges
(i.e., removing the links that are less significant using a well-designed
function). In this article, we will investigate a technique for uncovering
latent communities using a new modelling approach, based on how information
spread within a network. It will prove to be easy to use, robust and scalable.
It makes supplementary information related to the network/community structure
(different communications, consecutive observations) easier to integrate. We
will demonstrate the efficiency of our approach by providing some illustrating
real-world applications, like the famous Zachary karate club, or the Amazon
political books buyers network.
|
[
{
"created": "Wed, 5 Feb 2014 23:14:43 GMT",
"version": "v1"
}
] |
2014-02-07
|
[
[
"Ickowicz",
"Adrien",
""
]
] |
[
-0.0018606997327879071,
-0.07364992797374725,
-0.038566704839468,
0.04341019690036774,
0.044983770698308945,
-0.014067674987018108,
-0.019011350348591805,
-0.09595069289207458,
0.0028987410478293896,
0.005276490934193134,
0.06463797390460968,
-0.00887099839746952,
0.06451937556266785,
-0.0055483742617070675,
-0.02708032727241516,
0.004060172475874424,
0.04827480763196945,
-0.0077646090649068356,
-0.00772599782794714,
-0.06792173534631729,
-0.07610974460840225,
0.007056142669171095,
-0.04072856158018112,
0.0036765565164387226,
0.09763863682746887,
-0.03592289239168167,
0.011868766508996487,
-0.010741415433585644,
0.02193465083837509,
-0.029897091910243034,
0.06133520230650902,
0.0562264621257782,
0.020629210397601128,
0.01663266122341156,
-0.010521259158849716,
0.00438815588131547,
-0.025870047509670258,
0.0069559491239488125,
0.027661724016070366,
0.029537323862314224,
0.0804242193698883,
0.038761481642723083,
0.03302351385354996,
0.016317516565322876,
-0.02142004296183586,
0.04431972652673721,
-0.06051159277558327,
0.11201439052820206,
-0.007063841912895441,
-0.008864632807672024,
-0.052429523319005966,
-0.009571408852934837,
0.03653207793831825,
0.0026944417040795088,
0.04067525267601013,
-0.07650966197252274,
-0.03847574442625046,
-0.04596709460020065,
-0.0494312159717083,
-0.01019500195980072,
0.13332276046276093,
-0.05312284454703331,
-0.04778680577874184,
-0.0005843802355229855,
0.0053785075433552265,
0.0717221051454544,
0.027202723547816277,
0.1166316568851471,
0.05218445509672165,
-0.020486412569880486,
0.09501111507415771,
0.033974841237068176,
-0.128554567694664,
0.041725389659404755,
0.06825534254312515,
-0.003451958065852523,
0.01246973592787981,
-0.022751733660697937,
-0.0172484889626503,
0.007409726735204458,
-0.01076715998351574,
-0.0020975598599761724,
-0.01725674979388714,
0.01320929266512394,
0.007383475545793772,
-0.00017106204177252948,
-0.037095390260219574,
-0.07365837693214417,
-0.026441805064678192,
-0.005939830560237169,
-0.09337375313043594,
0.10440143197774887,
0.007876022718846798,
-0.04316543787717819,
-0.00801724661141634,
0.02365390956401825,
0.08380942046642303,
-0.025249114260077477,
0.012723388150334358,
0.1568419337272644,
-0.07479263842105865,
-0.03552278131246567,
0.050667401403188705,
-0.07439260929822922,
-0.031181776896119118,
-0.004658926744014025,
-0.04224430024623871,
0.10523567348718643,
0.01571975089609623,
0.0034806409385055304,
-0.06412352621555328,
0.05466426536440849,
-0.012110111303627491,
0.03505859151482582,
0.08789140731096268,
-0.13727077841758728,
0.10016407072544098,
0.05573805421590805,
0.016105638816952705,
0.0837729275226593,
-0.004807799588888884,
0.07808288186788559,
0.04253196716308594,
-0.0801175907254219,
0.04924711957573891,
0.05606682598590851,
-0.1322925090789795,
-5.722529200881079e-34,
0.04084886610507965,
-0.006848216988146305,
0.0011563788866624236,
0.027322037145495415,
0.014171894639730453,
0.008075427263975143,
-0.07398848235607147,
-0.054058730602264404,
0.014308542013168335,
-0.0016559269279241562,
-0.09474238753318787,
0.0843328908085823,
0.022435102611780167,
0.026477251201868057,
0.01029607467353344,
-0.009312532842159271,
-0.003813808085396886,
0.005947911646217108,
0.011358537711203098,
-0.08848025649785995,
0.031253501772880554,
-0.039663635194301605,
-0.007197778206318617,
-0.01065916195511818,
-0.004219450987875462,
-0.04315263032913208,
0.016859987750649452,
-0.05334220826625824,
0.08383222669363022,
0.0184834823012352,
-0.05400582775473595,
0.0655563473701477,
0.017016803845763206,
0.01208146009594202,
-0.0249992273747921,
0.07615441828966141,
0.034121353179216385,
-0.09565145522356033,
0.03212830424308777,
-0.0030675092712044716,
-0.030236098915338516,
0.03589937463402748,
-0.023887114599347115,
-0.03860180079936981,
-0.04467478021979332,
0.06404469162225723,
-0.006699972786009312,
-0.02452702261507511,
-0.021505700424313545,
-0.005580487661063671,
0.04521802067756653,
-0.04802696406841278,
0.025958938524127007,
0.049754548817873,
-0.09384213387966156,
-0.03157392144203186,
-0.007821626029908657,
0.051609888672828674,
0.04923093691468239,
0.04282853379845619,
0.07326507568359375,
-0.009091343730688095,
0.02193567156791687,
0.06136303022503853,
0.00340972444973886,
0.022297479212284088,
-0.0237046517431736,
0.0575387179851532,
0.07377774268388748,
-0.025910431519150734,
0.02200571447610855,
0.03485667333006859,
-0.04827740415930748,
-0.09167793393135071,
-0.04167788848280907,
-0.007716176565736532,
-0.08426292985677719,
-0.043573349714279175,
0.02203107438981533,
0.010673589073121548,
-0.0017238386208191514,
-0.10995126515626907,
-0.00566066661849618,
-0.01716311275959015,
-0.02435792237520218,
-0.0027236049063503742,
0.08167297393083572,
-0.03980914503335953,
0.0025330937933176756,
-0.011519627645611763,
-0.01385294459760189,
-0.0035414474550634623,
0.033104002475738525,
0.027244891971349716,
0.053967587649822235,
3.458359711005605e-34,
-0.08246537297964096,
0.02562296763062477,
0.09350770711898804,
0.011980035342276096,
0.07012612372636795,
-0.09817486256361008,
-0.028052225708961487,
-0.05669331178069115,
0.026477405801415443,
-0.003554396564140916,
-0.04374172165989876,
-0.03495302423834801,
0.062105920165777206,
-0.029706235975027084,
0.027775388211011887,
-0.0009078870643861592,
0.10281474888324738,
-0.019460804760456085,
-0.02396843209862709,
0.014152821153402328,
-0.0038952429313212633,
-0.04925191029906273,
-0.08545313030481339,
-0.02673344872891903,
0.11466961354017258,
-0.029612192884087563,
0.013063188642263412,
-0.06514062732458115,
-0.029160302132368088,
0.02665099687874317,
-0.045593686401844025,
0.005229732487350702,
-0.036989133805036545,
-0.09122417867183685,
-0.03055836260318756,
0.1280931979417801,
-0.031895872205495834,
0.03192028030753136,
0.011721133254468441,
-0.07330027222633362,
0.02980964444577694,
0.02536100335419178,
-0.06296749413013458,
-0.0019310824573040009,
-0.054859086871147156,
0.09527207911014557,
-0.04539305716753006,
0.06006506830453873,
-0.04682464152574539,
0.04749626666307449,
0.0040838634595274925,
0.05937749519944191,
0.08620261400938034,
-0.0026239336002618074,
-0.049072254449129105,
0.020726006478071213,
0.010141124948859215,
0.030153894796967506,
0.023223217576742172,
0.05853820592164993,
-0.12065346539020538,
-0.07303068041801453,
-0.07635794579982758,
0.04864921793341637,
-0.01781434752047062,
-0.14633895456790924,
-0.013197563588619232,
-0.06492489576339722,
-0.017290126532316208,
0.03452488034963608,
0.06080871447920799,
-0.0072591835632920265,
-0.04057196155190468,
-0.04123326390981674,
0.021660558879375458,
0.0409550666809082,
0.015395850874483585,
0.10132820159196854,
0.02490966022014618,
0.025686131790280342,
-0.0234743133187294,
-0.00336828432045877,
0.04812714457511902,
-0.06913172453641891,
0.06648443639278412,
0.014034769497811794,
0.004098368342965841,
0.03501349687576294,
0.037186767905950546,
0.06031293794512749,
-0.0014605168253183365,
-0.04990062117576599,
-0.0021908991038799286,
-0.057882215827703476,
-0.06132477894425392,
-4.185582369586882e-8,
-0.09568607807159424,
-0.011843835934996605,
-0.036498699337244034,
-0.0013353870017454028,
0.06517916172742844,
0.043917398899793625,
0.0613727942109108,
0.08102773874998093,
-0.04252086952328682,
0.0781579464673996,
0.07512824982404709,
-0.019568542018532753,
-0.02711411751806736,
-0.0025186887942254543,
0.015068063512444496,
-0.024674570187926292,
0.024001048877835274,
-0.022428249940276146,
-0.03374720364809036,
-0.032338473945856094,
0.00013603839033748955,
-0.013586293905973434,
0.03619815409183502,
0.06303667277097702,
0.09781140834093094,
-0.049345288425683975,
-0.08259794116020203,
0.0027141436003148556,
0.023683710023760796,
0.009393555112183094,
-0.09896862506866455,
-0.0006802771240472794,
-0.03454846516251564,
0.003981851506978273,
0.006907545495778322,
0.14468622207641602,
-0.021629810333251953,
0.046251293271780014,
-0.0605628527700901,
0.03429063409566879,
-0.020251842215657234,
-0.021550092846155167,
0.005822697654366493,
-0.0024930299259722233,
0.02586822211742401,
0.04161548987030983,
0.05489006265997887,
0.02897023782134056,
0.030729250982403755,
-0.10703016817569733,
-0.06954583525657654,
-0.06994019448757172,
-0.010288919322192669,
-0.023836789652705193,
-0.006801110692322254,
0.01684051752090454,
-0.0003711461031343788,
0.08078881353139877,
0.0778915137052536,
-0.059365738183259964,
-0.022996550425887108,
-0.01761862263083458,
-0.08048446476459503,
-0.02500157617032528
] | null | null | null | null | null | null | null |
[
-0.0018606997327879071,
-0.07364992797374725,
-0.038566704839468,
0.04341019690036774,
0.044983770698308945,
-0.014067674987018108,
-0.019011350348591805,
-0.09595069289207458,
0.0028987410478293896,
0.005276490934193134,
0.06463797390460968,
-0.00887099839746952,
0.06451937556266785,
-0.0055483742617070675,
-0.02708032727241516,
0.004060172475874424,
0.04827480763196945,
-0.0077646090649068356,
-0.00772599782794714,
-0.06792173534631729,
-0.07610974460840225,
0.007056142669171095,
-0.04072856158018112,
0.0036765565164387226,
0.09763863682746887,
-0.03592289239168167,
0.011868766508996487,
-0.010741415433585644,
0.02193465083837509,
-0.029897091910243034,
0.06133520230650902,
0.0562264621257782,
0.020629210397601128,
0.01663266122341156,
-0.010521259158849716,
0.00438815588131547,
-0.025870047509670258,
0.0069559491239488125,
0.027661724016070366,
0.029537323862314224,
0.0804242193698883,
0.038761481642723083,
0.03302351385354996,
0.016317516565322876,
-0.02142004296183586,
0.04431972652673721,
-0.06051159277558327,
0.11201439052820206,
-0.007063841912895441,
-0.008864632807672024,
-0.052429523319005966,
-0.009571408852934837,
0.03653207793831825,
0.0026944417040795088,
0.04067525267601013,
-0.07650966197252274,
-0.03847574442625046,
-0.04596709460020065,
-0.0494312159717083,
-0.01019500195980072,
0.13332276046276093,
-0.05312284454703331,
-0.04778680577874184,
-0.0005843802355229855,
0.0053785075433552265,
0.0717221051454544,
0.027202723547816277,
0.1166316568851471,
0.05218445509672165,
-0.020486412569880486,
0.09501111507415771,
0.033974841237068176,
-0.128554567694664,
0.041725389659404755,
0.06825534254312515,
-0.003451958065852523,
0.01246973592787981,
-0.022751733660697937,
-0.0172484889626503,
0.007409726735204458,
-0.01076715998351574,
-0.0020975598599761724,
-0.01725674979388714,
0.01320929266512394,
0.007383475545793772,
-0.00017106204177252948,
-0.037095390260219574,
-0.07365837693214417,
-0.026441805064678192,
-0.005939830560237169,
-0.09337375313043594,
0.10440143197774887,
0.007876022718846798,
-0.04316543787717819,
-0.00801724661141634,
0.02365390956401825,
0.08380942046642303,
-0.025249114260077477,
0.012723388150334358,
0.1568419337272644,
-0.07479263842105865,
-0.03552278131246567,
0.050667401403188705,
-0.07439260929822922,
-0.031181776896119118,
-0.004658926744014025,
-0.04224430024623871,
0.10523567348718643,
0.01571975089609623,
0.0034806409385055304,
-0.06412352621555328,
0.05466426536440849,
-0.012110111303627491,
0.03505859151482582,
0.08789140731096268,
-0.13727077841758728,
0.10016407072544098,
0.05573805421590805,
0.016105638816952705,
0.0837729275226593,
-0.004807799588888884,
0.07808288186788559,
0.04253196716308594,
-0.0801175907254219,
0.04924711957573891,
0.05606682598590851,
-0.1322925090789795,
-5.722529200881079e-34,
0.04084886610507965,
-0.006848216988146305,
0.0011563788866624236,
0.027322037145495415,
0.014171894639730453,
0.008075427263975143,
-0.07398848235607147,
-0.054058730602264404,
0.014308542013168335,
-0.0016559269279241562,
-0.09474238753318787,
0.0843328908085823,
0.022435102611780167,
0.026477251201868057,
0.01029607467353344,
-0.009312532842159271,
-0.003813808085396886,
0.005947911646217108,
0.011358537711203098,
-0.08848025649785995,
0.031253501772880554,
-0.039663635194301605,
-0.007197778206318617,
-0.01065916195511818,
-0.004219450987875462,
-0.04315263032913208,
0.016859987750649452,
-0.05334220826625824,
0.08383222669363022,
0.0184834823012352,
-0.05400582775473595,
0.0655563473701477,
0.017016803845763206,
0.01208146009594202,
-0.0249992273747921,
0.07615441828966141,
0.034121353179216385,
-0.09565145522356033,
0.03212830424308777,
-0.0030675092712044716,
-0.030236098915338516,
0.03589937463402748,
-0.023887114599347115,
-0.03860180079936981,
-0.04467478021979332,
0.06404469162225723,
-0.006699972786009312,
-0.02452702261507511,
-0.021505700424313545,
-0.005580487661063671,
0.04521802067756653,
-0.04802696406841278,
0.025958938524127007,
0.049754548817873,
-0.09384213387966156,
-0.03157392144203186,
-0.007821626029908657,
0.051609888672828674,
0.04923093691468239,
0.04282853379845619,
0.07326507568359375,
-0.009091343730688095,
0.02193567156791687,
0.06136303022503853,
0.00340972444973886,
0.022297479212284088,
-0.0237046517431736,
0.0575387179851532,
0.07377774268388748,
-0.025910431519150734,
0.02200571447610855,
0.03485667333006859,
-0.04827740415930748,
-0.09167793393135071,
-0.04167788848280907,
-0.007716176565736532,
-0.08426292985677719,
-0.043573349714279175,
0.02203107438981533,
0.010673589073121548,
-0.0017238386208191514,
-0.10995126515626907,
-0.00566066661849618,
-0.01716311275959015,
-0.02435792237520218,
-0.0027236049063503742,
0.08167297393083572,
-0.03980914503335953,
0.0025330937933176756,
-0.011519627645611763,
-0.01385294459760189,
-0.0035414474550634623,
0.033104002475738525,
0.027244891971349716,
0.053967587649822235,
3.458359711005605e-34,
-0.08246537297964096,
0.02562296763062477,
0.09350770711898804,
0.011980035342276096,
0.07012612372636795,
-0.09817486256361008,
-0.028052225708961487,
-0.05669331178069115,
0.026477405801415443,
-0.003554396564140916,
-0.04374172165989876,
-0.03495302423834801,
0.062105920165777206,
-0.029706235975027084,
0.027775388211011887,
-0.0009078870643861592,
0.10281474888324738,
-0.019460804760456085,
-0.02396843209862709,
0.014152821153402328,
-0.0038952429313212633,
-0.04925191029906273,
-0.08545313030481339,
-0.02673344872891903,
0.11466961354017258,
-0.029612192884087563,
0.013063188642263412,
-0.06514062732458115,
-0.029160302132368088,
0.02665099687874317,
-0.045593686401844025,
0.005229732487350702,
-0.036989133805036545,
-0.09122417867183685,
-0.03055836260318756,
0.1280931979417801,
-0.031895872205495834,
0.03192028030753136,
0.011721133254468441,
-0.07330027222633362,
0.02980964444577694,
0.02536100335419178,
-0.06296749413013458,
-0.0019310824573040009,
-0.054859086871147156,
0.09527207911014557,
-0.04539305716753006,
0.06006506830453873,
-0.04682464152574539,
0.04749626666307449,
0.0040838634595274925,
0.05937749519944191,
0.08620261400938034,
-0.0026239336002618074,
-0.049072254449129105,
0.020726006478071213,
0.010141124948859215,
0.030153894796967506,
0.023223217576742172,
0.05853820592164993,
-0.12065346539020538,
-0.07303068041801453,
-0.07635794579982758,
0.04864921793341637,
-0.01781434752047062,
-0.14633895456790924,
-0.013197563588619232,
-0.06492489576339722,
-0.017290126532316208,
0.03452488034963608,
0.06080871447920799,
-0.0072591835632920265,
-0.04057196155190468,
-0.04123326390981674,
0.021660558879375458,
0.0409550666809082,
0.015395850874483585,
0.10132820159196854,
0.02490966022014618,
0.025686131790280342,
-0.0234743133187294,
-0.00336828432045877,
0.04812714457511902,
-0.06913172453641891,
0.06648443639278412,
0.014034769497811794,
0.004098368342965841,
0.03501349687576294,
0.037186767905950546,
0.06031293794512749,
-0.0014605168253183365,
-0.04990062117576599,
-0.0021908991038799286,
-0.057882215827703476,
-0.06132477894425392,
-4.185582369586882e-8,
-0.09568607807159424,
-0.011843835934996605,
-0.036498699337244034,
-0.0013353870017454028,
0.06517916172742844,
0.043917398899793625,
0.0613727942109108,
0.08102773874998093,
-0.04252086952328682,
0.0781579464673996,
0.07512824982404709,
-0.019568542018532753,
-0.02711411751806736,
-0.0025186887942254543,
0.015068063512444496,
-0.024674570187926292,
0.024001048877835274,
-0.022428249940276146,
-0.03374720364809036,
-0.032338473945856094,
0.00013603839033748955,
-0.013586293905973434,
0.03619815409183502,
0.06303667277097702,
0.09781140834093094,
-0.049345288425683975,
-0.08259794116020203,
0.0027141436003148556,
0.023683710023760796,
0.009393555112183094,
-0.09896862506866455,
-0.0006802771240472794,
-0.03454846516251564,
0.003981851506978273,
0.006907545495778322,
0.14468622207641602,
-0.021629810333251953,
0.046251293271780014,
-0.0605628527700901,
0.03429063409566879,
-0.020251842215657234,
-0.021550092846155167,
0.005822697654366493,
-0.0024930299259722233,
0.02586822211742401,
0.04161548987030983,
0.05489006265997887,
0.02897023782134056,
0.030729250982403755,
-0.10703016817569733,
-0.06954583525657654,
-0.06994019448757172,
-0.010288919322192669,
-0.023836789652705193,
-0.006801110692322254,
0.01684051752090454,
-0.0003711461031343788,
0.08078881353139877,
0.0778915137052536,
-0.059365738183259964,
-0.022996550425887108,
-0.01761862263083458,
-0.08048446476459503,
-0.02500157617032528
] |
1402.1215
|
David Messerschmitt
|
David G. Messerschmitt
|
Design for minimum energy in starship and interstellar communication
| null | null |
10.1016/j.actaastro.2014.11.007
| null |
astro-ph.IM physics.pop-ph
|
http://creativecommons.org/licenses/by-nc-sa/3.0/
|
Microwave digital communication at interstellar distances applies to starship
and extraterrestrial civilization (SETI and METI) communication. Large
distances demand large transmitted power and/or large antennas, while the
propagation is transparent over a wide bandwidth. Recognizing a fundamental
tradeoff, reduced energy delivered to the receiver at the expense of wide
bandwidth (the opposite of terrestrial objectives) is advantageous. Wide
bandwidth also results in simpler design and implementation, allowing
circumvention of dispersion and scattering arising in the interstellar medium
and motion effects and obviating any related processing. The minimum energy
delivered to the receiver per bit of information is determined by cosmic
microwave background alone. By mapping a single bit onto a carrier burst, the
Morse code invented for the telegraph in 1836 comes closer to this minimum
energy than approaches used in modern terrestrial radio. Rather than the
terrestrial approach of adding phases and amplitudes to increases information
capacity while minimizing bandwidth, adding multiple time-frequency locations
for carrier bursts increases capacity while minimizing energy per information
bit. The resulting location code is extremely simple and yet can approach the
minimum energy as bandwidth is expanded. It is consistent with easy discovery,
since carrier bursts are energetic and straightforward modifications to
post-detection pattern recognition can identify burst patterns. The
interstellar coherence hole captures the time and frequency coherence
constraints, and observations of the environment by transmitter and receiver
constrain the burst parameters and limit the search scope.
|
[
{
"created": "Thu, 6 Feb 2014 00:10:31 GMT",
"version": "v1"
},
{
"created": "Sat, 29 Mar 2014 19:07:58 GMT",
"version": "v2"
}
] |
2015-06-18
|
[
[
"Messerschmitt",
"David G.",
""
]
] |
[
-0.01916324719786644,
0.021037297323346138,
-0.007737684529274702,
0.02581726759672165,
-0.0036405909340828657,
-0.062256116420030594,
-0.017032859846949577,
0.03600679337978363,
-0.0063314796425402164,
0.012819025665521622,
-0.04819101467728615,
-0.04516765475273132,
-0.05525229498744011,
-0.04322659596800804,
0.03558366745710373,
-0.05752106383442879,
0.12033579498529434,
-0.08038508892059326,
-0.03332427889108658,
-0.05454924702644348,
0.04928151145577431,
0.031694017350673676,
-0.026909196749329567,
-0.0138627914711833,
0.06672408431768417,
-0.04774630814790726,
-0.007231088355183601,
-0.007535172160714865,
0.021924687549471855,
0.015256563201546669,
0.03693182021379471,
0.06439816206693649,
0.04333977773785591,
0.003717520972713828,
-0.03671995550394058,
0.03574972227215767,
0.05124839022755623,
0.044635310769081116,
0.03256424888968468,
0.019213516265153885,
-0.027348052710294724,
-0.020897407084703445,
0.06251410394906998,
0.100550577044487,
-0.1021701917052269,
-0.07891228795051575,
-0.012112135998904705,
0.04537038877606392,
-0.05297459289431572,
-0.08731404691934586,
0.05188364535570145,
0.0487993024289608,
0.010169534012675285,
0.10439090430736542,
0.035266611725091934,
-0.023899586871266365,
-0.06713216006755829,
0.04378780350089073,
0.007336775306612253,
0.028132198378443718,
-0.04445317015051842,
-0.03873014450073242,
0.029377201572060585,
-0.07571124285459518,
0.002396458527073264,
-0.027450663968920708,
0.007992705330252647,
0.034997131675481796,
-0.028788380324840546,
0.013902370817959309,
0.016143975779414177,
-0.019720464944839478,
-0.018563106656074524,
0.03483250364661217,
0.10676556825637817,
-0.03857617825269699,
0.06397403031587601,
0.059199221432209015,
-0.019835401326417923,
-0.02300853095948696,
-0.06132153049111366,
0.0000015646261317669996,
-0.04310962185263634,
0.02611977607011795,
0.01835629902780056,
-0.06691070646047592,
-0.03656161203980446,
0.06637020409107208,
0.00015602573694195598,
-0.057146526873111725,
-0.01864185743033886,
-0.04969669133424759,
-0.043301086872816086,
0.04041619226336479,
0.03589559718966484,
0.012255792506039143,
-0.029185889288783073,
-0.1000450924038887,
0.06203095242381096,
0.012312045320868492,
0.026895593851804733,
-0.043290406465530396,
-0.099985271692276,
0.017940672114491463,
-0.0017016708152368665,
-0.09113090485334396,
0.033577319234609604,
0.10357756167650223,
0.07555687427520752,
-0.013060705736279488,
0.02197285369038582,
0.0031560517381876707,
-0.04480939358472824,
-0.05265418440103531,
-0.07738687098026276,
0.019906960427761078,
-0.007896474562585354,
0.09362247586250305,
0.07044557482004166,
-0.0450519435107708,
-0.05366086587309837,
-0.07492314279079437,
-0.036886777728796005,
-0.022124774754047394,
-0.016318315640091896,
-0.008395998738706112,
0.07821132242679596,
5.523186572981231e-33,
-0.06762869656085968,
0.0935397520661354,
-0.05101115629076958,
0.06001093611121178,
-0.015737826004624367,
0.02821812778711319,
-0.09128079563379288,
0.08692556619644165,
-0.011759558692574501,
0.042976442724466324,
-0.06820270419120789,
0.036295294761657715,
0.00454077310860157,
0.08594334125518799,
0.04902717098593712,
-0.03978291153907776,
-0.006526666693389416,
-0.01648424193263054,
0.03845125436782837,
-0.03402195870876312,
0.004003182984888554,
-0.09412238001823425,
-0.0017245432827621698,
-0.06360458582639694,
0.12093518674373627,
0.041750937700271606,
-0.005083225201815367,
-0.07729166746139526,
0.03106215037405491,
0.025163501501083374,
-0.05762726068496704,
0.045478370040655136,
0.03884158283472061,
-0.04672287032008171,
0.03144355118274689,
0.004076857585459948,
-0.0358588732779026,
-0.0020387182012200356,
-0.0650419071316719,
0.021150736138224602,
0.05739682912826538,
0.0005627421196550131,
-0.03313063830137253,
-0.05842282995581627,
-0.012227367609739304,
-0.05189022794365883,
0.00462756073102355,
-0.03516538813710213,
-0.09606433659791946,
0.12013237923383713,
0.07675567269325256,
0.02071324735879898,
0.0027303523384034634,
-0.0024448460899293423,
0.11573269963264465,
-0.004995020572096109,
0.0674784854054451,
-0.061056990176439285,
0.06436170637607574,
0.10146807879209518,
-0.007303512655198574,
-0.07800314575433731,
0.0925474688410759,
-0.025859734043478966,
0.07532138377428055,
0.021630048751831055,
0.00886509194970131,
0.018147531896829605,
-0.06570720672607422,
0.08989564329385757,
-0.015018925070762634,
0.04432304576039314,
0.08302296698093414,
-0.09921672940254211,
0.06259356439113617,
0.032949626445770264,
0.05530547723174095,
0.016421906650066376,
0.03496577590703964,
0.007657106965780258,
-0.06685634702444077,
-0.043962519615888596,
0.002560592722147703,
-0.06611286103725433,
-0.04225926846265793,
0.017348844558000565,
-0.06252338737249374,
0.007467230781912804,
-0.060777317732572556,
0.012136602774262428,
-0.07643641531467438,
0.02742803283035755,
0.003277506912127137,
0.010584810748696327,
-0.08203642070293427,
-4.737572474258003e-33,
-0.026768416166305542,
0.05043024942278862,
-0.028025895357131958,
-0.05404043570160866,
-0.03255092725157738,
-0.04053383320569992,
0.02553437277674675,
0.015976939350366592,
-0.013971791602671146,
0.034015122801065445,
-0.025104371830821037,
-0.05695560574531555,
-0.028409497812390327,
-0.023637013509869576,
-0.027084283530712128,
0.031063877046108246,
0.049063362181186676,
0.07011231780052185,
0.030748680233955383,
-0.0171513594686985,
0.03817611187696457,
-0.048012666404247284,
-0.10622218996286392,
-0.04980724677443504,
0.05605338513851166,
0.022484980523586273,
0.009428111836314201,
0.013782966881990433,
-0.03570875898003578,
-0.04789169132709503,
-0.06463894993066788,
-0.028997452929615974,
-0.017137601971626282,
-0.044271111488342285,
0.014966112561523914,
0.13370046019554138,
0.054433535784482956,
0.09654027223587036,
-0.04190436005592346,
0.04784227907657623,
-0.010809356346726418,
0.1252758949995041,
-0.024010978639125824,
0.04915890097618103,
-0.0035086830612272024,
-0.03273884579539299,
-0.02530501037836075,
0.06264059245586395,
-0.05886807292699814,
0.08317665755748749,
0.13908427953720093,
-0.08442915976047516,
0.07118544727563858,
0.017282608896493912,
-0.05876658484339714,
0.06293289363384247,
-0.04087655618786812,
0.029499230906367302,
-0.0018289084546267986,
0.010556702502071857,
0.020642539486289024,
-0.08277489989995956,
0.024997010827064514,
0.0804474875330925,
0.008023340255022049,
-0.06537000089883804,
0.002411207649856806,
0.006508807651698589,
-0.07798115164041519,
0.04721149057149887,
0.039162348955869675,
-0.06373759359121323,
-0.022869206964969635,
-0.021220220252871513,
-0.013641078025102615,
0.06335879862308502,
0.04648454487323761,
-0.023357553407549858,
-0.0824999213218689,
0.054068367928266525,
-0.058534108102321625,
0.031069157645106316,
0.012144741602241993,
-0.017064880579710007,
0.027395764365792274,
0.09531217813491821,
-0.007952706888318062,
-0.042107898741960526,
-0.002110313158482313,
-0.03387747332453728,
-0.05753925070166588,
0.040433891117572784,
-0.01749083586037159,
0.05680602788925171,
-0.03198462724685669,
-5.3710955683072825e-8,
-0.04822591319680214,
-0.040013376623392105,
-0.10647230595350266,
-0.07745412737131119,
0.08847778290510178,
0.023808835074305534,
-0.013530374504625797,
-0.0020125452429056168,
0.02316119335591793,
-0.09080605208873749,
0.04449356719851494,
-0.05267072096467018,
-0.05450243875384331,
0.06103316321969032,
0.05715758726000786,
0.028211908414959908,
-0.03613416850566864,
-0.12502866983413696,
0.001225814106874168,
0.08675134927034378,
0.032972246408462524,
0.05199119448661804,
-0.0036309093702584505,
-0.026242567226290703,
0.040666982531547546,
0.00017681182362139225,
0.06384435296058655,
0.07703519612550735,
0.005574935115873814,
-0.06802599132061005,
-0.055388934910297394,
0.006825424265116453,
-0.04769633710384369,
0.07292012870311737,
-0.08375255018472672,
0.02785036340355873,
-0.030593391507864,
-0.01273298915475607,
-0.032474249601364136,
0.06608954071998596,
0.06932637095451355,
0.004103632643818855,
-0.04212876781821251,
0.008662371896207333,
0.009416711516678333,
0.028231438249349594,
0.008199919946491718,
0.021811416372656822,
-0.071513332426548,
0.05809184908866882,
-0.010596553795039654,
0.0415203757584095,
-0.011641706340014935,
-0.04657359793782234,
0.011777805164456367,
-0.0190757904201746,
-0.03654348477721214,
-0.05239949747920036,
-0.023778531700372696,
0.04072127118706703,
-0.02598266676068306,
0.05043519660830498,
-0.04299072548747063,
0.03777247294783592
] | null | null | null | null | null | null | null |
[
-0.01916324719786644,
0.021037297323346138,
-0.007737684529274702,
0.02581726759672165,
-0.0036405909340828657,
-0.062256116420030594,
-0.017032859846949577,
0.03600679337978363,
-0.0063314796425402164,
0.012819025665521622,
-0.04819101467728615,
-0.04516765475273132,
-0.05525229498744011,
-0.04322659596800804,
0.03558366745710373,
-0.05752106383442879,
0.12033579498529434,
-0.08038508892059326,
-0.03332427889108658,
-0.05454924702644348,
0.04928151145577431,
0.031694017350673676,
-0.026909196749329567,
-0.0138627914711833,
0.06672408431768417,
-0.04774630814790726,
-0.007231088355183601,
-0.007535172160714865,
0.021924687549471855,
0.015256563201546669,
0.03693182021379471,
0.06439816206693649,
0.04333977773785591,
0.003717520972713828,
-0.03671995550394058,
0.03574972227215767,
0.05124839022755623,
0.044635310769081116,
0.03256424888968468,
0.019213516265153885,
-0.027348052710294724,
-0.020897407084703445,
0.06251410394906998,
0.100550577044487,
-0.1021701917052269,
-0.07891228795051575,
-0.012112135998904705,
0.04537038877606392,
-0.05297459289431572,
-0.08731404691934586,
0.05188364535570145,
0.0487993024289608,
0.010169534012675285,
0.10439090430736542,
0.035266611725091934,
-0.023899586871266365,
-0.06713216006755829,
0.04378780350089073,
0.007336775306612253,
0.028132198378443718,
-0.04445317015051842,
-0.03873014450073242,
0.029377201572060585,
-0.07571124285459518,
0.002396458527073264,
-0.027450663968920708,
0.007992705330252647,
0.034997131675481796,
-0.028788380324840546,
0.013902370817959309,
0.016143975779414177,
-0.019720464944839478,
-0.018563106656074524,
0.03483250364661217,
0.10676556825637817,
-0.03857617825269699,
0.06397403031587601,
0.059199221432209015,
-0.019835401326417923,
-0.02300853095948696,
-0.06132153049111366,
0.0000015646261317669996,
-0.04310962185263634,
0.02611977607011795,
0.01835629902780056,
-0.06691070646047592,
-0.03656161203980446,
0.06637020409107208,
0.00015602573694195598,
-0.057146526873111725,
-0.01864185743033886,
-0.04969669133424759,
-0.043301086872816086,
0.04041619226336479,
0.03589559718966484,
0.012255792506039143,
-0.029185889288783073,
-0.1000450924038887,
0.06203095242381096,
0.012312045320868492,
0.026895593851804733,
-0.043290406465530396,
-0.099985271692276,
0.017940672114491463,
-0.0017016708152368665,
-0.09113090485334396,
0.033577319234609604,
0.10357756167650223,
0.07555687427520752,
-0.013060705736279488,
0.02197285369038582,
0.0031560517381876707,
-0.04480939358472824,
-0.05265418440103531,
-0.07738687098026276,
0.019906960427761078,
-0.007896474562585354,
0.09362247586250305,
0.07044557482004166,
-0.0450519435107708,
-0.05366086587309837,
-0.07492314279079437,
-0.036886777728796005,
-0.022124774754047394,
-0.016318315640091896,
-0.008395998738706112,
0.07821132242679596,
5.523186572981231e-33,
-0.06762869656085968,
0.0935397520661354,
-0.05101115629076958,
0.06001093611121178,
-0.015737826004624367,
0.02821812778711319,
-0.09128079563379288,
0.08692556619644165,
-0.011759558692574501,
0.042976442724466324,
-0.06820270419120789,
0.036295294761657715,
0.00454077310860157,
0.08594334125518799,
0.04902717098593712,
-0.03978291153907776,
-0.006526666693389416,
-0.01648424193263054,
0.03845125436782837,
-0.03402195870876312,
0.004003182984888554,
-0.09412238001823425,
-0.0017245432827621698,
-0.06360458582639694,
0.12093518674373627,
0.041750937700271606,
-0.005083225201815367,
-0.07729166746139526,
0.03106215037405491,
0.025163501501083374,
-0.05762726068496704,
0.045478370040655136,
0.03884158283472061,
-0.04672287032008171,
0.03144355118274689,
0.004076857585459948,
-0.0358588732779026,
-0.0020387182012200356,
-0.0650419071316719,
0.021150736138224602,
0.05739682912826538,
0.0005627421196550131,
-0.03313063830137253,
-0.05842282995581627,
-0.012227367609739304,
-0.05189022794365883,
0.00462756073102355,
-0.03516538813710213,
-0.09606433659791946,
0.12013237923383713,
0.07675567269325256,
0.02071324735879898,
0.0027303523384034634,
-0.0024448460899293423,
0.11573269963264465,
-0.004995020572096109,
0.0674784854054451,
-0.061056990176439285,
0.06436170637607574,
0.10146807879209518,
-0.007303512655198574,
-0.07800314575433731,
0.0925474688410759,
-0.025859734043478966,
0.07532138377428055,
0.021630048751831055,
0.00886509194970131,
0.018147531896829605,
-0.06570720672607422,
0.08989564329385757,
-0.015018925070762634,
0.04432304576039314,
0.08302296698093414,
-0.09921672940254211,
0.06259356439113617,
0.032949626445770264,
0.05530547723174095,
0.016421906650066376,
0.03496577590703964,
0.007657106965780258,
-0.06685634702444077,
-0.043962519615888596,
0.002560592722147703,
-0.06611286103725433,
-0.04225926846265793,
0.017348844558000565,
-0.06252338737249374,
0.007467230781912804,
-0.060777317732572556,
0.012136602774262428,
-0.07643641531467438,
0.02742803283035755,
0.003277506912127137,
0.010584810748696327,
-0.08203642070293427,
-4.737572474258003e-33,
-0.026768416166305542,
0.05043024942278862,
-0.028025895357131958,
-0.05404043570160866,
-0.03255092725157738,
-0.04053383320569992,
0.02553437277674675,
0.015976939350366592,
-0.013971791602671146,
0.034015122801065445,
-0.025104371830821037,
-0.05695560574531555,
-0.028409497812390327,
-0.023637013509869576,
-0.027084283530712128,
0.031063877046108246,
0.049063362181186676,
0.07011231780052185,
0.030748680233955383,
-0.0171513594686985,
0.03817611187696457,
-0.048012666404247284,
-0.10622218996286392,
-0.04980724677443504,
0.05605338513851166,
0.022484980523586273,
0.009428111836314201,
0.013782966881990433,
-0.03570875898003578,
-0.04789169132709503,
-0.06463894993066788,
-0.028997452929615974,
-0.017137601971626282,
-0.044271111488342285,
0.014966112561523914,
0.13370046019554138,
0.054433535784482956,
0.09654027223587036,
-0.04190436005592346,
0.04784227907657623,
-0.010809356346726418,
0.1252758949995041,
-0.024010978639125824,
0.04915890097618103,
-0.0035086830612272024,
-0.03273884579539299,
-0.02530501037836075,
0.06264059245586395,
-0.05886807292699814,
0.08317665755748749,
0.13908427953720093,
-0.08442915976047516,
0.07118544727563858,
0.017282608896493912,
-0.05876658484339714,
0.06293289363384247,
-0.04087655618786812,
0.029499230906367302,
-0.0018289084546267986,
0.010556702502071857,
0.020642539486289024,
-0.08277489989995956,
0.024997010827064514,
0.0804474875330925,
0.008023340255022049,
-0.06537000089883804,
0.002411207649856806,
0.006508807651698589,
-0.07798115164041519,
0.04721149057149887,
0.039162348955869675,
-0.06373759359121323,
-0.022869206964969635,
-0.021220220252871513,
-0.013641078025102615,
0.06335879862308502,
0.04648454487323761,
-0.023357553407549858,
-0.0824999213218689,
0.054068367928266525,
-0.058534108102321625,
0.031069157645106316,
0.012144741602241993,
-0.017064880579710007,
0.027395764365792274,
0.09531217813491821,
-0.007952706888318062,
-0.042107898741960526,
-0.002110313158482313,
-0.03387747332453728,
-0.05753925070166588,
0.040433891117572784,
-0.01749083586037159,
0.05680602788925171,
-0.03198462724685669,
-5.3710955683072825e-8,
-0.04822591319680214,
-0.040013376623392105,
-0.10647230595350266,
-0.07745412737131119,
0.08847778290510178,
0.023808835074305534,
-0.013530374504625797,
-0.0020125452429056168,
0.02316119335591793,
-0.09080605208873749,
0.04449356719851494,
-0.05267072096467018,
-0.05450243875384331,
0.06103316321969032,
0.05715758726000786,
0.028211908414959908,
-0.03613416850566864,
-0.12502866983413696,
0.001225814106874168,
0.08675134927034378,
0.032972246408462524,
0.05199119448661804,
-0.0036309093702584505,
-0.026242567226290703,
0.040666982531547546,
0.00017681182362139225,
0.06384435296058655,
0.07703519612550735,
0.005574935115873814,
-0.06802599132061005,
-0.055388934910297394,
0.006825424265116453,
-0.04769633710384369,
0.07292012870311737,
-0.08375255018472672,
0.02785036340355873,
-0.030593391507864,
-0.01273298915475607,
-0.032474249601364136,
0.06608954071998596,
0.06932637095451355,
0.004103632643818855,
-0.04212876781821251,
0.008662371896207333,
0.009416711516678333,
0.028231438249349594,
0.008199919946491718,
0.021811416372656822,
-0.071513332426548,
0.05809184908866882,
-0.010596553795039654,
0.0415203757584095,
-0.011641706340014935,
-0.04657359793782234,
0.011777805164456367,
-0.0190757904201746,
-0.03654348477721214,
-0.05239949747920036,
-0.023778531700372696,
0.04072127118706703,
-0.02598266676068306,
0.05043519660830498,
-0.04299072548747063,
0.03777247294783592
] |
1402.1216
|
Jingchao Sun
|
Jingchao Sun, Rui Zhang, Jinxue Zhang, Yanchao Zhang
|
TouchIn: Sightless Two-factor Authentication on Multi-touch Mobile
Devices
| null | null | null | null |
cs.CR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Mobile authentication is indispensable for preventing unauthorized access to
multi-touch mobile devices. Existing mobile authentication techniques are often
cumbersome to use and also vulnerable to shoulder-surfing and smudge attacks.
This paper focuses on designing, implementing, and evaluating TouchIn, a
two-factor authentication system on multi-touch mobile devices. TouchIn works
by letting a user draw on the touchscreen with one or multiple fingers to
unlock his mobile device, and the user is authenticated based on the geometric
properties of his drawn curves as well as his behavioral and physiological
characteristics. TouchIn allows the user to draw on arbitrary regions on the
touchscreen without looking at it. This nice sightless feature makes TouchIn
very easy to use and also robust to shoulder-surfing and smudge attacks.
Comprehensive experiments on Android devices confirm the high security and
usability of TouchIn.
|
[
{
"created": "Thu, 6 Feb 2014 00:35:37 GMT",
"version": "v1"
}
] |
2014-02-07
|
[
[
"Sun",
"Jingchao",
""
],
[
"Zhang",
"Rui",
""
],
[
"Zhang",
"Jinxue",
""
],
[
"Zhang",
"Yanchao",
""
]
] |
[
-0.0938965380191803,
0.014981579035520554,
0.08802627772092819,
-0.08035260438919067,
0.03539637476205826,
-0.015443547628819942,
0.08801273256540298,
-0.02207874320447445,
0.0082285450771451,
-0.02202056162059307,
0.05320741608738899,
-0.0384080708026886,
0.03618795797228813,
0.0615723580121994,
0.010572250932455063,
-0.03358474746346474,
-0.03684278205037117,
0.0098856370896101,
-0.02484757825732231,
0.034345392137765884,
0.014662668108940125,
-0.08333933353424072,
0.02216433174908161,
-0.04678040370345116,
-0.012345042079687119,
-0.06716439872980118,
-0.016753152012825012,
-0.03275814652442932,
-0.014092416502535343,
0.0016764265019446611,
-0.0024359433446079493,
0.1012113094329834,
-0.02196802757680416,
0.011965700425207615,
-0.11753278970718384,
-0.14403384923934937,
0.029107624664902687,
0.05597902461886406,
-0.0942111387848854,
-0.04353977367281914,
-0.11980108171701431,
-0.018379690125584602,
0.040426842868328094,
0.08662917464971542,
-0.017483368515968323,
0.006910152267664671,
-0.008393856696784496,
0.05762051045894623,
0.0546979121863842,
0.03639031574130058,
0.062454670667648315,
0.012810093350708485,
0.040981169790029526,
0.009581377729773521,
-0.05300181731581688,
-0.027796130627393723,
0.006450412329286337,
0.0221669040620327,
0.029359590262174606,
0.0392736978828907,
0.03225306048989296,
0.02571885846555233,
0.01997961662709713,
0.031709589064121246,
0.028154300525784492,
0.011502368375658989,
0.05939318984746933,
-0.0748966783285141,
0.04249373823404312,
-0.028865903615951538,
-0.07088764011859894,
-0.029918648302555084,
-0.010352629236876965,
-0.055181656032800674,
0.07315810024738312,
0.045889630913734436,
-0.12385618686676025,
-0.016536537557840347,
-0.09413669258356094,
-0.016659442335367203,
-0.0013916459865868092,
-0.048772718757390976,
-0.007923699915409088,
0.06874013692140579,
0.0031608478166162968,
0.004762123338878155,
-0.05031086876988411,
0.0011625761399045587,
-0.017493901774287224,
0.02867821790277958,
0.008485404774546623,
0.08074881881475449,
-0.03005359135568142,
-0.06462767720222473,
-0.0015301896492019296,
-0.06516212970018387,
-0.044457390904426575,
0.003145152935758233,
-0.13760940730571747,
0.036339905112981796,
-0.04265816882252693,
-0.012210716493427753,
0.002946895780041814,
-0.05066854506731033,
0.12105286866426468,
-0.014072940684854984,
-0.0026876418851315975,
-0.14873947203159332,
0.01720055378973484,
0.07499700784683228,
0.09091342240571976,
-0.032051365822553635,
-0.05673430114984512,
0.04691435396671295,
0.021397186443209648,
0.024524912238121033,
0.0046308040618896484,
0.06378945708274841,
0.11140009015798569,
0.04962097853422165,
0.034603726118803024,
0.06397807598114014,
-0.01340277586132288,
-0.08250565826892853,
0.02168138325214386,
-0.052736375480890274,
-0.030164573341608047,
8.336030127470752e-34,
-0.03403728827834129,
0.09023331105709076,
-0.00325477821752429,
-0.024577604606747627,
-0.06929314136505127,
-0.09255105257034302,
-0.04161238297820091,
-0.04145907610654831,
0.011673280969262123,
0.009818202815949917,
-0.010483426973223686,
-0.003490996779873967,
0.028861308470368385,
0.05295800790190697,
0.13630297780036926,
0.01094391755759716,
0.012831304222345352,
-0.06085817143321037,
0.034399472177028656,
0.043550193309783936,
-0.009471006691455841,
-0.06779787689447403,
0.006025243084877729,
0.024204256013035774,
0.01908658631145954,
0.041482310742139816,
0.017762435600161552,
0.019823413342237473,
0.027482468634843826,
0.011877450160682201,
-0.05991629883646965,
-0.03428221493959427,
0.010537704452872276,
-0.0036184571217745543,
-0.06101704016327858,
-0.014641099609434605,
0.05617736279964447,
-0.08161487430334091,
0.09812688827514648,
-0.07481697201728821,
-0.10227101296186447,
-0.06483645737171173,
0.02623016946017742,
-0.028635578230023384,
-0.04164138063788414,
-0.0014633930986747146,
-0.060970209538936615,
-0.0030518958810716867,
-0.006814970169216394,
-0.001053002430126071,
-0.07331985235214233,
-0.03875592723488808,
0.05534549430012703,
-0.06857559084892273,
-0.11207997053861618,
-0.09033378213644028,
-0.03542062267661095,
-0.0013247927417978644,
-0.022832080721855164,
0.012729720212519169,
0.006012075114995241,
0.05105208605527878,
-0.10005355626344681,
-0.005974071566015482,
-0.1254211962223053,
-0.03723814710974693,
0.05041704326868057,
-0.012077180668711662,
-0.00007894496957305819,
0.03263356164097786,
-0.05732225254178047,
0.03507671505212784,
0.043327368795871735,
0.023934338241815567,
-0.07207993417978287,
0.0017359791090711951,
0.08283509314060211,
0.07090084254741669,
0.03552892059087753,
-0.017948254942893982,
-0.002895002020522952,
0.043695297092199326,
0.061022937297821045,
-0.023317405954003334,
-0.03464218229055405,
-0.04618882015347481,
-0.048911161720752716,
-0.09968218207359314,
-0.0942075178027153,
0.05373957008123398,
-0.036467503756284714,
0.06087414547801018,
0.05309590697288513,
-0.005766413640230894,
-0.04928800091147423,
-2.794238233980889e-33,
-0.08508848398923874,
0.0060296026058495045,
0.02471119351685047,
0.04593001678586006,
0.026439230889081955,
-0.0357854999601841,
0.012081065215170383,
0.0628616139292717,
-0.04174348711967468,
-0.000521474052220583,
-0.006427316926419735,
0.09876403957605362,
0.04864425212144852,
-0.029811561107635498,
0.09935196489095688,
0.0628146156668663,
0.0039435457438230515,
0.035254232585430145,
-0.07426083087921143,
-0.04311216622591019,
0.02183578535914421,
0.021438438445329666,
0.05758494883775711,
0.03297043591737747,
0.009661126881837845,
-0.021755006164312363,
0.003024748293682933,
-0.08716733008623123,
0.008855415508151054,
0.014143782667815685,
-0.02647528052330017,
-0.02084355056285858,
0.03236892819404602,
-0.018073076382279396,
0.004485753830522299,
-0.03812078759074211,
0.007708993274718523,
0.03381400927901268,
-0.008200488053262234,
0.027049420401453972,
0.06979776918888092,
0.02480657584965229,
0.04179202392697334,
-0.051583487540483475,
-0.024797063320875168,
-0.025076061487197876,
-0.02530469186604023,
0.0565989688038826,
-0.05076733976602554,
0.0022990917786955833,
0.029761942103505135,
0.047855883836746216,
0.06491204351186752,
-0.06768069416284561,
-0.016585910692811012,
0.05095814913511276,
0.06296025216579437,
-0.044557832181453705,
0.07827882468700409,
-0.06533326953649521,
0.06519287079572678,
-0.01654772087931633,
-0.03247269615530968,
0.06404262781143188,
0.004756203852593899,
0.017798149958252907,
0.06667739152908325,
0.07051142305135727,
-0.1273137778043747,
0.05606194958090782,
0.010207068175077438,
0.020311951637268066,
0.03754834085702896,
0.0023473403416574,
0.03955706208944321,
0.027710851281881332,
0.02247164025902748,
-0.03247186541557312,
-0.02612985670566559,
-0.047010645270347595,
0.06524814665317535,
-0.0027379223611205816,
-0.03600003197789192,
0.041206665337085724,
0.09643947333097458,
0.00737988343462348,
-0.010440241545438766,
-0.009858189150691032,
0.009473015554249287,
0.0323040708899498,
-0.03125007078051567,
0.08318212628364563,
-0.06997109949588776,
0.048685140907764435,
0.027341358363628387,
-3.565873640809514e-8,
0.07833992689847946,
-0.03588840737938881,
0.09140092134475708,
-0.07999885827302933,
-0.057890646159648895,
0.09889640659093857,
-0.00524058286100626,
-0.02510884962975979,
0.009211255237460136,
-0.03503220155835152,
0.028111781924962997,
-0.026343269273638725,
-0.0535794273018837,
-0.020940810441970825,
-0.0066649578511714935,
0.04073508083820343,
-0.018227042630314827,
0.014637503772974014,
-0.07296479493379593,
-0.0035683410242199898,
0.007476300932466984,
0.020269591361284256,
-0.021231675520539284,
0.02402978390455246,
0.02455214224755764,
0.0068594589829444885,
-0.04402299225330353,
0.036711953580379486,
0.03494597226381302,
-0.03455512225627899,
0.00023386324755847454,
-0.02731846645474434,
0.006179096642881632,
-0.021806754171848297,
-0.09114883840084076,
0.07795759290456772,
0.016238059848546982,
-0.10216439515352249,
0.05575300380587578,
-0.001239714678376913,
-0.03704427182674408,
-0.028842447325587273,
-0.023518940433859825,
0.04700705409049988,
-0.02846907265484333,
-0.08383545279502869,
0.09041010588407516,
-0.07099567353725433,
-0.006447074469178915,
0.07953599095344543,
-0.036949217319488525,
-0.018944313749670982,
0.03135835379362106,
0.10420917719602585,
0.05240544304251671,
-0.010371244512498379,
0.040102116763591766,
-0.007906943559646606,
0.1085258424282074,
0.0068489122204482555,
0.08863552659749985,
0.012757949531078339,
-0.027280697599053383,
0.0689442977309227
] | null | null | null | null | null | null | null |
[
-0.0938965380191803,
0.014981579035520554,
0.08802627772092819,
-0.08035260438919067,
0.03539637476205826,
-0.015443547628819942,
0.08801273256540298,
-0.02207874320447445,
0.0082285450771451,
-0.02202056162059307,
0.05320741608738899,
-0.0384080708026886,
0.03618795797228813,
0.0615723580121994,
0.010572250932455063,
-0.03358474746346474,
-0.03684278205037117,
0.0098856370896101,
-0.02484757825732231,
0.034345392137765884,
0.014662668108940125,
-0.08333933353424072,
0.02216433174908161,
-0.04678040370345116,
-0.012345042079687119,
-0.06716439872980118,
-0.016753152012825012,
-0.03275814652442932,
-0.014092416502535343,
0.0016764265019446611,
-0.0024359433446079493,
0.1012113094329834,
-0.02196802757680416,
0.011965700425207615,
-0.11753278970718384,
-0.14403384923934937,
0.029107624664902687,
0.05597902461886406,
-0.0942111387848854,
-0.04353977367281914,
-0.11980108171701431,
-0.018379690125584602,
0.040426842868328094,
0.08662917464971542,
-0.017483368515968323,
0.006910152267664671,
-0.008393856696784496,
0.05762051045894623,
0.0546979121863842,
0.03639031574130058,
0.062454670667648315,
0.012810093350708485,
0.040981169790029526,
0.009581377729773521,
-0.05300181731581688,
-0.027796130627393723,
0.006450412329286337,
0.0221669040620327,
0.029359590262174606,
0.0392736978828907,
0.03225306048989296,
0.02571885846555233,
0.01997961662709713,
0.031709589064121246,
0.028154300525784492,
0.011502368375658989,
0.05939318984746933,
-0.0748966783285141,
0.04249373823404312,
-0.028865903615951538,
-0.07088764011859894,
-0.029918648302555084,
-0.010352629236876965,
-0.055181656032800674,
0.07315810024738312,
0.045889630913734436,
-0.12385618686676025,
-0.016536537557840347,
-0.09413669258356094,
-0.016659442335367203,
-0.0013916459865868092,
-0.048772718757390976,
-0.007923699915409088,
0.06874013692140579,
0.0031608478166162968,
0.004762123338878155,
-0.05031086876988411,
0.0011625761399045587,
-0.017493901774287224,
0.02867821790277958,
0.008485404774546623,
0.08074881881475449,
-0.03005359135568142,
-0.06462767720222473,
-0.0015301896492019296,
-0.06516212970018387,
-0.044457390904426575,
0.003145152935758233,
-0.13760940730571747,
0.036339905112981796,
-0.04265816882252693,
-0.012210716493427753,
0.002946895780041814,
-0.05066854506731033,
0.12105286866426468,
-0.014072940684854984,
-0.0026876418851315975,
-0.14873947203159332,
0.01720055378973484,
0.07499700784683228,
0.09091342240571976,
-0.032051365822553635,
-0.05673430114984512,
0.04691435396671295,
0.021397186443209648,
0.024524912238121033,
0.0046308040618896484,
0.06378945708274841,
0.11140009015798569,
0.04962097853422165,
0.034603726118803024,
0.06397807598114014,
-0.01340277586132288,
-0.08250565826892853,
0.02168138325214386,
-0.052736375480890274,
-0.030164573341608047,
8.336030127470752e-34,
-0.03403728827834129,
0.09023331105709076,
-0.00325477821752429,
-0.024577604606747627,
-0.06929314136505127,
-0.09255105257034302,
-0.04161238297820091,
-0.04145907610654831,
0.011673280969262123,
0.009818202815949917,
-0.010483426973223686,
-0.003490996779873967,
0.028861308470368385,
0.05295800790190697,
0.13630297780036926,
0.01094391755759716,
0.012831304222345352,
-0.06085817143321037,
0.034399472177028656,
0.043550193309783936,
-0.009471006691455841,
-0.06779787689447403,
0.006025243084877729,
0.024204256013035774,
0.01908658631145954,
0.041482310742139816,
0.017762435600161552,
0.019823413342237473,
0.027482468634843826,
0.011877450160682201,
-0.05991629883646965,
-0.03428221493959427,
0.010537704452872276,
-0.0036184571217745543,
-0.06101704016327858,
-0.014641099609434605,
0.05617736279964447,
-0.08161487430334091,
0.09812688827514648,
-0.07481697201728821,
-0.10227101296186447,
-0.06483645737171173,
0.02623016946017742,
-0.028635578230023384,
-0.04164138063788414,
-0.0014633930986747146,
-0.060970209538936615,
-0.0030518958810716867,
-0.006814970169216394,
-0.001053002430126071,
-0.07331985235214233,
-0.03875592723488808,
0.05534549430012703,
-0.06857559084892273,
-0.11207997053861618,
-0.09033378213644028,
-0.03542062267661095,
-0.0013247927417978644,
-0.022832080721855164,
0.012729720212519169,
0.006012075114995241,
0.05105208605527878,
-0.10005355626344681,
-0.005974071566015482,
-0.1254211962223053,
-0.03723814710974693,
0.05041704326868057,
-0.012077180668711662,
-0.00007894496957305819,
0.03263356164097786,
-0.05732225254178047,
0.03507671505212784,
0.043327368795871735,
0.023934338241815567,
-0.07207993417978287,
0.0017359791090711951,
0.08283509314060211,
0.07090084254741669,
0.03552892059087753,
-0.017948254942893982,
-0.002895002020522952,
0.043695297092199326,
0.061022937297821045,
-0.023317405954003334,
-0.03464218229055405,
-0.04618882015347481,
-0.048911161720752716,
-0.09968218207359314,
-0.0942075178027153,
0.05373957008123398,
-0.036467503756284714,
0.06087414547801018,
0.05309590697288513,
-0.005766413640230894,
-0.04928800091147423,
-2.794238233980889e-33,
-0.08508848398923874,
0.0060296026058495045,
0.02471119351685047,
0.04593001678586006,
0.026439230889081955,
-0.0357854999601841,
0.012081065215170383,
0.0628616139292717,
-0.04174348711967468,
-0.000521474052220583,
-0.006427316926419735,
0.09876403957605362,
0.04864425212144852,
-0.029811561107635498,
0.09935196489095688,
0.0628146156668663,
0.0039435457438230515,
0.035254232585430145,
-0.07426083087921143,
-0.04311216622591019,
0.02183578535914421,
0.021438438445329666,
0.05758494883775711,
0.03297043591737747,
0.009661126881837845,
-0.021755006164312363,
0.003024748293682933,
-0.08716733008623123,
0.008855415508151054,
0.014143782667815685,
-0.02647528052330017,
-0.02084355056285858,
0.03236892819404602,
-0.018073076382279396,
0.004485753830522299,
-0.03812078759074211,
0.007708993274718523,
0.03381400927901268,
-0.008200488053262234,
0.027049420401453972,
0.06979776918888092,
0.02480657584965229,
0.04179202392697334,
-0.051583487540483475,
-0.024797063320875168,
-0.025076061487197876,
-0.02530469186604023,
0.0565989688038826,
-0.05076733976602554,
0.0022990917786955833,
0.029761942103505135,
0.047855883836746216,
0.06491204351186752,
-0.06768069416284561,
-0.016585910692811012,
0.05095814913511276,
0.06296025216579437,
-0.044557832181453705,
0.07827882468700409,
-0.06533326953649521,
0.06519287079572678,
-0.01654772087931633,
-0.03247269615530968,
0.06404262781143188,
0.004756203852593899,
0.017798149958252907,
0.06667739152908325,
0.07051142305135727,
-0.1273137778043747,
0.05606194958090782,
0.010207068175077438,
0.020311951637268066,
0.03754834085702896,
0.0023473403416574,
0.03955706208944321,
0.027710851281881332,
0.02247164025902748,
-0.03247186541557312,
-0.02612985670566559,
-0.047010645270347595,
0.06524814665317535,
-0.0027379223611205816,
-0.03600003197789192,
0.041206665337085724,
0.09643947333097458,
0.00737988343462348,
-0.010440241545438766,
-0.009858189150691032,
0.009473015554249287,
0.0323040708899498,
-0.03125007078051567,
0.08318212628364563,
-0.06997109949588776,
0.048685140907764435,
0.027341358363628387,
-3.565873640809514e-8,
0.07833992689847946,
-0.03588840737938881,
0.09140092134475708,
-0.07999885827302933,
-0.057890646159648895,
0.09889640659093857,
-0.00524058286100626,
-0.02510884962975979,
0.009211255237460136,
-0.03503220155835152,
0.028111781924962997,
-0.026343269273638725,
-0.0535794273018837,
-0.020940810441970825,
-0.0066649578511714935,
0.04073508083820343,
-0.018227042630314827,
0.014637503772974014,
-0.07296479493379593,
-0.0035683410242199898,
0.007476300932466984,
0.020269591361284256,
-0.021231675520539284,
0.02402978390455246,
0.02455214224755764,
0.0068594589829444885,
-0.04402299225330353,
0.036711953580379486,
0.03494597226381302,
-0.03455512225627899,
0.00023386324755847454,
-0.02731846645474434,
0.006179096642881632,
-0.021806754171848297,
-0.09114883840084076,
0.07795759290456772,
0.016238059848546982,
-0.10216439515352249,
0.05575300380587578,
-0.001239714678376913,
-0.03704427182674408,
-0.028842447325587273,
-0.023518940433859825,
0.04700705409049988,
-0.02846907265484333,
-0.08383545279502869,
0.09041010588407516,
-0.07099567353725433,
-0.006447074469178915,
0.07953599095344543,
-0.036949217319488525,
-0.018944313749670982,
0.03135835379362106,
0.10420917719602585,
0.05240544304251671,
-0.010371244512498379,
0.040102116763591766,
-0.007906943559646606,
0.1085258424282074,
0.0068489122204482555,
0.08863552659749985,
0.012757949531078339,
-0.027280697599053383,
0.0689442977309227
] |
1402.1219
|
Brian Tierney
|
Brian B. Tierney and Anthony Grbic
|
Planar Shielded-Loop Resonators
| null | null |
10.1109/TAP.2014.2314305
| null |
cs.OH
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The design and analysis of planar shielded-loop resonators for use in
wireless non-radiative power transfer systems is presented. The difficulties
associated with coaxial shielded-loop resonators for wireless power transfer
are discussed and planar alternatives are proposed. The currents along these
planar structures are analyzed and first-order design equations are presented
in the form of a circuit model. In addition, the planar structures are
simulated and fabricated. Planar shielded-loop resonators are compact and
simple to fabricate. Moreover, they are well-suited for printed circuit board
designs or integrated circuits
|
[
{
"created": "Thu, 6 Feb 2014 00:50:00 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Tierney",
"Brian B.",
""
],
[
"Grbic",
"Anthony",
""
]
] |
[
-0.03809002414345741,
0.1447814255952835,
-0.014939251355826855,
-0.007059828843921423,
0.00026042660465463996,
-0.0455089770257473,
0.004232020583003759,
0.011295276693999767,
0.0034147838596254587,
-0.029513198882341385,
0.06900300085544586,
0.018616238608956337,
0.0642494261264801,
-0.021520229056477547,
-0.00921681895852089,
0.02566024288535118,
-0.015894534066319466,
-0.008244105614721775,
0.06724739074707031,
0.0005174544057808816,
-0.009686542674899101,
0.12200024724006653,
-0.03441421315073967,
-0.06664834916591644,
0.05832765996456146,
0.029484346508979797,
0.07886447757482529,
-0.03486793860793114,
-0.05590841919183731,
0.0503615066409111,
-0.021776670590043068,
-0.06310460716485977,
-0.08078496158123016,
-0.03815068304538727,
-0.045151155441999435,
0.03027106635272503,
0.04184018447995186,
0.10014116019010544,
0.0093818549066782,
0.0458073727786541,
0.0002492916537448764,
-0.03304842486977577,
0.08396854996681213,
0.048567306250333786,
-0.1139710396528244,
-0.004839540459215641,
-0.11917302757501602,
0.005318681243807077,
-0.01274534035474062,
-0.09268070757389069,
-0.00702772056683898,
-0.07346661388874054,
-0.09979527443647385,
0.058693669736385345,
0.01762077398598194,
-0.059138864278793335,
0.030769072473049164,
-0.006225196644663811,
-0.018682245165109634,
-0.016099637374281883,
0.046577636152505875,
-0.07892141491174698,
0.014415198937058449,
-0.03271295875310898,
-0.06339505314826965,
-0.015583354979753494,
-0.039127666503190994,
0.1411643922328949,
-0.030482273548841476,
-0.033552415668964386,
-0.017780425027012825,
-0.04315316677093506,
-0.052362117916345596,
-0.07865439355373383,
0.04634051024913788,
0.05169292911887169,
0.018256191164255142,
0.11502166092395782,
-0.04609350115060806,
0.048766009509563446,
-0.042231690138578415,
-0.015652477741241455,
-0.030105851590633392,
0.010984618216753006,
0.0860552117228508,
-0.002000641543418169,
-0.097076416015625,
-0.05121450871229172,
-0.08378228545188904,
-0.09793179482221603,
0.013274937868118286,
-0.004962034057825804,
-0.0413513109087944,
-0.007093497551977634,
-0.05874292552471161,
0.011684277094900608,
-0.028763776645064354,
-0.056728895753622055,
-0.017895495519042015,
-0.03217889741063118,
0.00797418225556612,
0.0003084593918174505,
0.03583546727895737,
-0.01617315225303173,
-0.04000931978225708,
-0.03522516041994095,
-0.008632263168692589,
-0.041621606796979904,
-0.05193978548049927,
-0.09560054540634155,
-0.01595047116279602,
0.06480538100004196,
-0.06825929135084152,
0.03151490166783333,
0.07207159698009491,
-0.046858612447977066,
-0.019808363169431686,
0.06720626354217529,
0.07573643326759338,
-0.03916332870721817,
0.003950458951294422,
0.04937469959259033,
0.033233460038900375,
-0.02230033092200756,
0.023962456732988358,
0.013340914621949196,
-0.0023000664077699184,
2.9623421913431304e-33,
-0.10374986380338669,
0.07821568846702576,
-0.0012691878946498036,
0.007823253981769085,
0.013866882771253586,
-0.025426384061574936,
0.06694011390209198,
0.016484646126627922,
0.10862047970294952,
0.06205233931541443,
-0.009761839173734188,
0.011575412005186081,
0.0005535267409868538,
0.05589289963245392,
0.03781060129404068,
-0.05059850588440895,
0.015316625125706196,
-0.08130595833063126,
0.028358623385429382,
0.0670388862490654,
0.02614680677652359,
-0.003002654993906617,
0.11244499683380127,
0.07152026891708374,
-0.04480290412902832,
-0.03705444559454918,
-0.06268265843391418,
0.009495307691395283,
-0.06240564212203026,
-0.03259638696908951,
-0.0034510460682213306,
-0.019489627331495285,
0.1071142628788948,
0.03073175810277462,
-0.059874363243579865,
0.008322171866893768,
-0.009661009535193443,
-0.023280521854758263,
0.04291714355349541,
-0.011524336412549019,
0.03898004814982414,
-0.036472223699092865,
-0.05096946656703949,
0.04648831859230995,
0.07952821254730225,
-0.01554662175476551,
0.04134688153862953,
-0.09538274258375168,
0.02704988420009613,
0.025170987471938133,
-0.027247773483395576,
-0.09293507784605026,
-0.01531523372977972,
0.06753601878881454,
0.08290280401706696,
-0.020232852548360825,
-0.003929398488253355,
0.09304479509592056,
-0.04659658670425415,
-0.005772044416517019,
-0.053878456354141235,
0.09915179759263992,
0.06849996745586395,
-0.01735643856227398,
0.005542031489312649,
0.008862106129527092,
0.04380704462528229,
-0.006445804610848427,
-0.04662013798952103,
-0.04595229774713516,
0.061511438339948654,
0.14557254314422607,
-0.025189267471432686,
0.0006418802076950669,
0.07105881720781326,
-0.05627952888607979,
-0.007177226711064577,
0.03512350842356682,
-0.01639857329428196,
-0.040647853165864944,
0.07762973010540009,
0.02688940055668354,
-0.015764007344841957,
0.013298910111188889,
0.057200562208890915,
-0.049683939665555954,
0.033900320529937744,
0.009760591201484203,
0.07167814671993256,
0.05781993269920349,
0.04356329143047333,
0.10850799828767776,
-0.0020043086260557175,
0.0007469383417628706,
0.037531398236751556,
-2.029992418503702e-33,
0.08661828935146332,
-0.03698069602251053,
0.1044076457619667,
-0.08920210599899292,
0.007629957981407642,
0.022886628285050392,
0.013287483714520931,
-0.0049384464509785175,
0.0002474735665600747,
-0.04598185047507286,
-0.003029810031875968,
-0.007826297543942928,
-0.01876281574368477,
0.012036781758069992,
0.05847107619047165,
-0.034772373735904694,
0.03625469282269478,
-0.06260912865400314,
-0.04381832480430603,
-0.08337583392858505,
0.06372158229351044,
0.08209879696369171,
0.01990312710404396,
-0.07430481165647507,
-0.05018476024270058,
-0.058665402233600616,
-0.008141442202031612,
-0.003016440896317363,
0.10502596199512482,
0.031191185116767883,
-0.02326674945652485,
0.0684918686747551,
0.10998770594596863,
0.06162464618682861,
0.0700814351439476,
-0.06078652665019035,
0.04690723866224289,
0.028989316895604134,
0.07160129398107529,
-0.036191120743751526,
0.0029431739822030067,
0.005614610388875008,
-0.02816184051334858,
0.006607115734368563,
-0.07816582173109055,
-0.06862808763980865,
-0.029108256101608276,
-0.02252202108502388,
-0.01689177379012108,
-0.03723813220858574,
-0.008830851875245571,
-0.08824462443590164,
-0.08654386550188065,
-0.0371011458337307,
0.05497808754444122,
0.029892196878790855,
0.008284230716526508,
-0.020726626738905907,
0.048931170254945755,
-0.07900989055633545,
0.02908879891037941,
-0.030204130336642265,
-0.03471490368247032,
-0.0795559287071228,
0.04293156787753105,
0.0336323082447052,
0.019456936046481133,
0.01671862043440342,
0.008214334957301617,
0.0714101642370224,
-0.0068631828762590885,
-0.037950027734041214,
-0.006905481219291687,
-0.032609082758426666,
-0.054364997893571854,
0.02196490205824375,
0.0020335146691650152,
0.009904975071549416,
0.05344465747475624,
0.016306070610880852,
-0.024549558758735657,
0.06568507850170135,
-0.09715273976325989,
-0.038351550698280334,
0.026839550584554672,
-0.06496451050043106,
-0.023292023688554764,
-0.021949006244540215,
-0.004991554189473391,
-0.018744876608252525,
0.05533144623041153,
-0.03233927860856056,
0.12210872769355774,
0.11272765696048737,
0.029440034180879593,
-4.108245832412649e-8,
-0.03919991850852966,
-0.03838680684566498,
-0.05338044837117195,
-0.04241689667105675,
-0.04460505023598671,
0.021810274571180344,
0.0010719833662733436,
-0.15324018895626068,
0.0019404432969167829,
0.05933992192149162,
-0.05292899161577225,
0.008923337794840336,
0.04436090588569641,
0.028605567291378975,
-0.04078991338610649,
-0.004020826891064644,
0.056135136634111404,
-0.03684328496456146,
0.06755714118480682,
0.0018249073764309287,
-0.026213375851511955,
-0.02310105785727501,
-0.05119415372610092,
-0.0421329066157341,
0.04338935762643814,
-0.0059796529822051525,
-0.009341525845229626,
0.005034617148339748,
0.08393912017345428,
-0.07924920320510864,
-0.06322482228279114,
-0.0026513838674873114,
-0.009238251484930515,
0.05817211791872978,
0.042942363768815994,
-0.025666482746601105,
0.046240970492362976,
-0.06468193233013153,
0.043041687458753586,
0.013257983140647411,
0.10042617470026016,
0.004618538543581963,
-0.010449856519699097,
0.002618067432194948,
-0.04058477282524109,
-0.0393904373049736,
0.053553689271211624,
0.0309927836060524,
-0.02030862309038639,
0.06742830574512482,
-0.037317272275686264,
-0.012842036783695221,
0.052779555320739746,
-0.03107307106256485,
-0.03904220089316368,
0.054820265620946884,
0.013170530088245869,
-0.00839205738157034,
0.035389240831136703,
-0.030857080593705177,
-0.010678134858608246,
0.028180498629808426,
0.027994424104690552,
0.04598696902394295
] | null | null | null | null | null | null | null |
[
-0.03809002414345741,
0.1447814255952835,
-0.014939251355826855,
-0.007059828843921423,
0.00026042660465463996,
-0.0455089770257473,
0.004232020583003759,
0.011295276693999767,
0.0034147838596254587,
-0.029513198882341385,
0.06900300085544586,
0.018616238608956337,
0.0642494261264801,
-0.021520229056477547,
-0.00921681895852089,
0.02566024288535118,
-0.015894534066319466,
-0.008244105614721775,
0.06724739074707031,
0.0005174544057808816,
-0.009686542674899101,
0.12200024724006653,
-0.03441421315073967,
-0.06664834916591644,
0.05832765996456146,
0.029484346508979797,
0.07886447757482529,
-0.03486793860793114,
-0.05590841919183731,
0.0503615066409111,
-0.021776670590043068,
-0.06310460716485977,
-0.08078496158123016,
-0.03815068304538727,
-0.045151155441999435,
0.03027106635272503,
0.04184018447995186,
0.10014116019010544,
0.0093818549066782,
0.0458073727786541,
0.0002492916537448764,
-0.03304842486977577,
0.08396854996681213,
0.048567306250333786,
-0.1139710396528244,
-0.004839540459215641,
-0.11917302757501602,
0.005318681243807077,
-0.01274534035474062,
-0.09268070757389069,
-0.00702772056683898,
-0.07346661388874054,
-0.09979527443647385,
0.058693669736385345,
0.01762077398598194,
-0.059138864278793335,
0.030769072473049164,
-0.006225196644663811,
-0.018682245165109634,
-0.016099637374281883,
0.046577636152505875,
-0.07892141491174698,
0.014415198937058449,
-0.03271295875310898,
-0.06339505314826965,
-0.015583354979753494,
-0.039127666503190994,
0.1411643922328949,
-0.030482273548841476,
-0.033552415668964386,
-0.017780425027012825,
-0.04315316677093506,
-0.052362117916345596,
-0.07865439355373383,
0.04634051024913788,
0.05169292911887169,
0.018256191164255142,
0.11502166092395782,
-0.04609350115060806,
0.048766009509563446,
-0.042231690138578415,
-0.015652477741241455,
-0.030105851590633392,
0.010984618216753006,
0.0860552117228508,
-0.002000641543418169,
-0.097076416015625,
-0.05121450871229172,
-0.08378228545188904,
-0.09793179482221603,
0.013274937868118286,
-0.004962034057825804,
-0.0413513109087944,
-0.007093497551977634,
-0.05874292552471161,
0.011684277094900608,
-0.028763776645064354,
-0.056728895753622055,
-0.017895495519042015,
-0.03217889741063118,
0.00797418225556612,
0.0003084593918174505,
0.03583546727895737,
-0.01617315225303173,
-0.04000931978225708,
-0.03522516041994095,
-0.008632263168692589,
-0.041621606796979904,
-0.05193978548049927,
-0.09560054540634155,
-0.01595047116279602,
0.06480538100004196,
-0.06825929135084152,
0.03151490166783333,
0.07207159698009491,
-0.046858612447977066,
-0.019808363169431686,
0.06720626354217529,
0.07573643326759338,
-0.03916332870721817,
0.003950458951294422,
0.04937469959259033,
0.033233460038900375,
-0.02230033092200756,
0.023962456732988358,
0.013340914621949196,
-0.0023000664077699184,
2.9623421913431304e-33,
-0.10374986380338669,
0.07821568846702576,
-0.0012691878946498036,
0.007823253981769085,
0.013866882771253586,
-0.025426384061574936,
0.06694011390209198,
0.016484646126627922,
0.10862047970294952,
0.06205233931541443,
-0.009761839173734188,
0.011575412005186081,
0.0005535267409868538,
0.05589289963245392,
0.03781060129404068,
-0.05059850588440895,
0.015316625125706196,
-0.08130595833063126,
0.028358623385429382,
0.0670388862490654,
0.02614680677652359,
-0.003002654993906617,
0.11244499683380127,
0.07152026891708374,
-0.04480290412902832,
-0.03705444559454918,
-0.06268265843391418,
0.009495307691395283,
-0.06240564212203026,
-0.03259638696908951,
-0.0034510460682213306,
-0.019489627331495285,
0.1071142628788948,
0.03073175810277462,
-0.059874363243579865,
0.008322171866893768,
-0.009661009535193443,
-0.023280521854758263,
0.04291714355349541,
-0.011524336412549019,
0.03898004814982414,
-0.036472223699092865,
-0.05096946656703949,
0.04648831859230995,
0.07952821254730225,
-0.01554662175476551,
0.04134688153862953,
-0.09538274258375168,
0.02704988420009613,
0.025170987471938133,
-0.027247773483395576,
-0.09293507784605026,
-0.01531523372977972,
0.06753601878881454,
0.08290280401706696,
-0.020232852548360825,
-0.003929398488253355,
0.09304479509592056,
-0.04659658670425415,
-0.005772044416517019,
-0.053878456354141235,
0.09915179759263992,
0.06849996745586395,
-0.01735643856227398,
0.005542031489312649,
0.008862106129527092,
0.04380704462528229,
-0.006445804610848427,
-0.04662013798952103,
-0.04595229774713516,
0.061511438339948654,
0.14557254314422607,
-0.025189267471432686,
0.0006418802076950669,
0.07105881720781326,
-0.05627952888607979,
-0.007177226711064577,
0.03512350842356682,
-0.01639857329428196,
-0.040647853165864944,
0.07762973010540009,
0.02688940055668354,
-0.015764007344841957,
0.013298910111188889,
0.057200562208890915,
-0.049683939665555954,
0.033900320529937744,
0.009760591201484203,
0.07167814671993256,
0.05781993269920349,
0.04356329143047333,
0.10850799828767776,
-0.0020043086260557175,
0.0007469383417628706,
0.037531398236751556,
-2.029992418503702e-33,
0.08661828935146332,
-0.03698069602251053,
0.1044076457619667,
-0.08920210599899292,
0.007629957981407642,
0.022886628285050392,
0.013287483714520931,
-0.0049384464509785175,
0.0002474735665600747,
-0.04598185047507286,
-0.003029810031875968,
-0.007826297543942928,
-0.01876281574368477,
0.012036781758069992,
0.05847107619047165,
-0.034772373735904694,
0.03625469282269478,
-0.06260912865400314,
-0.04381832480430603,
-0.08337583392858505,
0.06372158229351044,
0.08209879696369171,
0.01990312710404396,
-0.07430481165647507,
-0.05018476024270058,
-0.058665402233600616,
-0.008141442202031612,
-0.003016440896317363,
0.10502596199512482,
0.031191185116767883,
-0.02326674945652485,
0.0684918686747551,
0.10998770594596863,
0.06162464618682861,
0.0700814351439476,
-0.06078652665019035,
0.04690723866224289,
0.028989316895604134,
0.07160129398107529,
-0.036191120743751526,
0.0029431739822030067,
0.005614610388875008,
-0.02816184051334858,
0.006607115734368563,
-0.07816582173109055,
-0.06862808763980865,
-0.029108256101608276,
-0.02252202108502388,
-0.01689177379012108,
-0.03723813220858574,
-0.008830851875245571,
-0.08824462443590164,
-0.08654386550188065,
-0.0371011458337307,
0.05497808754444122,
0.029892196878790855,
0.008284230716526508,
-0.020726626738905907,
0.048931170254945755,
-0.07900989055633545,
0.02908879891037941,
-0.030204130336642265,
-0.03471490368247032,
-0.0795559287071228,
0.04293156787753105,
0.0336323082447052,
0.019456936046481133,
0.01671862043440342,
0.008214334957301617,
0.0714101642370224,
-0.0068631828762590885,
-0.037950027734041214,
-0.006905481219291687,
-0.032609082758426666,
-0.054364997893571854,
0.02196490205824375,
0.0020335146691650152,
0.009904975071549416,
0.05344465747475624,
0.016306070610880852,
-0.024549558758735657,
0.06568507850170135,
-0.09715273976325989,
-0.038351550698280334,
0.026839550584554672,
-0.06496451050043106,
-0.023292023688554764,
-0.021949006244540215,
-0.004991554189473391,
-0.018744876608252525,
0.05533144623041153,
-0.03233927860856056,
0.12210872769355774,
0.11272765696048737,
0.029440034180879593,
-4.108245832412649e-8,
-0.03919991850852966,
-0.03838680684566498,
-0.05338044837117195,
-0.04241689667105675,
-0.04460505023598671,
0.021810274571180344,
0.0010719833662733436,
-0.15324018895626068,
0.0019404432969167829,
0.05933992192149162,
-0.05292899161577225,
0.008923337794840336,
0.04436090588569641,
0.028605567291378975,
-0.04078991338610649,
-0.004020826891064644,
0.056135136634111404,
-0.03684328496456146,
0.06755714118480682,
0.0018249073764309287,
-0.026213375851511955,
-0.02310105785727501,
-0.05119415372610092,
-0.0421329066157341,
0.04338935762643814,
-0.0059796529822051525,
-0.009341525845229626,
0.005034617148339748,
0.08393912017345428,
-0.07924920320510864,
-0.06322482228279114,
-0.0026513838674873114,
-0.009238251484930515,
0.05817211791872978,
0.042942363768815994,
-0.025666482746601105,
0.046240970492362976,
-0.06468193233013153,
0.043041687458753586,
0.013257983140647411,
0.10042617470026016,
0.004618538543581963,
-0.010449856519699097,
0.002618067432194948,
-0.04058477282524109,
-0.0393904373049736,
0.053553689271211624,
0.0309927836060524,
-0.02030862309038639,
0.06742830574512482,
-0.037317272275686264,
-0.012842036783695221,
0.052779555320739746,
-0.03107307106256485,
-0.03904220089316368,
0.054820265620946884,
0.013170530088245869,
-0.00839205738157034,
0.035389240831136703,
-0.030857080593705177,
-0.010678134858608246,
0.028180498629808426,
0.027994424104690552,
0.04598696902394295
] |
1402.1222
|
Syen Nik
|
Syen J. Nik, Rune S. Thing, Richard Watts, Tony Dale, Bryn Currie,
Juergen Meyer
|
Monte Carlo validation of optimal material discrimination using spectral
x-ray imaging
| null | null |
10.1088/1748-0221/9/08/T08003
| null |
physics.med-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The validation of a previous work on the optimization of material
discrimination in spectral x-ray imaging is reported. Using Monte Carlo
simulations based on the BEAMnrc package, material decomposition was performed
on the projection images of phantoms containing up to three materials. The
simulated projection data was first decomposed into material basis images by
minimizing the z-score between expected and simulated counts. Statistical
analysis was performed for the pixels within the region-of-interest consisting
of contrast material(s) in the BEAMnrc simulations. With the consideration of
scattered radiation and a realistic scanning geometry, the theoretical optima
of energy bin borders provided by the algorithm were shown to have an accuracy
of $\pm$2 keV for the decomposition of 2 and 3 materials. Finally, the
signal-to-noise ratio predicted by the theoretical model was also validated.
The counts per pixel needed for achieving a specific imaging aim can therefore
be estimated using the validated model.
|
[
{
"created": "Thu, 6 Feb 2014 01:04:12 GMT",
"version": "v1"
},
{
"created": "Thu, 26 Jun 2014 11:38:10 GMT",
"version": "v2"
},
{
"created": "Tue, 1 Jul 2014 00:14:42 GMT",
"version": "v3"
}
] |
2015-06-18
|
[
[
"Nik",
"Syen J.",
""
],
[
"Thing",
"Rune S.",
""
],
[
"Watts",
"Richard",
""
],
[
"Dale",
"Tony",
""
],
[
"Currie",
"Bryn",
""
],
[
"Meyer",
"Juergen",
""
]
] |
[
0.00942528061568737,
-0.012584286741912365,
-0.02241370640695095,
0.018365206196904182,
0.025629328563809395,
-0.09660279005765915,
0.06332191079854965,
-0.03522947430610657,
-0.06512685120105743,
0.05559024214744568,
-0.09796710312366486,
-0.017863206565380096,
0.12385258823633194,
0.04181623086333275,
-0.06509917229413986,
-0.009284209460020065,
0.062051694840192795,
0.020899301394820213,
-0.034239936619997025,
0.07370961457490921,
0.04358714073896408,
0.022204503417015076,
0.01790854148566723,
-0.0980256125330925,
0.09194307774305344,
-0.016983512789011,
0.017352771013975143,
-0.0943315178155899,
0.03798286244273186,
-0.001231744303368032,
0.0446137934923172,
-0.004125544801354408,
0.02062183804810047,
-0.06572790443897247,
0.07696002721786499,
-0.03684762492775917,
-0.030072253197431564,
-0.01156673114746809,
-0.04922562465071678,
0.008877919986844063,
-0.07191979885101318,
0.09246448427438736,
-0.08151086419820786,
-0.062421370297670364,
0.04838426038622856,
-0.04029002785682678,
0.06651011109352112,
-0.108183354139328,
0.005941188894212246,
0.034913573414087296,
0.037907131016254425,
0.013519655913114548,
-0.06063082069158554,
0.08925961703062057,
0.01306573860347271,
0.020336594432592392,
0.013312848284840584,
-0.052151404321193695,
0.030942505225539207,
0.07327631115913391,
-0.0317113921046257,
0.020866787061095238,
0.012382986024022102,
-0.030131453648209572,
0.13574941456317902,
0.00770140253007412,
-0.03651902824640274,
-0.05248027667403221,
-0.0020059982780367136,
-0.029018158093094826,
-0.06241697072982788,
0.06964119523763657,
0.0840982049703598,
-0.0343635194003582,
-0.06954557448625565,
0.007075839210301638,
0.07504913210868835,
-0.01751253753900528,
-0.0029881654772907495,
-0.019154077395796776,
-0.018275946378707886,
0.05404556170105934,
-0.032238684594631195,
-0.04865456372499466,
0.005598324816673994,
0.04018240422010422,
-0.07334480434656143,
0.08700127899646759,
-0.01793886348605156,
0.08062509447336197,
0.03728477284312248,
0.06560073047876358,
-0.1288270652294159,
0.02737753465771675,
-0.041938163340091705,
-0.08044303953647614,
0.13185346126556396,
0.03805438429117203,
0.07567885518074036,
0.03253544494509697,
0.036442361772060394,
-0.0699145644903183,
0.009484280832111835,
-0.017821112647652626,
-0.05607165768742561,
-0.08274593949317932,
0.021920418366789818,
0.04677722230553627,
-0.03795640915632248,
-0.005156589671969414,
0.015883488580584526,
0.024918414652347565,
-0.10061592608690262,
0.0385492667555809,
-0.033527180552482605,
-0.014344897121191025,
0.061272989958524704,
0.023672854527831078,
-0.02528935857117176,
-0.0327443853020668,
-0.01461811177432537,
-0.09261610358953476,
0.04412124678492546,
0.030870428308844566,
0.061672065407037735,
-0.09580206125974655,
-0.06414563208818436,
5.0222536961401444e-33,
-0.07282659411430359,
0.06627850979566574,
-0.016287164762616158,
0.022856229916214943,
0.02317066304385662,
0.014156569726765156,
0.02701513096690178,
0.004484846256673336,
0.06991248577833176,
0.07671112567186356,
0.04301726445555687,
0.05236487090587616,
0.045791830867528915,
-0.02255888655781746,
0.0171393770724535,
0.03958220034837723,
-0.012978929094970226,
0.03799789026379585,
-0.09518572688102722,
0.011135379783809185,
-0.020784925669431686,
-0.05322240665555,
0.026851415634155273,
0.05319958180189133,
0.018097877502441406,
0.08288004994392395,
-0.017726948484778404,
-0.08357541263103485,
-0.0635901391506195,
0.029549652710556984,
-0.02184893563389778,
-0.006369349546730518,
0.03648989647626877,
0.0855538621544838,
0.008521613664925098,
0.06266454607248306,
-0.011887988075613976,
0.053233399987220764,
-0.01836099475622177,
-0.014340403489768505,
0.05148344114422798,
0.06791636347770691,
0.033321354538202286,
0.025361815467476845,
0.0017889512237161398,
0.003145223716273904,
0.018231907859444618,
-0.016042863950133324,
-0.0008383086533285677,
-0.02391199767589569,
0.013489318080246449,
-0.08136580884456635,
0.00012931913079228252,
-0.01592540182173252,
0.026321515440940857,
0.02172418311238289,
0.02194858342409134,
-0.0346670001745224,
0.06582466512918472,
-0.027651134878396988,
0.04527584835886955,
-0.0688386857509613,
0.02323688566684723,
0.05035780370235443,
0.00508489552885294,
0.051203567534685135,
-0.04545789584517479,
-0.01981630176305771,
-0.08255091309547424,
-0.0007059188792482018,
-0.04632742330431938,
-0.000016050895283115096,
0.06082708016037941,
0.002445825608447194,
0.07551538199186325,
0.05056598037481308,
-0.012350795790553093,
0.09028710424900055,
-0.0025908746756613255,
0.0006104110507294536,
-0.08160112053155899,
0.10365038365125656,
-0.08938764780759811,
-0.150460347533226,
-0.09565173089504242,
0.026663823053240776,
0.007088721264153719,
0.03892853111028671,
-0.04985801875591278,
-0.03282264620065689,
-0.028662240132689476,
-0.013996024616062641,
-0.04014626145362854,
-0.01782979629933834,
-0.03578599914908409,
-4.400671017866535e-33,
-0.01956503465771675,
0.06746748089790344,
0.04695933684706688,
-0.004092053510248661,
0.005534293130040169,
-0.11991272866725922,
0.035678911954164505,
-0.020762983709573746,
0.051748182624578476,
-0.02101510763168335,
0.049210987985134125,
0.042769141495227814,
-0.0749245136976242,
0.008985068649053574,
-0.07620521634817123,
-0.008462496101856232,
0.04034049063920975,
-0.08838795870542526,
0.002545541850849986,
-0.0209810808300972,
0.00802282802760601,
0.06286200881004333,
0.009217094630002975,
-0.03529858589172363,
-0.059133484959602356,
0.025127645581960678,
0.0321619026362896,
-0.09247002005577087,
0.047467801719903946,
-0.03878706693649292,
-0.044183943420648575,
-0.01114212442189455,
-0.004613619763404131,
-0.006562727503478527,
-0.006396598648279905,
-0.011217562481760979,
0.005346160847693682,
0.026032285764813423,
0.011336718685925007,
-0.04650039225816727,
0.03833942115306854,
0.06913036853075027,
-0.062313295900821686,
-0.03033456578850746,
-0.07333573698997498,
0.0005456883227452636,
0.08272021263837814,
-0.022133229300379753,
0.1192919909954071,
-0.0025043480563908815,
0.07064387202262878,
-0.035445719957351685,
0.005892382003366947,
0.049124836921691895,
-0.007837425917387009,
-0.03898438811302185,
-0.09576351940631866,
0.029382850974798203,
0.11041104048490524,
-0.014479716308414936,
0.04363458603620529,
0.06360431760549545,
-0.008388745598495007,
-0.0015022638253867626,
-0.08158785104751587,
0.02989029325544834,
0.0323723666369915,
0.06846365332603455,
-0.025171853601932526,
0.014462605118751526,
-0.030141465365886688,
-0.04339177533984184,
0.037642668932676315,
0.1132848784327507,
-0.03070782497525215,
-0.05274387076497078,
0.023372258991003036,
-0.013461482711136341,
0.010371468029916286,
-0.024782951921224594,
-0.002157961018383503,
-0.0082391994073987,
-0.03622189909219742,
0.05110451951622963,
0.08943686634302139,
0.08845176547765732,
-0.06972304731607437,
-0.023744134232401848,
0.009065916761755943,
-0.12660226225852966,
0.06109936907887459,
-0.028696637600660324,
0.1257140189409256,
-0.059293922036886215,
-0.05209071934223175,
-5.2228500635465025e-8,
-0.012325519695878029,
-0.04454518482089043,
0.009268240071833134,
-0.11286446452140808,
-0.03201720491051674,
-0.06977596879005432,
0.016239486634731293,
0.022662781178951263,
0.03194015100598335,
-0.051165517419576645,
0.080828957259655,
-0.09493628144264221,
-0.006248421501368284,
-0.04223126545548439,
-0.023069480434060097,
-0.011779963970184326,
-0.0006816231179982424,
0.009125418961048126,
0.017656272277235985,
-0.048562318086624146,
-0.012498374097049236,
-0.05120212212204933,
0.07950786501169205,
0.019339941442012787,
-0.01794867403805256,
0.03155834972858429,
-0.0014464082196354866,
-0.04868413507938385,
0.07174894213676453,
0.011958535760641098,
-0.028178326785564423,
0.009284580126404762,
-0.00918244943022728,
0.0391937717795372,
0.026582296937704086,
0.0040970006957650185,
0.03180790692567825,
-0.013799615204334259,
-0.05631604418158531,
0.015000020153820515,
-0.024294670671224594,
-0.04908475652337074,
0.012941813096404076,
-0.011640671640634537,
0.01619526371359825,
0.03424672409892082,
0.01433096919208765,
-0.052737943828105927,
0.02794586680829525,
0.02057577483355999,
0.11530284583568573,
-0.0007835203432478011,
-0.038521114736795425,
-0.08827883750200272,
0.043426718562841415,
-0.02172871306538582,
0.09766340255737305,
-0.007062398362904787,
0.03389297053217888,
-0.012114578858017921,
0.04445185884833336,
-0.03815724700689316,
-0.05986214056611061,
-0.013563367538154125
] | null | null | null | null | null | null | null |
[
0.00942528061568737,
-0.012584286741912365,
-0.02241370640695095,
0.018365206196904182,
0.025629328563809395,
-0.09660279005765915,
0.06332191079854965,
-0.03522947430610657,
-0.06512685120105743,
0.05559024214744568,
-0.09796710312366486,
-0.017863206565380096,
0.12385258823633194,
0.04181623086333275,
-0.06509917229413986,
-0.009284209460020065,
0.062051694840192795,
0.020899301394820213,
-0.034239936619997025,
0.07370961457490921,
0.04358714073896408,
0.022204503417015076,
0.01790854148566723,
-0.0980256125330925,
0.09194307774305344,
-0.016983512789011,
0.017352771013975143,
-0.0943315178155899,
0.03798286244273186,
-0.001231744303368032,
0.0446137934923172,
-0.004125544801354408,
0.02062183804810047,
-0.06572790443897247,
0.07696002721786499,
-0.03684762492775917,
-0.030072253197431564,
-0.01156673114746809,
-0.04922562465071678,
0.008877919986844063,
-0.07191979885101318,
0.09246448427438736,
-0.08151086419820786,
-0.062421370297670364,
0.04838426038622856,
-0.04029002785682678,
0.06651011109352112,
-0.108183354139328,
0.005941188894212246,
0.034913573414087296,
0.037907131016254425,
0.013519655913114548,
-0.06063082069158554,
0.08925961703062057,
0.01306573860347271,
0.020336594432592392,
0.013312848284840584,
-0.052151404321193695,
0.030942505225539207,
0.07327631115913391,
-0.0317113921046257,
0.020866787061095238,
0.012382986024022102,
-0.030131453648209572,
0.13574941456317902,
0.00770140253007412,
-0.03651902824640274,
-0.05248027667403221,
-0.0020059982780367136,
-0.029018158093094826,
-0.06241697072982788,
0.06964119523763657,
0.0840982049703598,
-0.0343635194003582,
-0.06954557448625565,
0.007075839210301638,
0.07504913210868835,
-0.01751253753900528,
-0.0029881654772907495,
-0.019154077395796776,
-0.018275946378707886,
0.05404556170105934,
-0.032238684594631195,
-0.04865456372499466,
0.005598324816673994,
0.04018240422010422,
-0.07334480434656143,
0.08700127899646759,
-0.01793886348605156,
0.08062509447336197,
0.03728477284312248,
0.06560073047876358,
-0.1288270652294159,
0.02737753465771675,
-0.041938163340091705,
-0.08044303953647614,
0.13185346126556396,
0.03805438429117203,
0.07567885518074036,
0.03253544494509697,
0.036442361772060394,
-0.0699145644903183,
0.009484280832111835,
-0.017821112647652626,
-0.05607165768742561,
-0.08274593949317932,
0.021920418366789818,
0.04677722230553627,
-0.03795640915632248,
-0.005156589671969414,
0.015883488580584526,
0.024918414652347565,
-0.10061592608690262,
0.0385492667555809,
-0.033527180552482605,
-0.014344897121191025,
0.061272989958524704,
0.023672854527831078,
-0.02528935857117176,
-0.0327443853020668,
-0.01461811177432537,
-0.09261610358953476,
0.04412124678492546,
0.030870428308844566,
0.061672065407037735,
-0.09580206125974655,
-0.06414563208818436,
5.0222536961401444e-33,
-0.07282659411430359,
0.06627850979566574,
-0.016287164762616158,
0.022856229916214943,
0.02317066304385662,
0.014156569726765156,
0.02701513096690178,
0.004484846256673336,
0.06991248577833176,
0.07671112567186356,
0.04301726445555687,
0.05236487090587616,
0.045791830867528915,
-0.02255888655781746,
0.0171393770724535,
0.03958220034837723,
-0.012978929094970226,
0.03799789026379585,
-0.09518572688102722,
0.011135379783809185,
-0.020784925669431686,
-0.05322240665555,
0.026851415634155273,
0.05319958180189133,
0.018097877502441406,
0.08288004994392395,
-0.017726948484778404,
-0.08357541263103485,
-0.0635901391506195,
0.029549652710556984,
-0.02184893563389778,
-0.006369349546730518,
0.03648989647626877,
0.0855538621544838,
0.008521613664925098,
0.06266454607248306,
-0.011887988075613976,
0.053233399987220764,
-0.01836099475622177,
-0.014340403489768505,
0.05148344114422798,
0.06791636347770691,
0.033321354538202286,
0.025361815467476845,
0.0017889512237161398,
0.003145223716273904,
0.018231907859444618,
-0.016042863950133324,
-0.0008383086533285677,
-0.02391199767589569,
0.013489318080246449,
-0.08136580884456635,
0.00012931913079228252,
-0.01592540182173252,
0.026321515440940857,
0.02172418311238289,
0.02194858342409134,
-0.0346670001745224,
0.06582466512918472,
-0.027651134878396988,
0.04527584835886955,
-0.0688386857509613,
0.02323688566684723,
0.05035780370235443,
0.00508489552885294,
0.051203567534685135,
-0.04545789584517479,
-0.01981630176305771,
-0.08255091309547424,
-0.0007059188792482018,
-0.04632742330431938,
-0.000016050895283115096,
0.06082708016037941,
0.002445825608447194,
0.07551538199186325,
0.05056598037481308,
-0.012350795790553093,
0.09028710424900055,
-0.0025908746756613255,
0.0006104110507294536,
-0.08160112053155899,
0.10365038365125656,
-0.08938764780759811,
-0.150460347533226,
-0.09565173089504242,
0.026663823053240776,
0.007088721264153719,
0.03892853111028671,
-0.04985801875591278,
-0.03282264620065689,
-0.028662240132689476,
-0.013996024616062641,
-0.04014626145362854,
-0.01782979629933834,
-0.03578599914908409,
-4.400671017866535e-33,
-0.01956503465771675,
0.06746748089790344,
0.04695933684706688,
-0.004092053510248661,
0.005534293130040169,
-0.11991272866725922,
0.035678911954164505,
-0.020762983709573746,
0.051748182624578476,
-0.02101510763168335,
0.049210987985134125,
0.042769141495227814,
-0.0749245136976242,
0.008985068649053574,
-0.07620521634817123,
-0.008462496101856232,
0.04034049063920975,
-0.08838795870542526,
0.002545541850849986,
-0.0209810808300972,
0.00802282802760601,
0.06286200881004333,
0.009217094630002975,
-0.03529858589172363,
-0.059133484959602356,
0.025127645581960678,
0.0321619026362896,
-0.09247002005577087,
0.047467801719903946,
-0.03878706693649292,
-0.044183943420648575,
-0.01114212442189455,
-0.004613619763404131,
-0.006562727503478527,
-0.006396598648279905,
-0.011217562481760979,
0.005346160847693682,
0.026032285764813423,
0.011336718685925007,
-0.04650039225816727,
0.03833942115306854,
0.06913036853075027,
-0.062313295900821686,
-0.03033456578850746,
-0.07333573698997498,
0.0005456883227452636,
0.08272021263837814,
-0.022133229300379753,
0.1192919909954071,
-0.0025043480563908815,
0.07064387202262878,
-0.035445719957351685,
0.005892382003366947,
0.049124836921691895,
-0.007837425917387009,
-0.03898438811302185,
-0.09576351940631866,
0.029382850974798203,
0.11041104048490524,
-0.014479716308414936,
0.04363458603620529,
0.06360431760549545,
-0.008388745598495007,
-0.0015022638253867626,
-0.08158785104751587,
0.02989029325544834,
0.0323723666369915,
0.06846365332603455,
-0.025171853601932526,
0.014462605118751526,
-0.030141465365886688,
-0.04339177533984184,
0.037642668932676315,
0.1132848784327507,
-0.03070782497525215,
-0.05274387076497078,
0.023372258991003036,
-0.013461482711136341,
0.010371468029916286,
-0.024782951921224594,
-0.002157961018383503,
-0.0082391994073987,
-0.03622189909219742,
0.05110451951622963,
0.08943686634302139,
0.08845176547765732,
-0.06972304731607437,
-0.023744134232401848,
0.009065916761755943,
-0.12660226225852966,
0.06109936907887459,
-0.028696637600660324,
0.1257140189409256,
-0.059293922036886215,
-0.05209071934223175,
-5.2228500635465025e-8,
-0.012325519695878029,
-0.04454518482089043,
0.009268240071833134,
-0.11286446452140808,
-0.03201720491051674,
-0.06977596879005432,
0.016239486634731293,
0.022662781178951263,
0.03194015100598335,
-0.051165517419576645,
0.080828957259655,
-0.09493628144264221,
-0.006248421501368284,
-0.04223126545548439,
-0.023069480434060097,
-0.011779963970184326,
-0.0006816231179982424,
0.009125418961048126,
0.017656272277235985,
-0.048562318086624146,
-0.012498374097049236,
-0.05120212212204933,
0.07950786501169205,
0.019339941442012787,
-0.01794867403805256,
0.03155834972858429,
-0.0014464082196354866,
-0.04868413507938385,
0.07174894213676453,
0.011958535760641098,
-0.028178326785564423,
0.009284580126404762,
-0.00918244943022728,
0.0391937717795372,
0.026582296937704086,
0.0040970006957650185,
0.03180790692567825,
-0.013799615204334259,
-0.05631604418158531,
0.015000020153820515,
-0.024294670671224594,
-0.04908475652337074,
0.012941813096404076,
-0.011640671640634537,
0.01619526371359825,
0.03424672409892082,
0.01433096919208765,
-0.052737943828105927,
0.02794586680829525,
0.02057577483355999,
0.11530284583568573,
-0.0007835203432478011,
-0.038521114736795425,
-0.08827883750200272,
0.043426718562841415,
-0.02172871306538582,
0.09766340255737305,
-0.007062398362904787,
0.03389297053217888,
-0.012114578858017921,
0.04445185884833336,
-0.03815724700689316,
-0.05986214056611061,
-0.013563367538154125
] |
1402.1225
|
Kazuyuki Fujii
|
Kazuyuki Fujii (YCU)
|
Comment on "Epidemiological modeling of online social network dynamics"
|
Latex ; 6 pages ; no figure ; minor changes
|
Far East Journal of Mathematical Education, 12(2014), 179-185
| null | null |
physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this comment we give a simple analytic approximate solution to the
infectious recovery SIR (irSIR) model given by J. Cannarella and J. A. Spechler
arXiv:1401.4208, which is a variant of the traditional SIR model.
|
[
{
"created": "Thu, 6 Feb 2014 01:41:37 GMT",
"version": "v1"
},
{
"created": "Tue, 18 Feb 2014 00:14:20 GMT",
"version": "v2"
}
] |
2014-05-27
|
[
[
"Fujii",
"Kazuyuki",
"",
"YCU"
]
] |
[
-0.11523260176181793,
-0.020057635381817818,
0.004718908574432135,
-0.03905431181192398,
0.04221415892243385,
0.001717813778668642,
0.030361337587237358,
0.09700487554073334,
-0.006178726442158222,
0.058873046189546585,
0.05138413608074188,
0.050830066204071045,
0.07491059601306915,
0.10322890430688858,
-0.03578103333711624,
-0.058028146624565125,
-0.05383894219994545,
-0.06772217154502869,
-0.022971732541918755,
0.0360281728208065,
-0.014077405445277691,
0.09088952094316483,
-0.03733711689710617,
-0.09045521914958954,
-0.06423719227313995,
-0.011323231272399426,
0.001063863281160593,
0.04551130160689354,
0.027591634541749954,
-0.1360504925251007,
0.02148914709687233,
-0.022355763241648674,
0.016797998920083046,
-0.06593772768974304,
-0.003977237269282341,
0.07766056805849075,
-0.030299507081508636,
0.038223180919885635,
-0.025982335209846497,
-0.005090325139462948,
0.028172072023153305,
0.041629429906606674,
0.018098678439855576,
-0.03315751254558563,
0.07421545684337616,
-0.047145821154117584,
-0.08209768682718277,
0.07569943368434906,
0.06907070428133011,
-0.02472277730703354,
0.023620586842298508,
0.07055388391017914,
0.052046794444322586,
0.10017256438732147,
0.009253384545445442,
-0.07033003121614456,
-0.043684422969818115,
-0.16656678915023804,
-0.049099136143922806,
-0.03285250812768936,
0.0046249935403466225,
0.11025897413492203,
-0.00832294300198555,
-0.00834565982222557,
0.02905428409576416,
0.005438412539660931,
-0.08820031583309174,
-0.005830036476254463,
0.02954684942960739,
0.08756314963102341,
-0.06969726830720901,
-0.025935186073184013,
-0.08702576160430908,
-0.02327377162873745,
-0.01164909265935421,
0.01101298350840807,
-0.0031931379344314337,
0.016349270939826965,
-0.04234762489795685,
0.10581101477146149,
-0.02064349502325058,
-0.020443422719836235,
0.024362066760659218,
0.011167078278958797,
-0.03598088026046753,
-0.021788697689771652,
-0.004643248859792948,
-0.01617230288684368,
0.050131700932979584,
-0.021470338106155396,
-0.04978018254041672,
0.03864861652255058,
0.038253769278526306,
-0.05922335013747215,
-0.014485041610896587,
0.05395718663930893,
0.06820637732744217,
0.006684242747724056,
0.06461720913648605,
0.06702946871519089,
-0.05968199670314789,
-0.060701027512550354,
-0.06556667387485504,
-0.05120261758565903,
0.007754621561616659,
-0.011688110418617725,
0.027980290353298187,
0.05934584140777588,
0.038188546895980835,
0.043133363127708435,
0.006739210337400436,
0.05282654985785484,
0.01446903683245182,
0.026471134275197983,
0.051278769969940186,
-0.04485791176557541,
0.03416465222835541,
0.002995044458657503,
-0.058103661984205246,
-0.05039025843143463,
0.05717162787914276,
-0.025677459314465523,
-0.0016825636848807335,
-0.07952862232923508,
0.008666310459375381,
0.03255240619182587,
0.03807699680328369,
1.6845318938703094e-33,
-0.015879115089774132,
0.042302995920181274,
0.029647771269083023,
-0.04608169198036194,
0.04777158796787262,
-0.04068932682275772,
0.03184744343161583,
0.005436061415821314,
0.017613498494029045,
-0.04263792559504509,
-0.07288607954978943,
0.020987313240766525,
-0.014365078881382942,
-0.024915898218750954,
-0.1268797218799591,
-0.021612942218780518,
-0.0009609517292119563,
0.09342272579669952,
-0.06018350273370743,
-0.012466944754123688,
0.04689934477210045,
0.004498771391808987,
0.0880289226770401,
0.03500761091709137,
0.044780198484659195,
0.05027850344777107,
0.029143398627638817,
-0.07039183378219604,
0.013532186858355999,
0.0137639744207263,
-0.011998269706964493,
0.06562160700559616,
-0.05631263181567192,
0.03854397311806679,
-0.08225978165864944,
0.0600539892911911,
-0.01778845302760601,
-0.07463528960943222,
0.01851523667573929,
0.01647230051457882,
-0.011511513032019138,
0.03306104615330696,
0.0517423152923584,
0.000989104388281703,
-0.08660954982042313,
-0.03689456731081009,
0.022084075957536697,
0.024572333320975304,
0.03234822303056717,
-0.014305773191154003,
-0.04856882989406586,
-0.058158982545137405,
-0.015288161113858223,
-0.06544914841651917,
-0.021038873121142387,
0.0006056348793208599,
0.023557959124445915,
0.09904608130455017,
-0.04403367638587952,
0.040402207523584366,
0.10805690288543701,
-0.0576169528067112,
0.005870145745575428,
-0.0324760340154171,
0.06759659200906754,
-0.03176053240895271,
-0.06675758212804794,
-0.0770898163318634,
0.010011866688728333,
0.05777312070131302,
0.0030625194776803255,
0.06896097958087921,
-0.035283032804727554,
0.024646276608109474,
0.037693675607442856,
-0.03652716800570488,
0.06113884225487709,
-0.0484732910990715,
0.040623653680086136,
0.001295653753913939,
-0.05367285758256912,
0.00317329540848732,
-0.034172967076301575,
0.03458528220653534,
-0.03758520632982254,
-0.06515894085168839,
0.009006866253912449,
-0.033145613968372345,
-0.07545746862888336,
-0.05814170837402344,
0.03159569203853607,
0.040769681334495544,
0.01816965825855732,
0.008194931782782078,
-0.00774102658033371,
-2.805474674277804e-33,
0.06574428081512451,
0.0030146611388772726,
0.013374962843954563,
0.05652712658047676,
0.02359515242278576,
0.038714658468961716,
0.034755367785692215,
0.1680317372083664,
-0.037031568586826324,
-0.07182515412569046,
-0.004635848570615053,
0.01858627237379551,
0.04837622866034508,
0.06096040457487106,
0.03627835214138031,
-0.037828195840120316,
0.08164612948894501,
0.009594920091331005,
-0.044863976538181305,
0.04522543400526047,
-0.08716687560081482,
0.02660697139799595,
0.01544892881065607,
-0.07520435750484467,
-0.008344358764588833,
0.048659227788448334,
-0.06325911730527878,
0.043220147490501404,
-0.10332603752613068,
0.0030462469439953566,
0.017156856134533882,
-0.025662746280431747,
-0.07200530916452408,
-0.010637166909873486,
0.01620085909962654,
0.1048804298043251,
0.020192841067910194,
-0.03053433448076248,
0.05029376223683357,
-0.002603305736556649,
0.021008295938372612,
0.010011429898440838,
-0.02554400824010372,
-0.0166472215205431,
0.1289963275194168,
0.010711560025811195,
0.009836959652602673,
0.044490665197372437,
0.10488821566104889,
0.030684811994433403,
0.031572017818689346,
-0.0058260527439415455,
-0.024327483028173447,
0.05589454248547554,
-0.07975315302610397,
-0.019023369997739792,
0.02585330605506897,
-0.041545964777469635,
-0.02071862481534481,
-0.05113951489329338,
-0.1084815189242363,
-0.0785813182592392,
-0.007148293312638998,
0.05881210044026375,
-0.054972078651189804,
0.01967104896903038,
0.07649298012256622,
-0.014470366761088371,
0.008539361879229546,
-0.016577458009123802,
0.015163576230406761,
-0.037864889949560165,
0.057305172085762024,
0.007098022848367691,
0.06860272586345673,
-0.001554747810587287,
-0.05636107921600342,
-0.06078939884901047,
-0.02354356274008751,
-0.05984370410442352,
-0.03963306546211243,
0.038873862475156784,
0.007169373799115419,
-0.13826343417167664,
0.05620482563972473,
-0.06294241547584534,
0.05201452597975731,
-0.06302759051322937,
-0.021376341581344604,
0.028286006301641464,
-0.04746557027101517,
0.02587341144680977,
0.008807000704109669,
-0.021459681913256645,
-0.004361122380942106,
-3.655941327451728e-8,
0.1058935672044754,
0.0278660599142313,
-0.0452890582382679,
0.019115658476948738,
0.06156209111213684,
0.05341324582695961,
-0.12734714150428772,
-0.07373487949371338,
0.049622803926467896,
-0.013767611235380173,
0.02618982084095478,
0.04778769612312317,
0.05146210268139839,
-0.02470480091869831,
-0.006150840315967798,
0.024692190811038017,
0.02425950951874256,
0.11739502847194672,
-0.049043674021959305,
-0.10000403225421906,
-0.01391481701284647,
0.022527333348989487,
-0.035351380705833435,
-0.0023376375902444124,
0.03775332495570183,
0.052623338997364044,
-0.00013773269893135875,
-0.06588229537010193,
0.012197059579193592,
-0.04744871333241463,
-0.03416934609413147,
0.06477653235197067,
0.007932404056191444,
0.06279824674129486,
-0.04392847418785095,
0.07935713231563568,
0.014191818423569202,
-0.024099277332425117,
0.04482204467058182,
-0.05554843321442604,
0.038855619728565216,
0.01581129990518093,
-0.10561325401067734,
-0.04220840334892273,
0.0017985629383474588,
0.07561219483613968,
-0.08078844845294952,
0.012517087161540985,
-0.06128866598010063,
-0.0323265977203846,
-0.05712331831455231,
-0.018805526196956635,
0.022359926253557205,
-0.016481338068842888,
-0.026677336543798447,
-0.02357666753232479,
-0.03591792657971382,
-0.08387642353773117,
0.05394747480750084,
-0.10248465090990067,
-0.0026558316312730312,
0.01726541295647621,
-0.010153736919164658,
-0.026077937334775925
] | null | null | null | null | null | null | null |
[
-0.11523260176181793,
-0.020057635381817818,
0.004718908574432135,
-0.03905431181192398,
0.04221415892243385,
0.001717813778668642,
0.030361337587237358,
0.09700487554073334,
-0.006178726442158222,
0.058873046189546585,
0.05138413608074188,
0.050830066204071045,
0.07491059601306915,
0.10322890430688858,
-0.03578103333711624,
-0.058028146624565125,
-0.05383894219994545,
-0.06772217154502869,
-0.022971732541918755,
0.0360281728208065,
-0.014077405445277691,
0.09088952094316483,
-0.03733711689710617,
-0.09045521914958954,
-0.06423719227313995,
-0.011323231272399426,
0.001063863281160593,
0.04551130160689354,
0.027591634541749954,
-0.1360504925251007,
0.02148914709687233,
-0.022355763241648674,
0.016797998920083046,
-0.06593772768974304,
-0.003977237269282341,
0.07766056805849075,
-0.030299507081508636,
0.038223180919885635,
-0.025982335209846497,
-0.005090325139462948,
0.028172072023153305,
0.041629429906606674,
0.018098678439855576,
-0.03315751254558563,
0.07421545684337616,
-0.047145821154117584,
-0.08209768682718277,
0.07569943368434906,
0.06907070428133011,
-0.02472277730703354,
0.023620586842298508,
0.07055388391017914,
0.052046794444322586,
0.10017256438732147,
0.009253384545445442,
-0.07033003121614456,
-0.043684422969818115,
-0.16656678915023804,
-0.049099136143922806,
-0.03285250812768936,
0.0046249935403466225,
0.11025897413492203,
-0.00832294300198555,
-0.00834565982222557,
0.02905428409576416,
0.005438412539660931,
-0.08820031583309174,
-0.005830036476254463,
0.02954684942960739,
0.08756314963102341,
-0.06969726830720901,
-0.025935186073184013,
-0.08702576160430908,
-0.02327377162873745,
-0.01164909265935421,
0.01101298350840807,
-0.0031931379344314337,
0.016349270939826965,
-0.04234762489795685,
0.10581101477146149,
-0.02064349502325058,
-0.020443422719836235,
0.024362066760659218,
0.011167078278958797,
-0.03598088026046753,
-0.021788697689771652,
-0.004643248859792948,
-0.01617230288684368,
0.050131700932979584,
-0.021470338106155396,
-0.04978018254041672,
0.03864861652255058,
0.038253769278526306,
-0.05922335013747215,
-0.014485041610896587,
0.05395718663930893,
0.06820637732744217,
0.006684242747724056,
0.06461720913648605,
0.06702946871519089,
-0.05968199670314789,
-0.060701027512550354,
-0.06556667387485504,
-0.05120261758565903,
0.007754621561616659,
-0.011688110418617725,
0.027980290353298187,
0.05934584140777588,
0.038188546895980835,
0.043133363127708435,
0.006739210337400436,
0.05282654985785484,
0.01446903683245182,
0.026471134275197983,
0.051278769969940186,
-0.04485791176557541,
0.03416465222835541,
0.002995044458657503,
-0.058103661984205246,
-0.05039025843143463,
0.05717162787914276,
-0.025677459314465523,
-0.0016825636848807335,
-0.07952862232923508,
0.008666310459375381,
0.03255240619182587,
0.03807699680328369,
1.6845318938703094e-33,
-0.015879115089774132,
0.042302995920181274,
0.029647771269083023,
-0.04608169198036194,
0.04777158796787262,
-0.04068932682275772,
0.03184744343161583,
0.005436061415821314,
0.017613498494029045,
-0.04263792559504509,
-0.07288607954978943,
0.020987313240766525,
-0.014365078881382942,
-0.024915898218750954,
-0.1268797218799591,
-0.021612942218780518,
-0.0009609517292119563,
0.09342272579669952,
-0.06018350273370743,
-0.012466944754123688,
0.04689934477210045,
0.004498771391808987,
0.0880289226770401,
0.03500761091709137,
0.044780198484659195,
0.05027850344777107,
0.029143398627638817,
-0.07039183378219604,
0.013532186858355999,
0.0137639744207263,
-0.011998269706964493,
0.06562160700559616,
-0.05631263181567192,
0.03854397311806679,
-0.08225978165864944,
0.0600539892911911,
-0.01778845302760601,
-0.07463528960943222,
0.01851523667573929,
0.01647230051457882,
-0.011511513032019138,
0.03306104615330696,
0.0517423152923584,
0.000989104388281703,
-0.08660954982042313,
-0.03689456731081009,
0.022084075957536697,
0.024572333320975304,
0.03234822303056717,
-0.014305773191154003,
-0.04856882989406586,
-0.058158982545137405,
-0.015288161113858223,
-0.06544914841651917,
-0.021038873121142387,
0.0006056348793208599,
0.023557959124445915,
0.09904608130455017,
-0.04403367638587952,
0.040402207523584366,
0.10805690288543701,
-0.0576169528067112,
0.005870145745575428,
-0.0324760340154171,
0.06759659200906754,
-0.03176053240895271,
-0.06675758212804794,
-0.0770898163318634,
0.010011866688728333,
0.05777312070131302,
0.0030625194776803255,
0.06896097958087921,
-0.035283032804727554,
0.024646276608109474,
0.037693675607442856,
-0.03652716800570488,
0.06113884225487709,
-0.0484732910990715,
0.040623653680086136,
0.001295653753913939,
-0.05367285758256912,
0.00317329540848732,
-0.034172967076301575,
0.03458528220653534,
-0.03758520632982254,
-0.06515894085168839,
0.009006866253912449,
-0.033145613968372345,
-0.07545746862888336,
-0.05814170837402344,
0.03159569203853607,
0.040769681334495544,
0.01816965825855732,
0.008194931782782078,
-0.00774102658033371,
-2.805474674277804e-33,
0.06574428081512451,
0.0030146611388772726,
0.013374962843954563,
0.05652712658047676,
0.02359515242278576,
0.038714658468961716,
0.034755367785692215,
0.1680317372083664,
-0.037031568586826324,
-0.07182515412569046,
-0.004635848570615053,
0.01858627237379551,
0.04837622866034508,
0.06096040457487106,
0.03627835214138031,
-0.037828195840120316,
0.08164612948894501,
0.009594920091331005,
-0.044863976538181305,
0.04522543400526047,
-0.08716687560081482,
0.02660697139799595,
0.01544892881065607,
-0.07520435750484467,
-0.008344358764588833,
0.048659227788448334,
-0.06325911730527878,
0.043220147490501404,
-0.10332603752613068,
0.0030462469439953566,
0.017156856134533882,
-0.025662746280431747,
-0.07200530916452408,
-0.010637166909873486,
0.01620085909962654,
0.1048804298043251,
0.020192841067910194,
-0.03053433448076248,
0.05029376223683357,
-0.002603305736556649,
0.021008295938372612,
0.010011429898440838,
-0.02554400824010372,
-0.0166472215205431,
0.1289963275194168,
0.010711560025811195,
0.009836959652602673,
0.044490665197372437,
0.10488821566104889,
0.030684811994433403,
0.031572017818689346,
-0.0058260527439415455,
-0.024327483028173447,
0.05589454248547554,
-0.07975315302610397,
-0.019023369997739792,
0.02585330605506897,
-0.041545964777469635,
-0.02071862481534481,
-0.05113951489329338,
-0.1084815189242363,
-0.0785813182592392,
-0.007148293312638998,
0.05881210044026375,
-0.054972078651189804,
0.01967104896903038,
0.07649298012256622,
-0.014470366761088371,
0.008539361879229546,
-0.016577458009123802,
0.015163576230406761,
-0.037864889949560165,
0.057305172085762024,
0.007098022848367691,
0.06860272586345673,
-0.001554747810587287,
-0.05636107921600342,
-0.06078939884901047,
-0.02354356274008751,
-0.05984370410442352,
-0.03963306546211243,
0.038873862475156784,
0.007169373799115419,
-0.13826343417167664,
0.05620482563972473,
-0.06294241547584534,
0.05201452597975731,
-0.06302759051322937,
-0.021376341581344604,
0.028286006301641464,
-0.04746557027101517,
0.02587341144680977,
0.008807000704109669,
-0.021459681913256645,
-0.004361122380942106,
-3.655941327451728e-8,
0.1058935672044754,
0.0278660599142313,
-0.0452890582382679,
0.019115658476948738,
0.06156209111213684,
0.05341324582695961,
-0.12734714150428772,
-0.07373487949371338,
0.049622803926467896,
-0.013767611235380173,
0.02618982084095478,
0.04778769612312317,
0.05146210268139839,
-0.02470480091869831,
-0.006150840315967798,
0.024692190811038017,
0.02425950951874256,
0.11739502847194672,
-0.049043674021959305,
-0.10000403225421906,
-0.01391481701284647,
0.022527333348989487,
-0.035351380705833435,
-0.0023376375902444124,
0.03775332495570183,
0.052623338997364044,
-0.00013773269893135875,
-0.06588229537010193,
0.012197059579193592,
-0.04744871333241463,
-0.03416934609413147,
0.06477653235197067,
0.007932404056191444,
0.06279824674129486,
-0.04392847418785095,
0.07935713231563568,
0.014191818423569202,
-0.024099277332425117,
0.04482204467058182,
-0.05554843321442604,
0.038855619728565216,
0.01581129990518093,
-0.10561325401067734,
-0.04220840334892273,
0.0017985629383474588,
0.07561219483613968,
-0.08078844845294952,
0.012517087161540985,
-0.06128866598010063,
-0.0323265977203846,
-0.05712331831455231,
-0.018805526196956635,
0.022359926253557205,
-0.016481338068842888,
-0.026677336543798447,
-0.02357666753232479,
-0.03591792657971382,
-0.08387642353773117,
0.05394747480750084,
-0.10248465090990067,
-0.0026558316312730312,
0.01726541295647621,
-0.010153736919164658,
-0.026077937334775925
] |
1402.1229
|
Hiroki Sayama
|
Jae Kyun Shin, Hiroki Sayama
|
Theoretical investigation on the Schelling's critical neighborhood
demand
|
15 pages, 6 figures
|
Communications in Nonlinear Science and Numerical Simulation, 19,
1417-1423, 2014
|
10.1016/j.cnsns.2013.08.038
| null |
nlin.AO physics.soc-ph q-bio.PE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We derived the critical neighborhood demand in the Schelling's segregation
model by studying the conditions for which a chain reaction of migrations of
unsatisfied agents occurs. The essence of Schelling dynamics was approximated
in two simplified models: (1) a random walk model for the initial stage of the
migrations to illustrate the power-law behavior of chain reaction lengths under
critical conditions, and (2) a two-room model for the whole process to
represent a non-spatial version of segregation dynamics in the Schelling model.
Our theoretical results showed good agreements with numerical results obtained
from agent-based simulations.
|
[
{
"created": "Thu, 6 Feb 2014 02:08:59 GMT",
"version": "v1"
}
] |
2014-02-07
|
[
[
"Shin",
"Jae Kyun",
""
],
[
"Sayama",
"Hiroki",
""
]
] |
[
0.05959705263376236,
-0.062495749443769455,
0.012965441681444645,
0.025839699432253838,
0.07623866200447083,
-0.023128613829612732,
-0.053115785121917725,
0.0034612019080668688,
-0.0029079867526888847,
0.04750516638159752,
0.028794657438993454,
0.0037492290139198303,
0.03969012573361397,
0.009357786737382412,
-0.009233163669705391,
-0.05266385152935982,
-0.02543192356824875,
-0.10286072641611099,
-0.08470240980386734,
-0.04526696354150772,
0.016068577766418457,
-0.058065760880708694,
-0.04953894019126892,
0.003390079364180565,
-0.007358240429311991,
-0.008282915689051151,
0.014960575848817825,
0.01546803954988718,
-0.04347856715321541,
-0.00621763663366437,
-0.003523819614201784,
-0.00564841041341424,
-0.08652497828006744,
-0.024001123383641243,
0.08295781165361404,
0.0526592954993248,
-0.04254955053329468,
0.04031548276543617,
0.04578402265906334,
0.003444110509008169,
0.015263025648891926,
0.018573017790913582,
-0.014400118961930275,
-0.023711176589131355,
-0.021611133590340614,
-0.04235367104411125,
-0.024532072246074677,
0.010327842086553574,
-0.07139963656663895,
-0.045195285230875015,
-0.03446866571903229,
0.006727154832333326,
-0.0051710461266338825,
0.09319636970758438,
0.004334559664130211,
0.06611824035644531,
0.07710000872612,
-0.06023860350251198,
0.03581385686993599,
-0.0651097372174263,
0.013052107766270638,
0.01619275100529194,
0.028398964554071426,
0.05420532822608948,
0.10777810215950012,
-0.022847028449177742,
0.014145342633128166,
0.06258437037467957,
0.02118644304573536,
0.08283286541700363,
0.01489111129194498,
0.004129050299525261,
-0.09724201261997223,
-0.04608654975891113,
0.06963858008384705,
-0.04109188914299011,
-0.03402746468782425,
0.012281127274036407,
-0.01279044896364212,
-0.013303732499480247,
-0.10041353106498718,
-0.037175316363573074,
-0.0653156116604805,
-0.07115761935710907,
-0.08783537894487381,
0.002047436311841011,
0.014652105048298836,
-0.0013507589465007186,
0.10396809130907059,
-0.00040851239464245737,
0.006783872842788696,
0.10193047672510147,
0.02729513682425022,
-0.022690296173095703,
0.036673568189144135,
0.013850684277713299,
-0.03501603752374649,
0.0014394030440598726,
0.0620570071041584,
0.03310960903763771,
-0.036216143518686295,
-0.04222901538014412,
0.07974390685558319,
-0.06663917750120163,
0.04896770790219307,
-0.01835515722632408,
-0.002324391156435013,
-0.012227736413478851,
-0.020815398544073105,
0.09068883955478668,
0.045308902859687805,
-0.022556064650416374,
0.07117264717817307,
0.08040303736925125,
-0.029646141454577446,
0.0007808311493135989,
0.07542193681001663,
-0.01604914292693138,
-0.0007599348318763077,
0.049119409173727036,
0.07182646542787552,
-0.08234113454818726,
-0.16091324388980865,
-0.0017883089603856206,
-0.00648256903514266,
0.07781297713518143,
0.04972374811768532,
-1.3463999336658207e-33,
-0.09299842268228531,
-0.12720583379268646,
-0.0028358285780996084,
0.03298945724964142,
0.07548030465841293,
-0.10745685547590256,
-0.020552711561322212,
0.03623786196112633,
-0.025282060727477074,
0.02987438440322876,
-0.03753435239195824,
-0.006232584360986948,
0.00805690884590149,
0.01588040217757225,
-0.02193509414792061,
-0.013774522580206394,
0.05006016045808792,
-0.036867015063762665,
0.039702657610177994,
-0.014639284461736679,
-0.03608279302716255,
0.023745959624648094,
0.0005283793434500694,
0.06539689004421234,
-0.012106143869459629,
-0.028529468923807144,
-0.057913847267627716,
-0.08515023440122604,
0.005284568294882774,
0.015687191858887672,
0.004391686990857124,
0.10873612761497498,
-0.0700433999300003,
0.08737090975046158,
-0.037579093128442764,
0.10561596602201462,
0.02556307427585125,
-0.03931364789605141,
0.022925931960344315,
0.007431752514094114,
-0.0025693848729133606,
-0.04666293412446976,
0.06100153177976608,
-0.016209373250603676,
0.012409244664013386,
-0.044295232743024826,
0.045215871185064316,
-0.019690709188580513,
-0.03456202149391174,
0.022251540794968605,
0.007568602450191975,
0.026581497862935066,
0.09700968116521835,
0.03372557833790779,
0.005837577395141125,
0.0003511268296279013,
0.025700677186250687,
-0.013773130252957344,
0.02845645509660244,
0.08648010343313217,
-0.0015507397474721074,
0.014514840207993984,
0.05094531178474426,
0.04602464288473129,
0.18823276460170746,
0.0072698877193033695,
-0.057477306574583054,
0.03107411600649357,
-0.008859941735863686,
-0.044219594448804855,
-0.0027416509110480547,
0.054499778896570206,
-0.02127688005566597,
-0.000382952275685966,
0.020390618592500687,
-0.06506696343421936,
-0.006491601001471281,
-0.030606543645262718,
0.03958988934755325,
-0.06119944155216217,
-0.012910834513604641,
-0.011781663633883,
-0.10925734043121338,
-0.03064775839447975,
-0.052740536630153656,
-0.06511390209197998,
-0.06297077983617783,
0.017651567235589027,
-0.04236430302262306,
-0.00381686189211905,
0.028682081028819084,
-0.06589288264513016,
-0.0017196175176650286,
0.058742497116327286,
0.08050330728292465,
-1.8374754638557972e-33,
-0.0584939680993557,
0.03187163546681404,
0.046610027551651,
0.05922902002930641,
-0.026481902226805687,
0.03379451856017113,
0.010565065778791904,
-0.036946848034858704,
0.03311669081449509,
0.006882736459374428,
-0.09062346816062927,
0.05611255764961243,
0.049086794257164,
0.0378713384270668,
0.038569334894418716,
-0.00843507144600153,
0.10340231657028198,
-0.05986025184392929,
0.08230763673782349,
-0.04236943647265434,
0.0583161823451519,
0.01940673030912876,
-0.024930698797106743,
-0.03407378867268562,
0.006017967592924833,
-0.016029171645641327,
-0.04082384705543518,
0.04461975768208504,
0.006453275680541992,
0.07576360553503036,
-0.01516810618340969,
-0.04517440125346184,
-0.05063401535153389,
0.054819922894239426,
-0.042332835495471954,
0.07895704358816147,
-0.04151139408349991,
0.1434207707643509,
0.020373260602355003,
-0.031678952276706696,
-0.005812081973999739,
-0.06523216515779495,
-0.01722085289657116,
0.024678951129317284,
0.05169057101011276,
0.017673004418611526,
-0.006960626691579819,
0.018059730529785156,
-0.0407099723815918,
-0.0316513329744339,
0.01897319033741951,
0.11995147913694382,
-0.04388722404837608,
-0.02976169064640999,
-0.03011135756969452,
0.0857190266251564,
-0.0459904819726944,
-0.008821065537631512,
-0.07246045023202896,
-0.11528031527996063,
0.012276521883904934,
0.04214521497488022,
-0.023031819611787796,
-0.00017105003644246608,
-0.08859588205814362,
-0.09112048894166946,
-0.051579199731349945,
-0.05716361477971077,
0.0650460347533226,
-0.11021620780229568,
0.02224588952958584,
-0.0213516503572464,
0.03491276875138283,
-0.0040945191867649555,
0.0008648402872495353,
-0.023405028507113457,
0.02919889986515045,
-0.020609473809599876,
-0.01244454737752676,
0.027010930702090263,
-0.08499899506568909,
0.06156895309686661,
0.0576016940176487,
-0.037588831037282944,
-0.006127838045358658,
-0.06573106348514557,
-0.007541878614574671,
-0.026408424600958824,
0.03235073760151863,
-0.050184085965156555,
-0.013701161369681358,
0.002491988241672516,
0.09248504042625427,
-0.07642225921154022,
-0.019762419164180756,
-4.065367065209102e-8,
0.07119914889335632,
0.04106641933321953,
0.11072636395692825,
0.0216644536703825,
0.06394524872303009,
0.0002832547761499882,
0.06662645936012268,
-0.019832121208310127,
0.024724097922444344,
0.06365219503641129,
-0.03660285845398903,
0.01297340914607048,
0.05981961265206337,
0.028537960723042488,
-0.06206497550010681,
0.04245239868760109,
0.023851295933127403,
0.02006741426885128,
-0.07299331575632095,
-0.08218655735254288,
-0.06272801756858826,
-0.04752654954791069,
0.018081188201904297,
0.08721376955509186,
-0.06061069294810295,
0.029806027188897133,
-0.04939763993024826,
-0.05236748978495598,
-0.0051744370721280575,
0.04879583790898323,
-0.05141289904713631,
-0.01589665375649929,
-0.009494729340076447,
0.03427497297525406,
0.029240868985652924,
0.06146949157118797,
-0.026553258299827576,
0.011446895077824593,
0.03437616676092148,
-0.11152081191539764,
-0.03246006742119789,
-0.016696490347385406,
0.01719975471496582,
-0.027755256742239,
0.01750011183321476,
-0.021370869129896164,
-0.08899489045143127,
0.00582998339086771,
0.0848410427570343,
0.0013138436479493976,
-0.02297258749604225,
0.00840077642351389,
-0.11960919201374054,
0.05298130586743355,
0.08222296088933945,
-0.04973350465297699,
-0.005215220618993044,
-0.00428807782009244,
0.03997398540377617,
0.019169537350535393,
-0.04900103434920311,
0.060457270592451096,
-0.11559422314167023,
-0.07891039550304413
] | null | null | null | null | null | null | null |
[
0.05959705263376236,
-0.062495749443769455,
0.012965441681444645,
0.025839699432253838,
0.07623866200447083,
-0.023128613829612732,
-0.053115785121917725,
0.0034612019080668688,
-0.0029079867526888847,
0.04750516638159752,
0.028794657438993454,
0.0037492290139198303,
0.03969012573361397,
0.009357786737382412,
-0.009233163669705391,
-0.05266385152935982,
-0.02543192356824875,
-0.10286072641611099,
-0.08470240980386734,
-0.04526696354150772,
0.016068577766418457,
-0.058065760880708694,
-0.04953894019126892,
0.003390079364180565,
-0.007358240429311991,
-0.008282915689051151,
0.014960575848817825,
0.01546803954988718,
-0.04347856715321541,
-0.00621763663366437,
-0.003523819614201784,
-0.00564841041341424,
-0.08652497828006744,
-0.024001123383641243,
0.08295781165361404,
0.0526592954993248,
-0.04254955053329468,
0.04031548276543617,
0.04578402265906334,
0.003444110509008169,
0.015263025648891926,
0.018573017790913582,
-0.014400118961930275,
-0.023711176589131355,
-0.021611133590340614,
-0.04235367104411125,
-0.024532072246074677,
0.010327842086553574,
-0.07139963656663895,
-0.045195285230875015,
-0.03446866571903229,
0.006727154832333326,
-0.0051710461266338825,
0.09319636970758438,
0.004334559664130211,
0.06611824035644531,
0.07710000872612,
-0.06023860350251198,
0.03581385686993599,
-0.0651097372174263,
0.013052107766270638,
0.01619275100529194,
0.028398964554071426,
0.05420532822608948,
0.10777810215950012,
-0.022847028449177742,
0.014145342633128166,
0.06258437037467957,
0.02118644304573536,
0.08283286541700363,
0.01489111129194498,
0.004129050299525261,
-0.09724201261997223,
-0.04608654975891113,
0.06963858008384705,
-0.04109188914299011,
-0.03402746468782425,
0.012281127274036407,
-0.01279044896364212,
-0.013303732499480247,
-0.10041353106498718,
-0.037175316363573074,
-0.0653156116604805,
-0.07115761935710907,
-0.08783537894487381,
0.002047436311841011,
0.014652105048298836,
-0.0013507589465007186,
0.10396809130907059,
-0.00040851239464245737,
0.006783872842788696,
0.10193047672510147,
0.02729513682425022,
-0.022690296173095703,
0.036673568189144135,
0.013850684277713299,
-0.03501603752374649,
0.0014394030440598726,
0.0620570071041584,
0.03310960903763771,
-0.036216143518686295,
-0.04222901538014412,
0.07974390685558319,
-0.06663917750120163,
0.04896770790219307,
-0.01835515722632408,
-0.002324391156435013,
-0.012227736413478851,
-0.020815398544073105,
0.09068883955478668,
0.045308902859687805,
-0.022556064650416374,
0.07117264717817307,
0.08040303736925125,
-0.029646141454577446,
0.0007808311493135989,
0.07542193681001663,
-0.01604914292693138,
-0.0007599348318763077,
0.049119409173727036,
0.07182646542787552,
-0.08234113454818726,
-0.16091324388980865,
-0.0017883089603856206,
-0.00648256903514266,
0.07781297713518143,
0.04972374811768532,
-1.3463999336658207e-33,
-0.09299842268228531,
-0.12720583379268646,
-0.0028358285780996084,
0.03298945724964142,
0.07548030465841293,
-0.10745685547590256,
-0.020552711561322212,
0.03623786196112633,
-0.025282060727477074,
0.02987438440322876,
-0.03753435239195824,
-0.006232584360986948,
0.00805690884590149,
0.01588040217757225,
-0.02193509414792061,
-0.013774522580206394,
0.05006016045808792,
-0.036867015063762665,
0.039702657610177994,
-0.014639284461736679,
-0.03608279302716255,
0.023745959624648094,
0.0005283793434500694,
0.06539689004421234,
-0.012106143869459629,
-0.028529468923807144,
-0.057913847267627716,
-0.08515023440122604,
0.005284568294882774,
0.015687191858887672,
0.004391686990857124,
0.10873612761497498,
-0.0700433999300003,
0.08737090975046158,
-0.037579093128442764,
0.10561596602201462,
0.02556307427585125,
-0.03931364789605141,
0.022925931960344315,
0.007431752514094114,
-0.0025693848729133606,
-0.04666293412446976,
0.06100153177976608,
-0.016209373250603676,
0.012409244664013386,
-0.044295232743024826,
0.045215871185064316,
-0.019690709188580513,
-0.03456202149391174,
0.022251540794968605,
0.007568602450191975,
0.026581497862935066,
0.09700968116521835,
0.03372557833790779,
0.005837577395141125,
0.0003511268296279013,
0.025700677186250687,
-0.013773130252957344,
0.02845645509660244,
0.08648010343313217,
-0.0015507397474721074,
0.014514840207993984,
0.05094531178474426,
0.04602464288473129,
0.18823276460170746,
0.0072698877193033695,
-0.057477306574583054,
0.03107411600649357,
-0.008859941735863686,
-0.044219594448804855,
-0.0027416509110480547,
0.054499778896570206,
-0.02127688005566597,
-0.000382952275685966,
0.020390618592500687,
-0.06506696343421936,
-0.006491601001471281,
-0.030606543645262718,
0.03958988934755325,
-0.06119944155216217,
-0.012910834513604641,
-0.011781663633883,
-0.10925734043121338,
-0.03064775839447975,
-0.052740536630153656,
-0.06511390209197998,
-0.06297077983617783,
0.017651567235589027,
-0.04236430302262306,
-0.00381686189211905,
0.028682081028819084,
-0.06589288264513016,
-0.0017196175176650286,
0.058742497116327286,
0.08050330728292465,
-1.8374754638557972e-33,
-0.0584939680993557,
0.03187163546681404,
0.046610027551651,
0.05922902002930641,
-0.026481902226805687,
0.03379451856017113,
0.010565065778791904,
-0.036946848034858704,
0.03311669081449509,
0.006882736459374428,
-0.09062346816062927,
0.05611255764961243,
0.049086794257164,
0.0378713384270668,
0.038569334894418716,
-0.00843507144600153,
0.10340231657028198,
-0.05986025184392929,
0.08230763673782349,
-0.04236943647265434,
0.0583161823451519,
0.01940673030912876,
-0.024930698797106743,
-0.03407378867268562,
0.006017967592924833,
-0.016029171645641327,
-0.04082384705543518,
0.04461975768208504,
0.006453275680541992,
0.07576360553503036,
-0.01516810618340969,
-0.04517440125346184,
-0.05063401535153389,
0.054819922894239426,
-0.042332835495471954,
0.07895704358816147,
-0.04151139408349991,
0.1434207707643509,
0.020373260602355003,
-0.031678952276706696,
-0.005812081973999739,
-0.06523216515779495,
-0.01722085289657116,
0.024678951129317284,
0.05169057101011276,
0.017673004418611526,
-0.006960626691579819,
0.018059730529785156,
-0.0407099723815918,
-0.0316513329744339,
0.01897319033741951,
0.11995147913694382,
-0.04388722404837608,
-0.02976169064640999,
-0.03011135756969452,
0.0857190266251564,
-0.0459904819726944,
-0.008821065537631512,
-0.07246045023202896,
-0.11528031527996063,
0.012276521883904934,
0.04214521497488022,
-0.023031819611787796,
-0.00017105003644246608,
-0.08859588205814362,
-0.09112048894166946,
-0.051579199731349945,
-0.05716361477971077,
0.0650460347533226,
-0.11021620780229568,
0.02224588952958584,
-0.0213516503572464,
0.03491276875138283,
-0.0040945191867649555,
0.0008648402872495353,
-0.023405028507113457,
0.02919889986515045,
-0.020609473809599876,
-0.01244454737752676,
0.027010930702090263,
-0.08499899506568909,
0.06156895309686661,
0.0576016940176487,
-0.037588831037282944,
-0.006127838045358658,
-0.06573106348514557,
-0.007541878614574671,
-0.026408424600958824,
0.03235073760151863,
-0.050184085965156555,
-0.013701161369681358,
0.002491988241672516,
0.09248504042625427,
-0.07642225921154022,
-0.019762419164180756,
-4.065367065209102e-8,
0.07119914889335632,
0.04106641933321953,
0.11072636395692825,
0.0216644536703825,
0.06394524872303009,
0.0002832547761499882,
0.06662645936012268,
-0.019832121208310127,
0.024724097922444344,
0.06365219503641129,
-0.03660285845398903,
0.01297340914607048,
0.05981961265206337,
0.028537960723042488,
-0.06206497550010681,
0.04245239868760109,
0.023851295933127403,
0.02006741426885128,
-0.07299331575632095,
-0.08218655735254288,
-0.06272801756858826,
-0.04752654954791069,
0.018081188201904297,
0.08721376955509186,
-0.06061069294810295,
0.029806027188897133,
-0.04939763993024826,
-0.05236748978495598,
-0.0051744370721280575,
0.04879583790898323,
-0.05141289904713631,
-0.01589665375649929,
-0.009494729340076447,
0.03427497297525406,
0.029240868985652924,
0.06146949157118797,
-0.026553258299827576,
0.011446895077824593,
0.03437616676092148,
-0.11152081191539764,
-0.03246006742119789,
-0.016696490347385406,
0.01719975471496582,
-0.027755256742239,
0.01750011183321476,
-0.021370869129896164,
-0.08899489045143127,
0.00582998339086771,
0.0848410427570343,
0.0013138436479493976,
-0.02297258749604225,
0.00840077642351389,
-0.11960919201374054,
0.05298130586743355,
0.08222296088933945,
-0.04973350465297699,
-0.005215220618993044,
-0.00428807782009244,
0.03997398540377617,
0.019169537350535393,
-0.04900103434920311,
0.060457270592451096,
-0.11559422314167023,
-0.07891039550304413
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.