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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1402.5365
|
Marco Bernardo
|
Marco Bernardo (University of Urbino), Rocco De Nicola (IMT Lucca),
Michele Loreti (University of Firenze)
|
Revisiting Trace and Testing Equivalences for Nondeterministic and
Probabilistic Processes
| null |
Logical Methods in Computer Science, Volume 10, Issue 1 (March 3,
2014) lmcs:1137
|
10.2168/LMCS-10(1:16)2014
| null |
cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Two of the most studied extensions of trace and testing equivalences to
nondeterministic and probabilistic processes induce distinctions that have been
questioned and lack properties that are desirable. Probabilistic
trace-distribution equivalence differentiates systems that can perform the same
set of traces with the same probabilities, and is not a congruence for parallel
composition. Probabilistic testing equivalence, which relies only on extremal
success probabilities, is backward compatible with testing equivalences for
restricted classes of processes, such as fully nondeterministic processes or
generative/reactive probabilistic processes, only if specific sets of tests are
admitted. In this paper, new versions of probabilistic trace and testing
equivalences are presented for the general class of nondeterministic and
probabilistic processes. The new trace equivalence is coarser because it
compares execution probabilities of single traces instead of entire trace
distributions, and turns out to be compositional. The new testing equivalence
requires matching all resolutions of nondeterminism on the basis of their
success probabilities, rather than comparing only extremal success
probabilities, and considers success probabilities in a trace-by-trace fashion,
rather than cumulatively on entire resolutions. It is fully backward compatible
with testing equivalences for restricted classes of processes; as a
consequence, the trace-by-trace approach uniformly captures the standard
probabilistic testing equivalences for generative and reactive probabilistic
processes. The paper discusses in full details the new equivalences and
provides a simple spectrum that relates them with existing ones in the setting
of nondeterministic and probabilistic processes.
|
[
{
"created": "Fri, 21 Feb 2014 17:31:36 GMT",
"version": "v1"
},
{
"created": "Fri, 28 Feb 2014 20:36:22 GMT",
"version": "v2"
},
{
"created": "Tue, 4 Mar 2014 09:12:37 GMT",
"version": "v3"
}
] |
2015-07-01
|
[
[
"Bernardo",
"Marco",
"",
"University of Urbino"
],
[
"De Nicola",
"Rocco",
"",
"IMT Lucca"
],
[
"Loreti",
"Michele",
"",
"University of Firenze"
]
] |
[
-0.06599342077970505,
-0.10603611171245575,
0.024531805887818336,
-0.042347755283117294,
0.03901999443769455,
-0.1300618201494217,
0.017708290368318558,
-0.023104151710867882,
0.0580245740711689,
-0.00005011856774217449,
0.03379538655281067,
-0.10593517869710922,
0.070530004799366,
-0.02515685185790062,
-0.004469919018447399,
-0.10659729689359665,
0.058403223752975464,
0.03769615292549133,
-0.00637404527515173,
0.04817873612046242,
-0.031439684331417084,
-0.02880975604057312,
-0.04916241765022278,
0.0015809282194823027,
-0.03933243080973625,
-0.08233167976140976,
-0.04078981652855873,
0.0063975355587899685,
0.034333664923906326,
0.005856154952198267,
0.07497613877058029,
0.01392588671296835,
-0.05858399346470833,
0.0012634629383683205,
0.06733672320842743,
0.03447810932993889,
0.012539713643491268,
-0.017457177862524986,
-0.005931174848228693,
-0.04210666939616203,
-0.005942543037235737,
0.003050795989111066,
-0.04435012862086296,
0.017128096893429756,
-0.0343608632683754,
-0.03638217970728874,
0.009022084064781666,
-0.07347938418388367,
-0.15509723126888275,
-0.06232354789972305,
-0.034049443900585175,
0.057511113584041595,
-0.07748053222894669,
-0.04066690057516098,
0.032730698585510254,
0.004471944645047188,
0.13336580991744995,
-0.0432143434882164,
-0.05959688127040863,
-0.037298381328582764,
-0.07751425355672836,
-0.08886289596557617,
-0.05194030702114105,
0.015853362157940865,
0.05822061374783516,
0.027226386591792107,
0.06676687300205231,
0.024595826864242554,
0.09779984503984451,
-0.005425616633147001,
-0.09421230852603912,
0.017946870997548103,
-0.08939877152442932,
0.1218172013759613,
-0.007010350469499826,
0.0002857432991731912,
0.0033029771875590086,
-0.029502974823117256,
-0.11572688072919846,
-0.0535840280354023,
-0.06289159506559372,
-0.007978896610438824,
0.06424886733293533,
0.0069360630586743355,
0.07719380408525467,
0.009174034930765629,
-0.023911407217383385,
0.00732945604249835,
0.043083153665065765,
-0.03409383073449135,
-0.06681982427835464,
0.06699498742818832,
-0.027729351073503494,
0.10484274476766586,
0.012582520954310894,
0.03255433216691017,
0.05028099566698074,
0.0452367439866066,
0.14366962015628815,
0.06248283386230469,
0.009180205874145031,
0.03650498390197754,
0.054357707500457764,
-0.05732765421271324,
0.0017822157824411988,
0.014108243398368359,
-0.025254562497138977,
-0.07178258150815964,
-0.004910376854240894,
-0.08882357180118561,
-0.009909257292747498,
-0.05490845441818237,
0.056929659098386765,
0.04120190069079399,
-0.027528034523129463,
-0.020318791270256042,
-0.029614215716719627,
-0.017435621470212936,
-0.05630598962306976,
0.00004307944982429035,
-0.0007473379955627024,
0.04232264310121536,
0.06142136827111244,
0.014396792277693748,
0.03943905979394913,
0.025800803676247597,
0.04699479416012764,
6.673389428161608e-33,
0.0003579232143238187,
-0.04992872104048729,
0.006106499116867781,
-0.045046355575323105,
0.04491728916764259,
0.050180137157440186,
0.0032463339157402515,
-0.027020888403058052,
0.03786483034491539,
0.03381185606122017,
0.02614905685186386,
0.04287797585129738,
-0.06952177733182907,
-0.04171767830848694,
0.09378083795309067,
0.04455329850316048,
-0.027778131887316704,
0.028442861512303352,
0.02194696106016636,
-0.014670477248728275,
0.06545650959014893,
-0.008341236039996147,
-0.08052149415016174,
-0.019091717898845673,
0.09374869614839554,
-0.05776216462254524,
0.01535109430551529,
0.03385881334543228,
-0.008825982920825481,
0.015175934880971909,
-0.037415605038404465,
-0.0037675935309380293,
-0.008885109797120094,
0.09647635370492935,
0.0389888659119606,
-0.04935259371995926,
-0.03455667570233345,
-0.012660232372581959,
-0.1374644637107849,
-0.08499328047037125,
0.009541924111545086,
-0.011567256413400173,
0.020427575334906578,
0.026806166395545006,
-0.029706407338380814,
-0.12874428927898407,
-0.05384267866611481,
0.014982434920966625,
0.04553742706775665,
-0.1135319173336029,
0.11146631836891174,
0.02475830540060997,
0.09025633335113525,
-0.06681094318628311,
0.015985462814569473,
-0.002030801959335804,
0.0370655320584774,
0.028880150988698006,
0.003919126465916634,
0.11254619807004929,
-0.0828799158334732,
0.05538301542401314,
-0.07231210172176361,
-0.034370843321084976,
0.002078118035569787,
0.04994048550724983,
0.003064514137804508,
-0.03802824020385742,
0.1286906599998474,
0.029258735477924347,
0.03839438408613205,
0.04671890288591385,
0.02769540250301361,
0.028529465198516846,
0.12369967252016068,
-0.02111261710524559,
-0.01376369409263134,
-0.024615677073597908,
0.011772993952035904,
-0.06699007004499435,
-0.04827015846967697,
0.05792151018977165,
-0.027680490165948868,
-0.019482742995023727,
0.018855063244700432,
-0.04191649332642555,
-0.04898737743496895,
0.010220224969089031,
-0.057791076600551605,
-0.02421211265027523,
0.02029944583773613,
0.04148774594068527,
-0.028577547520399094,
0.07215865701436996,
0.007645525969564915,
-7.711032821778997e-33,
-0.08924112468957901,
-0.00458862166851759,
-0.03119175136089325,
0.11594835668802261,
-0.013555997982621193,
-0.01656186580657959,
-0.010662809014320374,
-0.07971705496311188,
0.03894899785518646,
-0.04193936288356781,
-0.05078154429793358,
-0.02348499745130539,
0.03255081549286842,
0.049458615481853485,
-0.011415817774832249,
-0.018881894648075104,
0.026888107880949974,
0.06920675933361053,
0.01085731666535139,
-0.023807236924767494,
0.03890075907111168,
0.09399159997701645,
-0.04893030598759651,
-0.020712025463581085,
-0.012863250449299812,
0.025089140981435776,
-0.015906106680631638,
0.06568476557731628,
0.04804444685578346,
0.04372046887874603,
0.03806822746992111,
0.010115513578057289,
-0.03401770815253258,
0.03503154218196869,
0.020990606397390366,
-0.04318728297948837,
0.04450694099068642,
0.06554088741540909,
0.007035482674837112,
0.01369590312242508,
-0.009085512720048428,
0.037132810801267624,
-0.03189263120293617,
-0.07002636045217514,
0.03108840249478817,
-0.026545368134975433,
0.005845396779477596,
-0.005938611924648285,
0.06740138679742813,
-0.11212518066167831,
0.021944832056760788,
0.06140962243080139,
0.0214981772005558,
0.09294002503156662,
0.002471348736435175,
0.03151855990290642,
-0.05938499793410301,
-0.043695997446775436,
-0.0001990209857467562,
-0.007880274206399918,
-0.0032972381450235844,
-0.017397113144397736,
-0.011436531320214272,
0.07646233588457108,
0.023402880877256393,
0.026139313355088234,
0.0055701532401144505,
-0.04850712791085243,
0.014289350248873234,
0.03586127981543541,
0.03162560611963272,
0.003973941318690777,
-0.14521047472953796,
-0.0025610642042011023,
0.06854724884033203,
-0.0065882401540875435,
0.07266563177108765,
-0.006319971289485693,
-0.011142701841890812,
-0.038790181279182434,
-0.029979191720485687,
-0.050854381173849106,
-0.022756043821573257,
-0.015210544690489769,
-0.06800978630781174,
0.02675151638686657,
-0.023800496011972427,
-0.04804997891187668,
0.09582292288541794,
-0.03274121135473251,
0.08815597742795944,
0.014741459861397743,
-0.027690324932336807,
-0.019573519006371498,
-0.04009995609521866,
-5.0452790389954316e-8,
0.035833172500133514,
-0.03440387547016144,
0.001963759306818247,
0.031254030764102936,
0.07481271028518677,
0.0650489330291748,
-0.06859759241342545,
-0.0918314978480339,
0.016255127266049385,
-0.04851894825696945,
-0.014910249039530754,
0.0048787943087518215,
-0.034462299197912216,
-0.03729318454861641,
0.03836912661790848,
-0.03917500749230385,
-0.050274208188056946,
0.0018268395215272903,
-0.05991815775632858,
0.011638790369033813,
-0.014044081792235374,
0.017251187935471535,
-0.08917626738548279,
0.03717565909028053,
-0.11293045431375504,
-0.037768520414829254,
0.055794354528188705,
-0.004960650112479925,
0.03975554555654526,
0.03725014254450798,
0.0026085416320711374,
0.01773008704185486,
-0.013207840733230114,
-0.015602709725499153,
0.040744632482528687,
0.05577956140041351,
0.044139984995126724,
-0.005092991050332785,
-0.01064141746610403,
0.017505845054984093,
0.03467728942632675,
-0.019862988963723183,
-0.037895552814006805,
0.08046893775463104,
0.08963021636009216,
-0.0681067556142807,
-0.023190755397081375,
-0.06811319291591644,
-0.006488548591732979,
-0.025213096290826797,
-0.014517144300043583,
-0.019670315086841583,
-0.027643734589219093,
0.03216656297445297,
-0.052006613463163376,
0.04394511133432388,
0.018892306834459305,
-0.0852813646197319,
-0.044217050075531006,
0.0552881620824337,
0.10032247751951218,
0.016306446865200996,
0.06125294044613838,
-0.023848475888371468
] | null | null | null | null | null | null | null |
[
-0.06599342077970505,
-0.10603611171245575,
0.024531805887818336,
-0.042347755283117294,
0.03901999443769455,
-0.1300618201494217,
0.017708290368318558,
-0.023104151710867882,
0.0580245740711689,
-0.00005011856774217449,
0.03379538655281067,
-0.10593517869710922,
0.070530004799366,
-0.02515685185790062,
-0.004469919018447399,
-0.10659729689359665,
0.058403223752975464,
0.03769615292549133,
-0.00637404527515173,
0.04817873612046242,
-0.031439684331417084,
-0.02880975604057312,
-0.04916241765022278,
0.0015809282194823027,
-0.03933243080973625,
-0.08233167976140976,
-0.04078981652855873,
0.0063975355587899685,
0.034333664923906326,
0.005856154952198267,
0.07497613877058029,
0.01392588671296835,
-0.05858399346470833,
0.0012634629383683205,
0.06733672320842743,
0.03447810932993889,
0.012539713643491268,
-0.017457177862524986,
-0.005931174848228693,
-0.04210666939616203,
-0.005942543037235737,
0.003050795989111066,
-0.04435012862086296,
0.017128096893429756,
-0.0343608632683754,
-0.03638217970728874,
0.009022084064781666,
-0.07347938418388367,
-0.15509723126888275,
-0.06232354789972305,
-0.034049443900585175,
0.057511113584041595,
-0.07748053222894669,
-0.04066690057516098,
0.032730698585510254,
0.004471944645047188,
0.13336580991744995,
-0.0432143434882164,
-0.05959688127040863,
-0.037298381328582764,
-0.07751425355672836,
-0.08886289596557617,
-0.05194030702114105,
0.015853362157940865,
0.05822061374783516,
0.027226386591792107,
0.06676687300205231,
0.024595826864242554,
0.09779984503984451,
-0.005425616633147001,
-0.09421230852603912,
0.017946870997548103,
-0.08939877152442932,
0.1218172013759613,
-0.007010350469499826,
0.0002857432991731912,
0.0033029771875590086,
-0.029502974823117256,
-0.11572688072919846,
-0.0535840280354023,
-0.06289159506559372,
-0.007978896610438824,
0.06424886733293533,
0.0069360630586743355,
0.07719380408525467,
0.009174034930765629,
-0.023911407217383385,
0.00732945604249835,
0.043083153665065765,
-0.03409383073449135,
-0.06681982427835464,
0.06699498742818832,
-0.027729351073503494,
0.10484274476766586,
0.012582520954310894,
0.03255433216691017,
0.05028099566698074,
0.0452367439866066,
0.14366962015628815,
0.06248283386230469,
0.009180205874145031,
0.03650498390197754,
0.054357707500457764,
-0.05732765421271324,
0.0017822157824411988,
0.014108243398368359,
-0.025254562497138977,
-0.07178258150815964,
-0.004910376854240894,
-0.08882357180118561,
-0.009909257292747498,
-0.05490845441818237,
0.056929659098386765,
0.04120190069079399,
-0.027528034523129463,
-0.020318791270256042,
-0.029614215716719627,
-0.017435621470212936,
-0.05630598962306976,
0.00004307944982429035,
-0.0007473379955627024,
0.04232264310121536,
0.06142136827111244,
0.014396792277693748,
0.03943905979394913,
0.025800803676247597,
0.04699479416012764,
6.673389428161608e-33,
0.0003579232143238187,
-0.04992872104048729,
0.006106499116867781,
-0.045046355575323105,
0.04491728916764259,
0.050180137157440186,
0.0032463339157402515,
-0.027020888403058052,
0.03786483034491539,
0.03381185606122017,
0.02614905685186386,
0.04287797585129738,
-0.06952177733182907,
-0.04171767830848694,
0.09378083795309067,
0.04455329850316048,
-0.027778131887316704,
0.028442861512303352,
0.02194696106016636,
-0.014670477248728275,
0.06545650959014893,
-0.008341236039996147,
-0.08052149415016174,
-0.019091717898845673,
0.09374869614839554,
-0.05776216462254524,
0.01535109430551529,
0.03385881334543228,
-0.008825982920825481,
0.015175934880971909,
-0.037415605038404465,
-0.0037675935309380293,
-0.008885109797120094,
0.09647635370492935,
0.0389888659119606,
-0.04935259371995926,
-0.03455667570233345,
-0.012660232372581959,
-0.1374644637107849,
-0.08499328047037125,
0.009541924111545086,
-0.011567256413400173,
0.020427575334906578,
0.026806166395545006,
-0.029706407338380814,
-0.12874428927898407,
-0.05384267866611481,
0.014982434920966625,
0.04553742706775665,
-0.1135319173336029,
0.11146631836891174,
0.02475830540060997,
0.09025633335113525,
-0.06681094318628311,
0.015985462814569473,
-0.002030801959335804,
0.0370655320584774,
0.028880150988698006,
0.003919126465916634,
0.11254619807004929,
-0.0828799158334732,
0.05538301542401314,
-0.07231210172176361,
-0.034370843321084976,
0.002078118035569787,
0.04994048550724983,
0.003064514137804508,
-0.03802824020385742,
0.1286906599998474,
0.029258735477924347,
0.03839438408613205,
0.04671890288591385,
0.02769540250301361,
0.028529465198516846,
0.12369967252016068,
-0.02111261710524559,
-0.01376369409263134,
-0.024615677073597908,
0.011772993952035904,
-0.06699007004499435,
-0.04827015846967697,
0.05792151018977165,
-0.027680490165948868,
-0.019482742995023727,
0.018855063244700432,
-0.04191649332642555,
-0.04898737743496895,
0.010220224969089031,
-0.057791076600551605,
-0.02421211265027523,
0.02029944583773613,
0.04148774594068527,
-0.028577547520399094,
0.07215865701436996,
0.007645525969564915,
-7.711032821778997e-33,
-0.08924112468957901,
-0.00458862166851759,
-0.03119175136089325,
0.11594835668802261,
-0.013555997982621193,
-0.01656186580657959,
-0.010662809014320374,
-0.07971705496311188,
0.03894899785518646,
-0.04193936288356781,
-0.05078154429793358,
-0.02348499745130539,
0.03255081549286842,
0.049458615481853485,
-0.011415817774832249,
-0.018881894648075104,
0.026888107880949974,
0.06920675933361053,
0.01085731666535139,
-0.023807236924767494,
0.03890075907111168,
0.09399159997701645,
-0.04893030598759651,
-0.020712025463581085,
-0.012863250449299812,
0.025089140981435776,
-0.015906106680631638,
0.06568476557731628,
0.04804444685578346,
0.04372046887874603,
0.03806822746992111,
0.010115513578057289,
-0.03401770815253258,
0.03503154218196869,
0.020990606397390366,
-0.04318728297948837,
0.04450694099068642,
0.06554088741540909,
0.007035482674837112,
0.01369590312242508,
-0.009085512720048428,
0.037132810801267624,
-0.03189263120293617,
-0.07002636045217514,
0.03108840249478817,
-0.026545368134975433,
0.005845396779477596,
-0.005938611924648285,
0.06740138679742813,
-0.11212518066167831,
0.021944832056760788,
0.06140962243080139,
0.0214981772005558,
0.09294002503156662,
0.002471348736435175,
0.03151855990290642,
-0.05938499793410301,
-0.043695997446775436,
-0.0001990209857467562,
-0.007880274206399918,
-0.0032972381450235844,
-0.017397113144397736,
-0.011436531320214272,
0.07646233588457108,
0.023402880877256393,
0.026139313355088234,
0.0055701532401144505,
-0.04850712791085243,
0.014289350248873234,
0.03586127981543541,
0.03162560611963272,
0.003973941318690777,
-0.14521047472953796,
-0.0025610642042011023,
0.06854724884033203,
-0.0065882401540875435,
0.07266563177108765,
-0.006319971289485693,
-0.011142701841890812,
-0.038790181279182434,
-0.029979191720485687,
-0.050854381173849106,
-0.022756043821573257,
-0.015210544690489769,
-0.06800978630781174,
0.02675151638686657,
-0.023800496011972427,
-0.04804997891187668,
0.09582292288541794,
-0.03274121135473251,
0.08815597742795944,
0.014741459861397743,
-0.027690324932336807,
-0.019573519006371498,
-0.04009995609521866,
-5.0452790389954316e-8,
0.035833172500133514,
-0.03440387547016144,
0.001963759306818247,
0.031254030764102936,
0.07481271028518677,
0.0650489330291748,
-0.06859759241342545,
-0.0918314978480339,
0.016255127266049385,
-0.04851894825696945,
-0.014910249039530754,
0.0048787943087518215,
-0.034462299197912216,
-0.03729318454861641,
0.03836912661790848,
-0.03917500749230385,
-0.050274208188056946,
0.0018268395215272903,
-0.05991815775632858,
0.011638790369033813,
-0.014044081792235374,
0.017251187935471535,
-0.08917626738548279,
0.03717565909028053,
-0.11293045431375504,
-0.037768520414829254,
0.055794354528188705,
-0.004960650112479925,
0.03975554555654526,
0.03725014254450798,
0.0026085416320711374,
0.01773008704185486,
-0.013207840733230114,
-0.015602709725499153,
0.040744632482528687,
0.05577956140041351,
0.044139984995126724,
-0.005092991050332785,
-0.01064141746610403,
0.017505845054984093,
0.03467728942632675,
-0.019862988963723183,
-0.037895552814006805,
0.08046893775463104,
0.08963021636009216,
-0.0681067556142807,
-0.023190755397081375,
-0.06811319291591644,
-0.006488548591732979,
-0.025213096290826797,
-0.014517144300043583,
-0.019670315086841583,
-0.027643734589219093,
0.03216656297445297,
-0.052006613463163376,
0.04394511133432388,
0.018892306834459305,
-0.0852813646197319,
-0.044217050075531006,
0.0552881620824337,
0.10032247751951218,
0.016306446865200996,
0.06125294044613838,
-0.023848475888371468
] |
1402.5368
|
Lucas Lacasa
|
Lucas Lacasa
|
On the degree distribution of horizontal visibility graphs associated to
Markov processes and dynamical systems: diagrammatic and variational
approaches
| null | null |
10.1088/0951-7715/27/9/2063
| null |
nlin.CD physics.data-an
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Dynamical processes can be transformed into graphs through a family of
mappings called visibility algorithms, enabling the possibility of (i) making
empirical data analysis and signal processing and (ii) characterising classes
of dynamical systems and stochastic processes using the tools of graph theory.
Recent works show that the degree distribution of these graphs encapsulates
much information on the signals variability, and therefore constitutes a
fundamental feature for statistical learning purposes. However, exact solutions
for the degree distributions are only known in a few cases, such as for
uncorrelated random processes. Here we analytically explore these distributions
in a list of situations. We present a diagrammatic formalism which computes for
all degrees their corresponding probability as a series expansion in a coupling
constant which is the number of hidden variables. We offer a constructive
solution for general Markovian stochastic processes and deterministic maps. As
case tests we focus on Ornstein-Uhlenbeck processes, fully chaotic and
quasiperiodic maps. Whereas only for certain degree probabilities can all
diagrams be summed exactly, in the general case we show that the perturbation
theory converges. In a second part, we make use of a variational technique to
predict the complete degree distribution for special classes of Markovian
dynamics with fast-decaying correlations. In every case we compare the theory
with numerical experiments.
|
[
{
"created": "Fri, 21 Feb 2014 17:47:53 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Lacasa",
"Lucas",
""
]
] |
[
-0.04416646808385849,
-0.07329892367124557,
0.05039282143115997,
0.009105119854211807,
-0.026432542130351067,
0.008653310127556324,
0.044176939874887466,
-0.05800634250044823,
0.07824289053678513,
-0.028309710323810577,
0.03222823143005371,
-0.032680872827768326,
0.0406748503446579,
0.012011716142296791,
0.062312252819538116,
-0.01240608375519514,
0.021792558953166008,
0.004947791341692209,
-0.008360722102224827,
-0.019970925524830818,
0.019107291474938393,
0.05660449340939522,
-0.0901392474770546,
-0.02507951110601425,
0.09530384838581085,
-0.025570636615157127,
0.07480539381504059,
0.0630883127450943,
-0.01740158721804619,
0.009342348203063011,
0.061821769922971725,
-0.04943817853927612,
-0.06846849620342255,
-0.058570947498083115,
0.08591920882463455,
-0.001241867314092815,
0.003969412297010422,
0.03138914704322815,
-0.05236145853996277,
0.0747266635298729,
0.05732730031013489,
0.03909870237112045,
0.016413524746894836,
0.07928027212619781,
-0.011237329803407192,
-0.020137278363108635,
-0.044234100729227066,
-0.09194346517324448,
-0.05544063076376915,
-0.027254000306129456,
-0.0331951342523098,
0.05502352863550186,
-0.07811941206455231,
-0.00442495197057724,
0.05596219748258591,
-0.08088098466396332,
-0.0016625646967440844,
-0.06437915563583374,
-0.026243718340992928,
-0.006524540483951569,
0.005423928145319223,
-0.03659561276435852,
0.010567014105618,
-0.04069282114505768,
-0.06591428816318512,
0.08597388118505478,
0.025408374145627022,
0.06981894373893738,
0.13676559925079346,
0.07189178466796875,
-0.06247643753886223,
0.05685804411768913,
-0.105037622153759,
0.011823227629065514,
0.03716729208827019,
0.001821732148528099,
0.058491405099630356,
-0.033724259585142136,
-0.059730421751737595,
-0.15372613072395325,
-0.04934608191251755,
0.014834078960120678,
0.04597749561071396,
-0.05440666154026985,
-0.002133426023647189,
0.051658995449543,
-0.01984587498009205,
-0.011199773289263248,
0.06168535351753235,
-0.04122896492481232,
-0.12244421243667603,
-0.05220421776175499,
-0.08563908189535141,
-0.009985585696995258,
-0.00032138568349182606,
0.00905941054224968,
0.08549647778272629,
-0.03575998172163963,
0.13518960773944855,
0.11631926894187927,
-0.027195801958441734,
-0.03666600584983826,
0.05108867213129997,
-0.05445064976811409,
0.0390537790954113,
0.04184310510754585,
0.004523131530731916,
-0.011313771829009056,
0.021950140595436096,
-0.029878810048103333,
-0.017903709784150124,
-0.03294084966182709,
0.03596547991037369,
0.11752166599035263,
-0.05402909964323044,
-0.03479253500699997,
0.010178005322813988,
-0.04993617162108421,
0.018727470189332962,
0.05626353248953819,
0.03362658992409706,
0.051966264843940735,
-0.04530716687440872,
0.036671049892902374,
-0.027263544499874115,
-0.015578323975205421,
0.00566504942253232,
2.106998502413093e-33,
0.04789096117019653,
-0.044661521911621094,
0.04898170009255409,
0.030806289985775948,
0.06822466105222702,
-0.015112084336578846,
-0.022386347874999046,
-0.04861152544617653,
0.057667188346385956,
0.10879091173410416,
0.0015191924758255482,
0.08381576091051102,
-0.08090083301067352,
-0.007028648629784584,
0.02970212884247303,
-0.03319366276264191,
0.038073547184467316,
0.04014134034514427,
0.03854511305689812,
-0.11310933530330658,
0.0631486028432846,
0.015508254058659077,
-0.019517114385962486,
0.022425340488553047,
0.04079402983188629,
0.054037172347307205,
0.04256335645914078,
0.07140646874904633,
0.03947018086910248,
-0.0027278775814920664,
0.0008744321530684829,
0.010953792370855808,
-0.031665604561567307,
-0.03876102715730667,
0.010924897156655788,
-0.02346433326601982,
-0.05851958692073822,
-0.009808618575334549,
-0.012780513614416122,
-0.07075592875480652,
0.005651690531522036,
-0.048685453832149506,
-0.08233533799648285,
-0.04485761374235153,
-0.04721784591674805,
-0.04213954880833626,
0.037385400384664536,
0.016044272109866142,
0.02198847196996212,
-0.10682167112827301,
0.02382287196815014,
-0.06718023866415024,
0.028028398752212524,
-0.01255785208195448,
-0.035398680716753006,
0.03826548904180527,
0.0028474098071455956,
-0.010651722550392151,
0.018398918211460114,
0.08403463661670685,
-0.09808630496263504,
0.005304126068949699,
0.04905997961759567,
-0.02429201640188694,
0.02131759747862816,
0.021306488662958145,
-0.06345377117395401,
0.0010616860818117857,
0.07811393588781357,
-0.045124463737010956,
0.02292107604444027,
0.09312781691551208,
-0.0274635162204504,
-0.1413397341966629,
0.042560167610645294,
0.020532147958874702,
-0.03313104808330536,
-0.06263726204633713,
-0.06785371899604797,
0.04830353707075119,
-0.08352179825305939,
-0.08236346393823624,
0.0005347730475477874,
0.006204742006957531,
-0.02779407985508442,
-0.03760027140378952,
-0.022316377609968185,
-0.00284224352799356,
-0.08728557825088501,
-0.02827153541147709,
-0.04209785535931587,
0.004207940772175789,
0.006441838573664427,
0.022918056696653366,
0.0021469728089869022,
-4.725920019163492e-33,
-0.11097859591245651,
0.07155540585517883,
0.026812098920345306,
0.039955023676157,
0.007873289287090302,
-0.01786811649799347,
-0.03822482004761696,
0.055706415325403214,
-0.054455287754535675,
-0.02060176245868206,
-0.07625395059585571,
-0.07305017113685608,
0.01700597256422043,
-0.039489492774009705,
-0.0349428616464138,
-0.006854679435491562,
0.07079590857028961,
0.08417969942092896,
-0.01795458234846592,
0.015623529441654682,
-0.0378776453435421,
0.07404101639986038,
-0.07711401581764221,
-0.03138985112309456,
0.07281214743852615,
0.035351015627384186,
-0.036767590790987015,
0.10406770557165146,
-0.043530602008104324,
0.024378672242164612,
-0.0014970393385738134,
-0.035383742302656174,
-0.012861865572631359,
-0.01752045564353466,
-0.04392179101705551,
0.01488682720810175,
0.042943816632032394,
0.013711308129131794,
0.012040349654853344,
0.060098737478256226,
-0.034521959722042084,
-0.007262228522449732,
-0.009493838995695114,
-0.024163970723748207,
0.030939852818846703,
0.03458744287490845,
0.044847313314676285,
0.017303986474871635,
0.02695225551724434,
-0.022045085206627846,
0.014078398235142231,
0.03828291594982147,
-0.0699232891201973,
0.031892769038677216,
-0.07896389067173004,
0.04756968468427658,
0.005158187821507454,
-0.03577371686697006,
0.025605082511901855,
-0.006665418390184641,
-0.022782593965530396,
-0.07725658267736435,
0.011144141666591167,
0.022373273968696594,
-0.006925762630999088,
-0.00794332753866911,
-0.08380851149559021,
-0.17737910151481628,
0.05501536279916763,
0.022423572838306427,
0.0709870457649231,
-0.01784053072333336,
-0.0997323989868164,
0.0050210971385240555,
0.10626783221960068,
-0.027911534532904625,
0.06141982972621918,
-0.034781623631715775,
-0.07137094438076019,
-0.008809413760900497,
-0.07635334134101868,
-0.04544432461261749,
0.01933894120156765,
0.06558982282876968,
-0.01567411795258522,
0.022288354113698006,
0.055914778262376785,
-0.029905404895544052,
0.06979025155305862,
-0.016972742974758148,
0.04328128322958946,
0.042570650577545166,
-0.08924315869808197,
0.08316130191087723,
-0.05457499250769615,
-5.200488928380764e-8,
-0.03815647214651108,
0.014916063286364079,
0.07283448427915573,
-0.07229267060756683,
0.10400017350912094,
-0.01030342560261488,
0.08469341695308685,
0.025654667988419533,
0.02109513059258461,
-0.013647448271512985,
0.11897189170122147,
-0.028335360810160637,
-0.022308746352791786,
-0.04056394845247269,
0.02131813019514084,
0.026377147063612938,
-0.017445238307118416,
0.02469410002231598,
-0.0068139685317873955,
-0.011411572806537151,
-0.028006238862872124,
-0.02491963654756546,
-0.03754176199436188,
0.08738791197538376,
0.0045774877071380615,
-0.02256404049694538,
-0.025992749258875847,
-0.005795417353510857,
0.018705222755670547,
0.10129423439502716,
0.003662647446617484,
0.007837540470063686,
0.06214416027069092,
0.04391635209321976,
-0.023965369910001755,
0.042555809020996094,
0.07086871564388275,
-0.008081198669970036,
-0.05955640971660614,
0.052219413220882416,
-0.015762850642204285,
0.04048556461930275,
-0.014307607896625996,
0.09233567118644714,
0.01247839443385601,
-0.00460705254226923,
0.05632868781685829,
-0.04274873062968254,
0.009759366512298584,
-0.01928340084850788,
-0.04200349003076553,
-0.03858160972595215,
0.016163839027285576,
-0.05349412187933922,
-0.045737482607364655,
0.0666092187166214,
0.012901428155601025,
-0.060641754418611526,
-0.036453261971473694,
0.05732053145766258,
0.023113450035452843,
0.023662395775318146,
-0.06714857369661331,
-0.027175571769475937
] | null | null | null | null | null | null | null |
[
-0.04416646808385849,
-0.07329892367124557,
0.05039282143115997,
0.009105119854211807,
-0.026432542130351067,
0.008653310127556324,
0.044176939874887466,
-0.05800634250044823,
0.07824289053678513,
-0.028309710323810577,
0.03222823143005371,
-0.032680872827768326,
0.0406748503446579,
0.012011716142296791,
0.062312252819538116,
-0.01240608375519514,
0.021792558953166008,
0.004947791341692209,
-0.008360722102224827,
-0.019970925524830818,
0.019107291474938393,
0.05660449340939522,
-0.0901392474770546,
-0.02507951110601425,
0.09530384838581085,
-0.025570636615157127,
0.07480539381504059,
0.0630883127450943,
-0.01740158721804619,
0.009342348203063011,
0.061821769922971725,
-0.04943817853927612,
-0.06846849620342255,
-0.058570947498083115,
0.08591920882463455,
-0.001241867314092815,
0.003969412297010422,
0.03138914704322815,
-0.05236145853996277,
0.0747266635298729,
0.05732730031013489,
0.03909870237112045,
0.016413524746894836,
0.07928027212619781,
-0.011237329803407192,
-0.020137278363108635,
-0.044234100729227066,
-0.09194346517324448,
-0.05544063076376915,
-0.027254000306129456,
-0.0331951342523098,
0.05502352863550186,
-0.07811941206455231,
-0.00442495197057724,
0.05596219748258591,
-0.08088098466396332,
-0.0016625646967440844,
-0.06437915563583374,
-0.026243718340992928,
-0.006524540483951569,
0.005423928145319223,
-0.03659561276435852,
0.010567014105618,
-0.04069282114505768,
-0.06591428816318512,
0.08597388118505478,
0.025408374145627022,
0.06981894373893738,
0.13676559925079346,
0.07189178466796875,
-0.06247643753886223,
0.05685804411768913,
-0.105037622153759,
0.011823227629065514,
0.03716729208827019,
0.001821732148528099,
0.058491405099630356,
-0.033724259585142136,
-0.059730421751737595,
-0.15372613072395325,
-0.04934608191251755,
0.014834078960120678,
0.04597749561071396,
-0.05440666154026985,
-0.002133426023647189,
0.051658995449543,
-0.01984587498009205,
-0.011199773289263248,
0.06168535351753235,
-0.04122896492481232,
-0.12244421243667603,
-0.05220421776175499,
-0.08563908189535141,
-0.009985585696995258,
-0.00032138568349182606,
0.00905941054224968,
0.08549647778272629,
-0.03575998172163963,
0.13518960773944855,
0.11631926894187927,
-0.027195801958441734,
-0.03666600584983826,
0.05108867213129997,
-0.05445064976811409,
0.0390537790954113,
0.04184310510754585,
0.004523131530731916,
-0.011313771829009056,
0.021950140595436096,
-0.029878810048103333,
-0.017903709784150124,
-0.03294084966182709,
0.03596547991037369,
0.11752166599035263,
-0.05402909964323044,
-0.03479253500699997,
0.010178005322813988,
-0.04993617162108421,
0.018727470189332962,
0.05626353248953819,
0.03362658992409706,
0.051966264843940735,
-0.04530716687440872,
0.036671049892902374,
-0.027263544499874115,
-0.015578323975205421,
0.00566504942253232,
2.106998502413093e-33,
0.04789096117019653,
-0.044661521911621094,
0.04898170009255409,
0.030806289985775948,
0.06822466105222702,
-0.015112084336578846,
-0.022386347874999046,
-0.04861152544617653,
0.057667188346385956,
0.10879091173410416,
0.0015191924758255482,
0.08381576091051102,
-0.08090083301067352,
-0.007028648629784584,
0.02970212884247303,
-0.03319366276264191,
0.038073547184467316,
0.04014134034514427,
0.03854511305689812,
-0.11310933530330658,
0.0631486028432846,
0.015508254058659077,
-0.019517114385962486,
0.022425340488553047,
0.04079402983188629,
0.054037172347307205,
0.04256335645914078,
0.07140646874904633,
0.03947018086910248,
-0.0027278775814920664,
0.0008744321530684829,
0.010953792370855808,
-0.031665604561567307,
-0.03876102715730667,
0.010924897156655788,
-0.02346433326601982,
-0.05851958692073822,
-0.009808618575334549,
-0.012780513614416122,
-0.07075592875480652,
0.005651690531522036,
-0.048685453832149506,
-0.08233533799648285,
-0.04485761374235153,
-0.04721784591674805,
-0.04213954880833626,
0.037385400384664536,
0.016044272109866142,
0.02198847196996212,
-0.10682167112827301,
0.02382287196815014,
-0.06718023866415024,
0.028028398752212524,
-0.01255785208195448,
-0.035398680716753006,
0.03826548904180527,
0.0028474098071455956,
-0.010651722550392151,
0.018398918211460114,
0.08403463661670685,
-0.09808630496263504,
0.005304126068949699,
0.04905997961759567,
-0.02429201640188694,
0.02131759747862816,
0.021306488662958145,
-0.06345377117395401,
0.0010616860818117857,
0.07811393588781357,
-0.045124463737010956,
0.02292107604444027,
0.09312781691551208,
-0.0274635162204504,
-0.1413397341966629,
0.042560167610645294,
0.020532147958874702,
-0.03313104808330536,
-0.06263726204633713,
-0.06785371899604797,
0.04830353707075119,
-0.08352179825305939,
-0.08236346393823624,
0.0005347730475477874,
0.006204742006957531,
-0.02779407985508442,
-0.03760027140378952,
-0.022316377609968185,
-0.00284224352799356,
-0.08728557825088501,
-0.02827153541147709,
-0.04209785535931587,
0.004207940772175789,
0.006441838573664427,
0.022918056696653366,
0.0021469728089869022,
-4.725920019163492e-33,
-0.11097859591245651,
0.07155540585517883,
0.026812098920345306,
0.039955023676157,
0.007873289287090302,
-0.01786811649799347,
-0.03822482004761696,
0.055706415325403214,
-0.054455287754535675,
-0.02060176245868206,
-0.07625395059585571,
-0.07305017113685608,
0.01700597256422043,
-0.039489492774009705,
-0.0349428616464138,
-0.006854679435491562,
0.07079590857028961,
0.08417969942092896,
-0.01795458234846592,
0.015623529441654682,
-0.0378776453435421,
0.07404101639986038,
-0.07711401581764221,
-0.03138985112309456,
0.07281214743852615,
0.035351015627384186,
-0.036767590790987015,
0.10406770557165146,
-0.043530602008104324,
0.024378672242164612,
-0.0014970393385738134,
-0.035383742302656174,
-0.012861865572631359,
-0.01752045564353466,
-0.04392179101705551,
0.01488682720810175,
0.042943816632032394,
0.013711308129131794,
0.012040349654853344,
0.060098737478256226,
-0.034521959722042084,
-0.007262228522449732,
-0.009493838995695114,
-0.024163970723748207,
0.030939852818846703,
0.03458744287490845,
0.044847313314676285,
0.017303986474871635,
0.02695225551724434,
-0.022045085206627846,
0.014078398235142231,
0.03828291594982147,
-0.0699232891201973,
0.031892769038677216,
-0.07896389067173004,
0.04756968468427658,
0.005158187821507454,
-0.03577371686697006,
0.025605082511901855,
-0.006665418390184641,
-0.022782593965530396,
-0.07725658267736435,
0.011144141666591167,
0.022373273968696594,
-0.006925762630999088,
-0.00794332753866911,
-0.08380851149559021,
-0.17737910151481628,
0.05501536279916763,
0.022423572838306427,
0.0709870457649231,
-0.01784053072333336,
-0.0997323989868164,
0.0050210971385240555,
0.10626783221960068,
-0.027911534532904625,
0.06141982972621918,
-0.034781623631715775,
-0.07137094438076019,
-0.008809413760900497,
-0.07635334134101868,
-0.04544432461261749,
0.01933894120156765,
0.06558982282876968,
-0.01567411795258522,
0.022288354113698006,
0.055914778262376785,
-0.029905404895544052,
0.06979025155305862,
-0.016972742974758148,
0.04328128322958946,
0.042570650577545166,
-0.08924315869808197,
0.08316130191087723,
-0.05457499250769615,
-5.200488928380764e-8,
-0.03815647214651108,
0.014916063286364079,
0.07283448427915573,
-0.07229267060756683,
0.10400017350912094,
-0.01030342560261488,
0.08469341695308685,
0.025654667988419533,
0.02109513059258461,
-0.013647448271512985,
0.11897189170122147,
-0.028335360810160637,
-0.022308746352791786,
-0.04056394845247269,
0.02131813019514084,
0.026377147063612938,
-0.017445238307118416,
0.02469410002231598,
-0.0068139685317873955,
-0.011411572806537151,
-0.028006238862872124,
-0.02491963654756546,
-0.03754176199436188,
0.08738791197538376,
0.0045774877071380615,
-0.02256404049694538,
-0.025992749258875847,
-0.005795417353510857,
0.018705222755670547,
0.10129423439502716,
0.003662647446617484,
0.007837540470063686,
0.06214416027069092,
0.04391635209321976,
-0.023965369910001755,
0.042555809020996094,
0.07086871564388275,
-0.008081198669970036,
-0.05955640971660614,
0.052219413220882416,
-0.015762850642204285,
0.04048556461930275,
-0.014307607896625996,
0.09233567118644714,
0.01247839443385601,
-0.00460705254226923,
0.05632868781685829,
-0.04274873062968254,
0.009759366512298584,
-0.01928340084850788,
-0.04200349003076553,
-0.03858160972595215,
0.016163839027285576,
-0.05349412187933922,
-0.045737482607364655,
0.0666092187166214,
0.012901428155601025,
-0.060641754418611526,
-0.036453261971473694,
0.05732053145766258,
0.023113450035452843,
0.023662395775318146,
-0.06714857369661331,
-0.027175571769475937
] |
1402.5370
|
Aakash Ajit Sahai
|
Aakash A. Sahai, F. S. Tsung, A. R. Tableman, W. B. Mori, T. C.
Katsouleas
|
Relativistically Induced Transparency Acceleration (RITA) of Protons and
Light-ions with Ultrashort Laser Interaction with Heavy-ion Plasma Density
Gradient
| null |
Physical Review E 88, 043105 Published 28 October 2013
|
10.1103/PhysRevE.88.043105
| null |
physics.plasm-ph physics.acc-ph physics.comp-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The relativistically induced transparency acceleration (RITA) scheme of
proton and ion acceleration using laser-plasma interactions is introduced,
modeled, and compared to the existing schemes. Protons are accelerated with
femtosecond relativistic pulses to produce quasimonoenergetic bunches with
controllable peak energy. The RITA scheme works by a relativistic laser
inducing transparency to densities higher than the cold-electron critical
density, while the background heavy ions are stationary. The rising laser pulse
creates a traveling acceleration structure at the relativistic critical density
by ponderomotively driving a local electron density inflation, creating an
electron snowplow and a co-propagating electrostatic potential. The snowplow
advances with a velocity determined by the rate of the rise of the laser's
intensity envelope and the heavy-ion-plasma density gradient scale length. The
rising laser is incrementally rendered transparent to higher densities such
that the relativistic-electron plasma frequency is resonant with the laser
frequency. In the snowplow frame, trace density protons reflect off the
electrostatic potential and get snowplowed, while the heavier background ions
are relatively unperturbed. Quasimonoenergetic bunches of velocity equal to
twice the snowplow velocity can be obtained and tuned by controlling the
snowplow velocity using laser-plasma parameters. An analytical model for the
proton energy as a function of laser intensity, rise time, and plasma density
gradient is developed and compared to 1D and 2D PIC OSIRIS simulations. We
model the acceleration of protons to GeV energies with tens-of-femtoseconds
laser pulses of a few petawatts. The scaling of proton energy with laser power
compares favorably to other mechanisms for ultrashort pulses.
|
[
{
"created": "Fri, 21 Feb 2014 17:53:19 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Sahai",
"Aakash A.",
""
],
[
"Tsung",
"F. S.",
""
],
[
"Tableman",
"A. R.",
""
],
[
"Mori",
"W. B.",
""
],
[
"Katsouleas",
"T. C.",
""
]
] |
[
-0.06535251438617706,
-0.03576551005244255,
-0.014597919769585133,
0.05652865394949913,
-0.06436054408550262,
-0.011782944202423096,
0.005018383730202913,
-0.006335640791803598,
-0.0028254177886992693,
-0.06105436384677887,
0.03639824315905571,
-0.05654124543070793,
0.005452027078717947,
-0.0777207538485527,
0.051628001034259796,
-0.08496274799108505,
0.053434547036886215,
0.0609927624464035,
0.012415354140102863,
-0.03869162127375603,
0.03692708536982536,
-0.1118912324309349,
0.08480659872293472,
-0.043264131993055344,
0.01066288910806179,
0.06489498168230057,
0.01532390620559454,
-0.02941673994064331,
-0.04840030148625374,
0.01723666861653328,
0.06945156306028366,
-0.08108857274055481,
-0.09946534782648087,
0.018162986263632774,
-0.008771364577114582,
0.03743746504187584,
0.01957198791205883,
0.020554982125759125,
-0.04796300083398819,
0.06532642245292664,
0.06136418506503105,
-0.026591707020998,
-0.0030514283571392298,
0.003540217876434326,
0.03297607600688934,
-0.028493711724877357,
0.05526448041200638,
-0.08490419387817383,
-0.03777177259325981,
0.0031855229754000902,
0.0054890550673007965,
-0.020696181803941727,
0.03528095409274101,
-0.01746208406984806,
-0.012918626889586449,
0.07203704863786697,
0.04168396815657616,
0.010973228141665459,
-0.030915971845388412,
-0.05228256434202194,
-0.08168873190879822,
-0.01146483514457941,
0.016206201165914536,
0.05632584169507027,
0.0027783233672380447,
-0.018778914585709572,
-0.004009580239653587,
-0.009646867401897907,
0.007102666422724724,
0.0333060584962368,
-0.010159729979932308,
0.0424589067697525,
-0.029141711071133614,
-0.0781744047999382,
-0.0572819821536541,
-0.06887568533420563,
0.005028551910072565,
0.012428052723407745,
-0.0045873322524130344,
-0.009868757799267769,
0.09028425067663193,
0.010894778184592724,
-0.07233142852783203,
0.005177782848477364,
-0.06592071801424026,
-0.0076696728356182575,
0.05051165074110031,
-0.04412352666258812,
-0.050469931215047836,
0.021146252751350403,
0.06631656736135483,
-0.03120928257703781,
-0.06363125890493393,
-0.0027530831284821033,
-0.018986117094755173,
0.014607282355427742,
0.07227330654859543,
-0.061740849167108536,
0.040989164263010025,
0.017321638762950897,
0.0710202157497406,
0.0029040270019322634,
0.011557390913367271,
0.09446173906326294,
-0.06048540771007538,
0.05776399374008179,
-0.05684207007288933,
0.1232295036315918,
-0.13337260484695435,
0.15097127854824066,
0.08160139620304108,
-0.1047711968421936,
-0.014439854770898819,
-0.061501383781433105,
0.0682600662112236,
0.10500841587781906,
-0.020446086302399635,
-0.026997266337275505,
0.013887390494346619,
-0.03040800429880619,
-0.03054223582148552,
0.021923961117863655,
0.024797119200229645,
0.04063573479652405,
0.06433694064617157,
0.03261670842766762,
-0.006212314125150442,
5.071953229950926e-33,
0.032333385199308395,
0.08721577376127243,
-0.030762795358896255,
-0.054852332919836044,
-0.04574180394411087,
0.01847938261926174,
0.06554383784532547,
0.08960141986608505,
-0.11147893220186234,
-0.037390727549791336,
-0.03472260385751724,
0.02202611416578293,
0.02057490311563015,
0.023370573297142982,
-0.050023067742586136,
-0.06822682917118073,
-0.006181033793836832,
0.0966578871011734,
-0.029979247599840164,
0.05520465224981308,
0.03070235811173916,
-0.009456956759095192,
0.02304207719862461,
-0.007562495768070221,
-0.030900761485099792,
0.07573329657316208,
0.002628571819514036,
0.011341249570250511,
0.0028549907729029655,
0.005139503628015518,
0.06549035757780075,
0.053675536066293716,
0.011466213501989841,
-0.0071885474026203156,
-0.016265155747532845,
0.05732555314898491,
-0.07213091105222702,
-0.009648949839174747,
0.0648081973195076,
0.002718515694141388,
-0.038799162954092026,
-0.020106671378016472,
-0.025021854788064957,
-0.04650507867336273,
0.002552394289523363,
-0.019749673083424568,
0.07153812050819397,
-0.02014041692018509,
-0.03827846050262451,
0.047526076436042786,
0.03757371008396149,
0.018199728801846504,
-0.008890165016055107,
-0.00756855309009552,
0.043045446276664734,
-0.010065175592899323,
0.050935886800289154,
0.049247823655605316,
-0.002163094701245427,
0.016220442950725555,
0.05130086839199066,
0.04179450497031212,
0.04835386201739311,
0.03256073221564293,
-0.1017020046710968,
0.05220171436667442,
-0.03495979309082031,
0.06937923282384872,
0.03492895886301994,
0.04782548174262047,
-0.00013288043555803597,
0.0787096843123436,
0.04832671955227852,
-0.06496816873550415,
0.06262580305337906,
0.06225130334496498,
-0.02283521741628647,
0.03822018578648567,
0.04517848789691925,
-0.04091715067625046,
-0.046401556581258774,
-0.06513664126396179,
0.015115293674170971,
-0.017563235014677048,
-0.0374729223549366,
-0.030981263145804405,
-0.06810656189918518,
0.08605910837650299,
-0.043834488838911057,
-0.06321863830089569,
0.050477977842092514,
-0.0013655144721269608,
0.028168650344014168,
-0.06893609464168549,
-0.08187365531921387,
-4.719571247643098e-33,
0.12796874344348907,
0.05099654942750931,
-0.022329626604914665,
0.02879246324300766,
0.01193353533744812,
0.06625258177518845,
-0.005851501598954201,
0.02622724510729313,
-0.04462745413184166,
-0.002986963838338852,
0.015044822357594967,
-0.00042250973638147116,
-0.018457069993019104,
-0.08932797610759735,
0.030958175659179688,
-0.06942775100469589,
-0.0020415191538631916,
0.10538610070943832,
-0.005468266550451517,
-0.05672929808497429,
0.045826155692338943,
-0.06459429860115051,
-0.014397765509784222,
0.006025847513228655,
0.06536771357059479,
-0.006702864542603493,
0.05836129188537598,
-0.047069523483514786,
0.05152041092514992,
-0.013575523160398006,
0.007171159144490957,
-0.024725673720240593,
-0.03274804353713989,
-0.04443372040987015,
-0.0029777009040117264,
0.06203242763876915,
-0.043537069112062454,
-0.029722539708018303,
-0.039777450263500214,
-0.06983918696641922,
0.005551149137318134,
0.09453564882278442,
0.022950390353798866,
0.016783272847533226,
0.029740339145064354,
0.05106605589389801,
-0.08829236030578613,
0.041141610592603683,
0.07883825898170471,
-0.03241824358701706,
-0.09446641057729721,
-0.07148472219705582,
0.006446831859648228,
0.09729577600955963,
-0.0871683806180954,
0.056783657521009445,
0.021111348643898964,
0.016672635450959206,
-0.033297762274742126,
-0.041791073977947235,
-0.030982110649347305,
-0.023174814879894257,
0.08855260163545609,
-0.07052495330572128,
-0.016667939722537994,
-0.10393118858337402,
-0.00494786212220788,
0.022287186235189438,
-0.03652198240160942,
-0.05505548417568207,
0.0274408720433712,
-0.02872590906918049,
0.05823894217610359,
-0.004883393179625273,
-0.01082287821918726,
0.013335763476788998,
0.11357401311397552,
-0.02084295079112053,
0.010415167547762394,
0.02011977881193161,
0.06005328521132469,
0.030621549114584923,
-0.015393239445984364,
-0.021922245621681213,
0.06316478550434113,
-0.06104137748479843,
-0.0737999826669693,
0.01908961869776249,
-0.06391241401433945,
0.031690433621406555,
0.007342958357185125,
-0.03644568845629692,
0.08477001637220383,
-0.049881938844919205,
0.05761958286166191,
-4.7512674683503064e-8,
0.0394110344350338,
0.022990049794316292,
-0.013544443994760513,
0.05286088585853577,
0.061896663159132004,
0.034151215106248856,
-0.02423306740820408,
-0.05513356998562813,
0.007807993795722723,
-0.13667863607406616,
0.0575844906270504,
-0.01517021656036377,
0.06068205460906029,
0.014257917180657387,
-0.001038554240949452,
0.086822010576725,
-0.03130769729614258,
-0.06153841316699982,
-0.015498394146561623,
0.07676611840724945,
-0.0822928324341774,
-0.041481804102659225,
-0.05133028328418732,
-0.04994753375649452,
-0.02867901884019375,
0.09821689873933792,
0.003911418840289116,
0.008317381143569946,
0.004736331757158041,
-0.02770085819065571,
-0.16241222620010376,
-0.04983798786997795,
0.02978168986737728,
0.03371883183717728,
-0.013253075070679188,
0.006077514961361885,
-0.02514132671058178,
0.02269718237221241,
-0.05386175215244293,
-0.016170334070920944,
0.011112870648503304,
-0.07051882147789001,
0.04332520440220833,
0.010734345763921738,
-0.002037239260971546,
0.05557961389422417,
-0.10241250693798065,
-0.05152787268161774,
-0.101545050740242,
0.06461072713136673,
-0.03615209087729454,
-0.01570846326649189,
0.003028319450095296,
-0.05363257974386215,
0.006098760291934013,
0.058693695813417435,
-0.059555426239967346,
-0.022894229739904404,
0.007754037156701088,
0.04013151675462723,
0.12076225131750107,
-0.04528679698705673,
0.05292976647615433,
0.06874559819698334
] | null | null | null | null | null | null | null |
[
-0.06535251438617706,
-0.03576551005244255,
-0.014597919769585133,
0.05652865394949913,
-0.06436054408550262,
-0.011782944202423096,
0.005018383730202913,
-0.006335640791803598,
-0.0028254177886992693,
-0.06105436384677887,
0.03639824315905571,
-0.05654124543070793,
0.005452027078717947,
-0.0777207538485527,
0.051628001034259796,
-0.08496274799108505,
0.053434547036886215,
0.0609927624464035,
0.012415354140102863,
-0.03869162127375603,
0.03692708536982536,
-0.1118912324309349,
0.08480659872293472,
-0.043264131993055344,
0.01066288910806179,
0.06489498168230057,
0.01532390620559454,
-0.02941673994064331,
-0.04840030148625374,
0.01723666861653328,
0.06945156306028366,
-0.08108857274055481,
-0.09946534782648087,
0.018162986263632774,
-0.008771364577114582,
0.03743746504187584,
0.01957198791205883,
0.020554982125759125,
-0.04796300083398819,
0.06532642245292664,
0.06136418506503105,
-0.026591707020998,
-0.0030514283571392298,
0.003540217876434326,
0.03297607600688934,
-0.028493711724877357,
0.05526448041200638,
-0.08490419387817383,
-0.03777177259325981,
0.0031855229754000902,
0.0054890550673007965,
-0.020696181803941727,
0.03528095409274101,
-0.01746208406984806,
-0.012918626889586449,
0.07203704863786697,
0.04168396815657616,
0.010973228141665459,
-0.030915971845388412,
-0.05228256434202194,
-0.08168873190879822,
-0.01146483514457941,
0.016206201165914536,
0.05632584169507027,
0.0027783233672380447,
-0.018778914585709572,
-0.004009580239653587,
-0.009646867401897907,
0.007102666422724724,
0.0333060584962368,
-0.010159729979932308,
0.0424589067697525,
-0.029141711071133614,
-0.0781744047999382,
-0.0572819821536541,
-0.06887568533420563,
0.005028551910072565,
0.012428052723407745,
-0.0045873322524130344,
-0.009868757799267769,
0.09028425067663193,
0.010894778184592724,
-0.07233142852783203,
0.005177782848477364,
-0.06592071801424026,
-0.0076696728356182575,
0.05051165074110031,
-0.04412352666258812,
-0.050469931215047836,
0.021146252751350403,
0.06631656736135483,
-0.03120928257703781,
-0.06363125890493393,
-0.0027530831284821033,
-0.018986117094755173,
0.014607282355427742,
0.07227330654859543,
-0.061740849167108536,
0.040989164263010025,
0.017321638762950897,
0.0710202157497406,
0.0029040270019322634,
0.011557390913367271,
0.09446173906326294,
-0.06048540771007538,
0.05776399374008179,
-0.05684207007288933,
0.1232295036315918,
-0.13337260484695435,
0.15097127854824066,
0.08160139620304108,
-0.1047711968421936,
-0.014439854770898819,
-0.061501383781433105,
0.0682600662112236,
0.10500841587781906,
-0.020446086302399635,
-0.026997266337275505,
0.013887390494346619,
-0.03040800429880619,
-0.03054223582148552,
0.021923961117863655,
0.024797119200229645,
0.04063573479652405,
0.06433694064617157,
0.03261670842766762,
-0.006212314125150442,
5.071953229950926e-33,
0.032333385199308395,
0.08721577376127243,
-0.030762795358896255,
-0.054852332919836044,
-0.04574180394411087,
0.01847938261926174,
0.06554383784532547,
0.08960141986608505,
-0.11147893220186234,
-0.037390727549791336,
-0.03472260385751724,
0.02202611416578293,
0.02057490311563015,
0.023370573297142982,
-0.050023067742586136,
-0.06822682917118073,
-0.006181033793836832,
0.0966578871011734,
-0.029979247599840164,
0.05520465224981308,
0.03070235811173916,
-0.009456956759095192,
0.02304207719862461,
-0.007562495768070221,
-0.030900761485099792,
0.07573329657316208,
0.002628571819514036,
0.011341249570250511,
0.0028549907729029655,
0.005139503628015518,
0.06549035757780075,
0.053675536066293716,
0.011466213501989841,
-0.0071885474026203156,
-0.016265155747532845,
0.05732555314898491,
-0.07213091105222702,
-0.009648949839174747,
0.0648081973195076,
0.002718515694141388,
-0.038799162954092026,
-0.020106671378016472,
-0.025021854788064957,
-0.04650507867336273,
0.002552394289523363,
-0.019749673083424568,
0.07153812050819397,
-0.02014041692018509,
-0.03827846050262451,
0.047526076436042786,
0.03757371008396149,
0.018199728801846504,
-0.008890165016055107,
-0.00756855309009552,
0.043045446276664734,
-0.010065175592899323,
0.050935886800289154,
0.049247823655605316,
-0.002163094701245427,
0.016220442950725555,
0.05130086839199066,
0.04179450497031212,
0.04835386201739311,
0.03256073221564293,
-0.1017020046710968,
0.05220171436667442,
-0.03495979309082031,
0.06937923282384872,
0.03492895886301994,
0.04782548174262047,
-0.00013288043555803597,
0.0787096843123436,
0.04832671955227852,
-0.06496816873550415,
0.06262580305337906,
0.06225130334496498,
-0.02283521741628647,
0.03822018578648567,
0.04517848789691925,
-0.04091715067625046,
-0.046401556581258774,
-0.06513664126396179,
0.015115293674170971,
-0.017563235014677048,
-0.0374729223549366,
-0.030981263145804405,
-0.06810656189918518,
0.08605910837650299,
-0.043834488838911057,
-0.06321863830089569,
0.050477977842092514,
-0.0013655144721269608,
0.028168650344014168,
-0.06893609464168549,
-0.08187365531921387,
-4.719571247643098e-33,
0.12796874344348907,
0.05099654942750931,
-0.022329626604914665,
0.02879246324300766,
0.01193353533744812,
0.06625258177518845,
-0.005851501598954201,
0.02622724510729313,
-0.04462745413184166,
-0.002986963838338852,
0.015044822357594967,
-0.00042250973638147116,
-0.018457069993019104,
-0.08932797610759735,
0.030958175659179688,
-0.06942775100469589,
-0.0020415191538631916,
0.10538610070943832,
-0.005468266550451517,
-0.05672929808497429,
0.045826155692338943,
-0.06459429860115051,
-0.014397765509784222,
0.006025847513228655,
0.06536771357059479,
-0.006702864542603493,
0.05836129188537598,
-0.047069523483514786,
0.05152041092514992,
-0.013575523160398006,
0.007171159144490957,
-0.024725673720240593,
-0.03274804353713989,
-0.04443372040987015,
-0.0029777009040117264,
0.06203242763876915,
-0.043537069112062454,
-0.029722539708018303,
-0.039777450263500214,
-0.06983918696641922,
0.005551149137318134,
0.09453564882278442,
0.022950390353798866,
0.016783272847533226,
0.029740339145064354,
0.05106605589389801,
-0.08829236030578613,
0.041141610592603683,
0.07883825898170471,
-0.03241824358701706,
-0.09446641057729721,
-0.07148472219705582,
0.006446831859648228,
0.09729577600955963,
-0.0871683806180954,
0.056783657521009445,
0.021111348643898964,
0.016672635450959206,
-0.033297762274742126,
-0.041791073977947235,
-0.030982110649347305,
-0.023174814879894257,
0.08855260163545609,
-0.07052495330572128,
-0.016667939722537994,
-0.10393118858337402,
-0.00494786212220788,
0.022287186235189438,
-0.03652198240160942,
-0.05505548417568207,
0.0274408720433712,
-0.02872590906918049,
0.05823894217610359,
-0.004883393179625273,
-0.01082287821918726,
0.013335763476788998,
0.11357401311397552,
-0.02084295079112053,
0.010415167547762394,
0.02011977881193161,
0.06005328521132469,
0.030621549114584923,
-0.015393239445984364,
-0.021922245621681213,
0.06316478550434113,
-0.06104137748479843,
-0.0737999826669693,
0.01908961869776249,
-0.06391241401433945,
0.031690433621406555,
0.007342958357185125,
-0.03644568845629692,
0.08477001637220383,
-0.049881938844919205,
0.05761958286166191,
-4.7512674683503064e-8,
0.0394110344350338,
0.022990049794316292,
-0.013544443994760513,
0.05286088585853577,
0.061896663159132004,
0.034151215106248856,
-0.02423306740820408,
-0.05513356998562813,
0.007807993795722723,
-0.13667863607406616,
0.0575844906270504,
-0.01517021656036377,
0.06068205460906029,
0.014257917180657387,
-0.001038554240949452,
0.086822010576725,
-0.03130769729614258,
-0.06153841316699982,
-0.015498394146561623,
0.07676611840724945,
-0.0822928324341774,
-0.041481804102659225,
-0.05133028328418732,
-0.04994753375649452,
-0.02867901884019375,
0.09821689873933792,
0.003911418840289116,
0.008317381143569946,
0.004736331757158041,
-0.02770085819065571,
-0.16241222620010376,
-0.04983798786997795,
0.02978168986737728,
0.03371883183717728,
-0.013253075070679188,
0.006077514961361885,
-0.02514132671058178,
0.02269718237221241,
-0.05386175215244293,
-0.016170334070920944,
0.011112870648503304,
-0.07051882147789001,
0.04332520440220833,
0.010734345763921738,
-0.002037239260971546,
0.05557961389422417,
-0.10241250693798065,
-0.05152787268161774,
-0.101545050740242,
0.06461072713136673,
-0.03615209087729454,
-0.01570846326649189,
0.003028319450095296,
-0.05363257974386215,
0.006098760291934013,
0.058693695813417435,
-0.059555426239967346,
-0.022894229739904404,
0.007754037156701088,
0.04013151675462723,
0.12076225131750107,
-0.04528679698705673,
0.05292976647615433,
0.06874559819698334
] |
1402.5371
|
Massimo Cafaro
|
Massimo Cafaro, Roberto Civino and Barbara Masucci
|
On the Equivalence of Two Security Notions for Hierarchical Key
Assignment Schemes in the Unconditional Setting
| null |
IEEE Transactions on Dependable and Secure Computing, Volume 12,
Issue 4 (2015), pp. 485 - 490
|
10.1109/TDSC.2014.2355841
| null |
cs.CR cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The access control problem in a hierarchy can be solved by using a
hierarchical key assignment scheme, where each class is assigned an encryption
key and some private information. A formal security analysis for hierarchical
key assignment schemes has been traditionally considered in two different
settings, i.e., the unconditionally secure and the computationally secure
setting, and with respect to two different notions: security against key
recovery (KR-security) and security with respect to key indistinguishability
(KI-security), with the latter notion being cryptographically stronger.
Recently, Freire, Paterson and Poettering proposed strong key
indistinguishability (SKI-security) as a new security notion in the
computationally secure setting, arguing that SKI-security is strictly stronger
than KI-security in such a setting. In this paper we consider the
unconditionally secure setting for hierarchical key assignment schemes. In such
a setting the security of the schemes is not based on specific unproven
computational assumptions, i.e., it relies on the theoretical impossibility of
breaking them, despite the computational power of an adversary coalition. We
prove that, in this setting, SKI-security is not stronger than KI-security,
i.e., the two notions are fully equivalent from an information-theoretic point
of view.
|
[
{
"created": "Fri, 21 Feb 2014 17:53:58 GMT",
"version": "v1"
},
{
"created": "Thu, 15 May 2014 13:33:11 GMT",
"version": "v2"
}
] |
2015-08-25
|
[
[
"Cafaro",
"Massimo",
""
],
[
"Civino",
"Roberto",
""
],
[
"Masucci",
"Barbara",
""
]
] |
[
-0.12009225785732269,
0.027787882834672928,
-0.029976779595017433,
-0.038584694266319275,
0.047223929315805435,
0.003094533458352089,
0.0830625593662262,
-0.06342874467372894,
0.05549503117799759,
0.013192204758524895,
-0.021767759695649147,
0.020470647141337395,
0.11416833102703094,
-0.005780744832009077,
0.022071555256843567,
0.002040904015302658,
-0.012869828380644321,
0.07842510938644409,
-0.08207225054502487,
0.06374803930521011,
-0.03358032554388046,
-0.11912694573402405,
-0.006641990505158901,
0.03767109289765358,
-0.03166409954428673,
0.043990977108478546,
-0.0037115367595106363,
-0.016470612958073616,
-0.019854102283716202,
-0.03783320635557175,
-0.030572282150387764,
-0.03950897604227066,
0.006159254815429449,
0.10274022072553635,
-0.016254035755991936,
0.03465164452791214,
-0.004725474398583174,
-0.020129987969994545,
-0.05958575755357742,
0.04940814897418022,
-0.08983533084392548,
0.04492634907364845,
-0.0650433599948883,
0.0008185816695913672,
-0.06147899478673935,
0.0442497693002224,
0.06856482475996017,
0.018604697659611702,
-0.09154151380062103,
-0.00482640927657485,
0.0075289783999323845,
0.017987333238124847,
-0.025738125666975975,
0.013801869004964828,
-0.017953796312212944,
-0.018978288397192955,
-0.023122886195778847,
-0.019357822835445404,
0.05804572254419327,
0.016480153426527977,
-0.00039982894668355584,
0.0540299154818058,
-0.010533375665545464,
0.02619667910039425,
0.02683657966554165,
-0.006305939517915249,
0.07238519936800003,
0.009917233139276505,
-0.034117892384529114,
0.09336794912815094,
0.015423876233398914,
-0.03450324758887291,
-0.04428783804178238,
0.04352870583534241,
0.01719238981604576,
0.013394108042120934,
-0.017639562487602234,
-0.0014257958391681314,
-0.048227954655885696,
0.005933878943324089,
-0.046351611614227295,
-0.023279761895537376,
-0.002328135771676898,
-0.018564170226454735,
0.038980744779109955,
-0.010144101455807686,
0.0034799978602677584,
-0.08085150271654129,
0.11332901567220688,
0.02940596453845501,
-0.06004513055086136,
-0.01998436264693737,
0.09971090406179428,
0.036062091588974,
0.1344168782234192,
-0.02458087168633938,
0.03437044098973274,
-0.020449306815862656,
-0.013647560961544514,
0.029049832373857498,
-0.07327661663293839,
-0.003801972372457385,
0.015954909846186638,
-0.06920916587114334,
0.0868283063173294,
0.0344868041574955,
0.005275326780974865,
-0.07202928513288498,
-0.04171976447105408,
0.020285973325371742,
0.03481609374284744,
0.03631911426782608,
-0.0005764292436651886,
0.03478534147143364,
-0.02800050750374794,
0.032921161502599716,
-0.04605644941329956,
0.045934759080410004,
-0.029779085889458656,
0.025237036868929863,
0.07573668658733368,
-0.029994936659932137,
0.13810418546199799,
0.04055040329694748,
-0.05428089201450348,
0.0305300485342741,
-0.01972523145377636,
-7.996973590449819e-35,
-0.020662946626544,
0.006177831441164017,
-0.046782538294792175,
-0.031206795945763588,
0.051337677985429764,
-0.03876039758324623,
0.012297308072447777,
0.025812676176428795,
-0.07890620827674866,
0.017385141924023628,
0.03334668278694153,
0.077482208609581,
0.09397807717323303,
-0.036138977855443954,
0.15051789581775665,
0.09895426034927368,
0.07333419471979141,
0.011377166956663132,
0.012246789410710335,
-0.057752422988414764,
0.09079334139823914,
0.050176363438367844,
0.02403411827981472,
-0.04620456323027611,
0.019251516088843346,
-0.032444894313812256,
-0.044286079704761505,
-0.03127094358205795,
0.037698134779930115,
0.0265966709703207,
-0.0762072503566742,
0.03377244994044304,
0.034913454204797745,
0.00840542558580637,
0.004623931832611561,
0.011447967030107975,
-0.00701611815020442,
-0.06736064702272415,
0.02239932492375374,
-0.05460000038146973,
0.013291197828948498,
-0.0430389866232872,
0.032185494899749756,
-0.05284826457500458,
0.02511267177760601,
-0.04575632885098457,
-0.0401124469935894,
0.12167885154485703,
-0.034121595323085785,
-0.004684099927544594,
-0.00946552213281393,
0.025682924315333366,
-0.04960912466049194,
-0.0551871620118618,
-0.03747204318642616,
-0.07713402062654495,
-0.029594391584396362,
0.059753887355327606,
-0.015603778883814812,
0.11642462760210037,
-0.045514725148677826,
-0.028730368241667747,
0.005310684442520142,
0.015314524061977863,
-0.08719824254512787,
-0.06417984515428543,
-0.05148920789361,
0.0003892508684657514,
0.08743961900472641,
-0.04943683370947838,
-0.021219024434685707,
0.023816805332899094,
-0.04226311668753624,
0.04658566415309906,
-0.023730948567390442,
-0.019353706389665604,
0.04962417110800743,
0.04721185937523842,
0.042324040085077286,
-0.03258362039923668,
-0.057447124272584915,
0.05995052680373192,
0.041609667241573334,
0.008922619745135307,
-0.11711926013231277,
0.006413662806153297,
-0.047686003148555756,
0.0078123947605490685,
-0.05115066468715668,
-0.006732082460075617,
-0.04399887099862099,
-0.038436878472566605,
0.07752633839845657,
-0.07945594936609268,
0.05081401392817497,
-3.434546169921113e-33,
0.0027124129701405764,
-0.06437823921442032,
-0.015665212646126747,
0.06832357496023178,
0.006230346858501434,
0.0007418043678626418,
0.011662394739687443,
-0.058335259556770325,
-0.05474845692515373,
0.017606623470783234,
-0.11489930003881454,
0.007598503027111292,
0.10748209804296494,
-0.05805598199367523,
0.05283728986978531,
-0.04322320967912674,
-0.07644283026456833,
0.037943366914987564,
-0.005600852891802788,
0.023890811949968338,
0.07139115035533905,
0.05750732496380806,
-0.04794648662209511,
0.053084906190633774,
0.13801953196525574,
0.00883382186293602,
-0.13473457098007202,
0.05274440720677376,
0.008840885944664478,
0.04792856425046921,
-0.04041394591331482,
-0.04346570372581482,
-0.07733789086341858,
-0.07195742428302765,
-0.027240609750151634,
-0.050413377583026886,
-0.002055312041193247,
0.05920540913939476,
-0.0857049748301506,
0.04782519489526749,
0.020927518606185913,
-0.08039271831512451,
-0.004119968041777611,
-0.026758108288049698,
0.07039516419172287,
-0.02239907905459404,
0.06734881550073624,
0.06209811940789223,
0.04676222428679466,
-0.02479662373661995,
0.08942099660634995,
-0.0004767246136907488,
0.052851591259241104,
0.015588606707751751,
0.008731294423341751,
0.01653955690562725,
-0.016481297090649605,
0.04541284590959549,
0.01653844490647316,
0.019045177847146988,
0.04025473818182945,
-0.058864761143922806,
-0.017620407044887543,
0.15896563231945038,
-0.02114121802151203,
-0.06602855771780014,
-0.05941351130604744,
-0.03049934096634388,
-0.009416289627552032,
-0.014146690256893635,
0.007794875185936689,
-0.08596799522638321,
0.04453447088599205,
-0.015787871554493904,
0.018819298595190048,
0.036010079085826874,
0.028102204203605652,
-0.0026697530411183834,
-0.032815154641866684,
0.01468249224126339,
0.02095269411802292,
0.00024055014364421368,
-0.06455542147159576,
0.004284148570150137,
0.008728930726647377,
-0.03646468743681908,
0.12221696972846985,
-0.08581261336803436,
0.013141860254108906,
-0.04129250720143318,
0.002922672778367996,
-0.07209375500679016,
-0.05418650805950165,
0.0026798660401254892,
-0.04352115839719772,
-4.527203856241613e-8,
0.09715574979782104,
0.02642156556248665,
-0.02798060141503811,
-0.02299482747912407,
0.024527499452233315,
-0.07817672938108444,
-0.05032002180814743,
-0.0710763931274414,
-0.07872754335403442,
-0.030280904844403267,
0.10524747520685196,
0.04916289076209068,
-0.002222397830337286,
-0.04515397548675537,
-0.08020981401205063,
-0.04348033666610718,
-0.06189543008804321,
-0.02720065228641033,
-0.05073355510830879,
0.0017335413722321391,
-0.04702380299568176,
-0.017739687114953995,
-0.014593961648643017,
0.09154602140188217,
-0.010982890613377094,
0.02977684698998928,
-0.020429763942956924,
-0.0007398020825348794,
0.03712312877178192,
0.07087031751871109,
-0.0509757399559021,
-0.060892410576343536,
0.09595507383346558,
0.07996395975351334,
-0.02680586278438568,
0.0559241957962513,
-0.08225570619106293,
0.06437108665704727,
0.01996294967830181,
-0.01050244178622961,
0.02116846852004528,
-0.011295581236481667,
0.00000971716690401081,
0.022590002045035362,
-0.031568944454193115,
0.008420932106673717,
-0.030043700709939003,
-0.009509571827948093,
-0.023608839139342308,
0.020019061863422394,
-0.08319208770990372,
0.005904880352318287,
-0.06379736959934235,
0.03574291244149208,
-0.023984529078006744,
0.09704621136188507,
-0.04487250745296478,
-0.06643533706665039,
0.04938958212733269,
-0.009346643462777138,
0.05567814037203789,
0.019668428227305412,
-0.04275030642747879,
-0.02196452207863331
] | null | null | null | null | null | null | null |
[
-0.12009225785732269,
0.027787882834672928,
-0.029976779595017433,
-0.038584694266319275,
0.047223929315805435,
0.003094533458352089,
0.0830625593662262,
-0.06342874467372894,
0.05549503117799759,
0.013192204758524895,
-0.021767759695649147,
0.020470647141337395,
0.11416833102703094,
-0.005780744832009077,
0.022071555256843567,
0.002040904015302658,
-0.012869828380644321,
0.07842510938644409,
-0.08207225054502487,
0.06374803930521011,
-0.03358032554388046,
-0.11912694573402405,
-0.006641990505158901,
0.03767109289765358,
-0.03166409954428673,
0.043990977108478546,
-0.0037115367595106363,
-0.016470612958073616,
-0.019854102283716202,
-0.03783320635557175,
-0.030572282150387764,
-0.03950897604227066,
0.006159254815429449,
0.10274022072553635,
-0.016254035755991936,
0.03465164452791214,
-0.004725474398583174,
-0.020129987969994545,
-0.05958575755357742,
0.04940814897418022,
-0.08983533084392548,
0.04492634907364845,
-0.0650433599948883,
0.0008185816695913672,
-0.06147899478673935,
0.0442497693002224,
0.06856482475996017,
0.018604697659611702,
-0.09154151380062103,
-0.00482640927657485,
0.0075289783999323845,
0.017987333238124847,
-0.025738125666975975,
0.013801869004964828,
-0.017953796312212944,
-0.018978288397192955,
-0.023122886195778847,
-0.019357822835445404,
0.05804572254419327,
0.016480153426527977,
-0.00039982894668355584,
0.0540299154818058,
-0.010533375665545464,
0.02619667910039425,
0.02683657966554165,
-0.006305939517915249,
0.07238519936800003,
0.009917233139276505,
-0.034117892384529114,
0.09336794912815094,
0.015423876233398914,
-0.03450324758887291,
-0.04428783804178238,
0.04352870583534241,
0.01719238981604576,
0.013394108042120934,
-0.017639562487602234,
-0.0014257958391681314,
-0.048227954655885696,
0.005933878943324089,
-0.046351611614227295,
-0.023279761895537376,
-0.002328135771676898,
-0.018564170226454735,
0.038980744779109955,
-0.010144101455807686,
0.0034799978602677584,
-0.08085150271654129,
0.11332901567220688,
0.02940596453845501,
-0.06004513055086136,
-0.01998436264693737,
0.09971090406179428,
0.036062091588974,
0.1344168782234192,
-0.02458087168633938,
0.03437044098973274,
-0.020449306815862656,
-0.013647560961544514,
0.029049832373857498,
-0.07327661663293839,
-0.003801972372457385,
0.015954909846186638,
-0.06920916587114334,
0.0868283063173294,
0.0344868041574955,
0.005275326780974865,
-0.07202928513288498,
-0.04171976447105408,
0.020285973325371742,
0.03481609374284744,
0.03631911426782608,
-0.0005764292436651886,
0.03478534147143364,
-0.02800050750374794,
0.032921161502599716,
-0.04605644941329956,
0.045934759080410004,
-0.029779085889458656,
0.025237036868929863,
0.07573668658733368,
-0.029994936659932137,
0.13810418546199799,
0.04055040329694748,
-0.05428089201450348,
0.0305300485342741,
-0.01972523145377636,
-7.996973590449819e-35,
-0.020662946626544,
0.006177831441164017,
-0.046782538294792175,
-0.031206795945763588,
0.051337677985429764,
-0.03876039758324623,
0.012297308072447777,
0.025812676176428795,
-0.07890620827674866,
0.017385141924023628,
0.03334668278694153,
0.077482208609581,
0.09397807717323303,
-0.036138977855443954,
0.15051789581775665,
0.09895426034927368,
0.07333419471979141,
0.011377166956663132,
0.012246789410710335,
-0.057752422988414764,
0.09079334139823914,
0.050176363438367844,
0.02403411827981472,
-0.04620456323027611,
0.019251516088843346,
-0.032444894313812256,
-0.044286079704761505,
-0.03127094358205795,
0.037698134779930115,
0.0265966709703207,
-0.0762072503566742,
0.03377244994044304,
0.034913454204797745,
0.00840542558580637,
0.004623931832611561,
0.011447967030107975,
-0.00701611815020442,
-0.06736064702272415,
0.02239932492375374,
-0.05460000038146973,
0.013291197828948498,
-0.0430389866232872,
0.032185494899749756,
-0.05284826457500458,
0.02511267177760601,
-0.04575632885098457,
-0.0401124469935894,
0.12167885154485703,
-0.034121595323085785,
-0.004684099927544594,
-0.00946552213281393,
0.025682924315333366,
-0.04960912466049194,
-0.0551871620118618,
-0.03747204318642616,
-0.07713402062654495,
-0.029594391584396362,
0.059753887355327606,
-0.015603778883814812,
0.11642462760210037,
-0.045514725148677826,
-0.028730368241667747,
0.005310684442520142,
0.015314524061977863,
-0.08719824254512787,
-0.06417984515428543,
-0.05148920789361,
0.0003892508684657514,
0.08743961900472641,
-0.04943683370947838,
-0.021219024434685707,
0.023816805332899094,
-0.04226311668753624,
0.04658566415309906,
-0.023730948567390442,
-0.019353706389665604,
0.04962417110800743,
0.04721185937523842,
0.042324040085077286,
-0.03258362039923668,
-0.057447124272584915,
0.05995052680373192,
0.041609667241573334,
0.008922619745135307,
-0.11711926013231277,
0.006413662806153297,
-0.047686003148555756,
0.0078123947605490685,
-0.05115066468715668,
-0.006732082460075617,
-0.04399887099862099,
-0.038436878472566605,
0.07752633839845657,
-0.07945594936609268,
0.05081401392817497,
-3.434546169921113e-33,
0.0027124129701405764,
-0.06437823921442032,
-0.015665212646126747,
0.06832357496023178,
0.006230346858501434,
0.0007418043678626418,
0.011662394739687443,
-0.058335259556770325,
-0.05474845692515373,
0.017606623470783234,
-0.11489930003881454,
0.007598503027111292,
0.10748209804296494,
-0.05805598199367523,
0.05283728986978531,
-0.04322320967912674,
-0.07644283026456833,
0.037943366914987564,
-0.005600852891802788,
0.023890811949968338,
0.07139115035533905,
0.05750732496380806,
-0.04794648662209511,
0.053084906190633774,
0.13801953196525574,
0.00883382186293602,
-0.13473457098007202,
0.05274440720677376,
0.008840885944664478,
0.04792856425046921,
-0.04041394591331482,
-0.04346570372581482,
-0.07733789086341858,
-0.07195742428302765,
-0.027240609750151634,
-0.050413377583026886,
-0.002055312041193247,
0.05920540913939476,
-0.0857049748301506,
0.04782519489526749,
0.020927518606185913,
-0.08039271831512451,
-0.004119968041777611,
-0.026758108288049698,
0.07039516419172287,
-0.02239907905459404,
0.06734881550073624,
0.06209811940789223,
0.04676222428679466,
-0.02479662373661995,
0.08942099660634995,
-0.0004767246136907488,
0.052851591259241104,
0.015588606707751751,
0.008731294423341751,
0.01653955690562725,
-0.016481297090649605,
0.04541284590959549,
0.01653844490647316,
0.019045177847146988,
0.04025473818182945,
-0.058864761143922806,
-0.017620407044887543,
0.15896563231945038,
-0.02114121802151203,
-0.06602855771780014,
-0.05941351130604744,
-0.03049934096634388,
-0.009416289627552032,
-0.014146690256893635,
0.007794875185936689,
-0.08596799522638321,
0.04453447088599205,
-0.015787871554493904,
0.018819298595190048,
0.036010079085826874,
0.028102204203605652,
-0.0026697530411183834,
-0.032815154641866684,
0.01468249224126339,
0.02095269411802292,
0.00024055014364421368,
-0.06455542147159576,
0.004284148570150137,
0.008728930726647377,
-0.03646468743681908,
0.12221696972846985,
-0.08581261336803436,
0.013141860254108906,
-0.04129250720143318,
0.002922672778367996,
-0.07209375500679016,
-0.05418650805950165,
0.0026798660401254892,
-0.04352115839719772,
-4.527203856241613e-8,
0.09715574979782104,
0.02642156556248665,
-0.02798060141503811,
-0.02299482747912407,
0.024527499452233315,
-0.07817672938108444,
-0.05032002180814743,
-0.0710763931274414,
-0.07872754335403442,
-0.030280904844403267,
0.10524747520685196,
0.04916289076209068,
-0.002222397830337286,
-0.04515397548675537,
-0.08020981401205063,
-0.04348033666610718,
-0.06189543008804321,
-0.02720065228641033,
-0.05073355510830879,
0.0017335413722321391,
-0.04702380299568176,
-0.017739687114953995,
-0.014593961648643017,
0.09154602140188217,
-0.010982890613377094,
0.02977684698998928,
-0.020429763942956924,
-0.0007398020825348794,
0.03712312877178192,
0.07087031751871109,
-0.0509757399559021,
-0.060892410576343536,
0.09595507383346558,
0.07996395975351334,
-0.02680586278438568,
0.0559241957962513,
-0.08225570619106293,
0.06437108665704727,
0.01996294967830181,
-0.01050244178622961,
0.02116846852004528,
-0.011295581236481667,
0.00000971716690401081,
0.022590002045035362,
-0.031568944454193115,
0.008420932106673717,
-0.030043700709939003,
-0.009509571827948093,
-0.023608839139342308,
0.020019061863422394,
-0.08319208770990372,
0.005904880352318287,
-0.06379736959934235,
0.03574291244149208,
-0.023984529078006744,
0.09704621136188507,
-0.04487250745296478,
-0.06643533706665039,
0.04938958212733269,
-0.009346643462777138,
0.05567814037203789,
0.019668428227305412,
-0.04275030642747879,
-0.02196452207863331
] |
1402.5372
|
Michael Eides
|
Michael I. Eides and Valery A. Shelyuto
|
Muon Loop Light-by-Light Contribution to Hyperfine Splitting in Muonium
|
6 pages, 1 figure
|
Phys. Rev. Lett. 112, 173004 (2014)
|
10.1103/PhysRevLett.112.173004
|
UK/14-01
|
hep-ph physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Three-loop corrections to hyperfine splitting in muonium generated by the
gauge invariant sets of diagrams with muon and tauon loop light-by-light
scattering blocks are calculated. These results complete calculations of all
light-by-light scattering contributions to hyperfine splitting in muonium.
|
[
{
"created": "Fri, 21 Feb 2014 17:57:55 GMT",
"version": "v1"
}
] |
2014-05-07
|
[
[
"Eides",
"Michael I.",
""
],
[
"Shelyuto",
"Valery A.",
""
]
] |
[
-0.04300129413604736,
-0.005337019916623831,
0.07580530643463135,
0.005229861941188574,
0.07415284961462021,
-0.06904688477516174,
0.040269386023283005,
0.03382979333400726,
-0.014487531036138535,
-0.0687996968626976,
0.0894775465130806,
-0.046378087252378464,
-0.05772976577281952,
-0.007239874918013811,
0.0008769023115746677,
0.112694650888443,
-0.08711235225200653,
0.09437882155179977,
-0.017216049134731293,
0.03699805215001106,
0.05898746848106384,
-0.05289201810956001,
0.05525345727801323,
0.04616006091237068,
0.05519156530499458,
-0.02584885247051716,
0.013867718167603016,
-0.00045350921573117375,
0.027666762471199036,
0.026214107871055603,
0.04968792200088501,
-0.06232581287622452,
-0.015310700051486492,
0.088185153901577,
-0.021589815616607666,
0.006409246940165758,
0.019115915521979332,
0.016970528289675713,
0.01705646701157093,
0.03466732054948807,
0.0981617271900177,
0.042369961738586426,
0.01638834737241268,
-0.049387264996767044,
0.016602275893092155,
0.02643342688679695,
0.04324140399694443,
-0.01578397862613201,
-0.07111204415559769,
-0.01850241608917713,
-0.013598482124507427,
0.03385603800415993,
-0.058350224047899246,
0.02575381100177765,
0.01423464622348547,
0.03656693920493126,
-0.05742587521672249,
-0.0558316744863987,
0.013567673042416573,
-0.03548067435622215,
-0.04812370240688324,
0.00806548073887825,
0.007732524536550045,
-0.07955681532621384,
0.09164299815893173,
-0.010726850479841232,
-0.06808318197727203,
0.030619097873568535,
0.05374610424041748,
-0.0020287418738007545,
-0.035744559019804,
0.0626654326915741,
-0.01960470713675022,
-0.02765047736465931,
-0.015534983016550541,
0.13098596036434174,
0.044432029128074646,
0.018849190324544907,
-0.07130992412567139,
-0.0826384648680687,
0.009175104089081287,
-0.027844972908496857,
-0.026356900110840797,
-0.024687493219971657,
0.06118342652916908,
0.016392773017287254,
-0.0184043999761343,
0.03306072950363159,
-0.009897567331790924,
-0.10779519379138947,
0.04985273256897926,
-0.052637483924627304,
-0.010156839154660702,
-0.03868541494011879,
0.04054511338472366,
0.07870662957429886,
-0.008770774118602276,
0.01772993616759777,
-0.025766894221305847,
0.03455769270658493,
0.07681048661470413,
-0.007407710887491703,
0.043160147964954376,
-0.03462409973144531,
-0.0014992308570072055,
-0.045850709080696106,
0.07196058332920074,
0.055443696677684784,
-0.08257172256708145,
-0.09645381569862366,
0.07641799747943878,
-0.038497548550367355,
-0.006471293978393078,
0.017817111685872078,
-0.013538558036088943,
0.09419173747301102,
0.04723269119858742,
0.15201763808727264,
-0.003331342013552785,
0.0837007537484169,
-0.011878155171871185,
0.042790487408638,
0.0006162354256957769,
0.0030777116771787405,
-0.009334796108305454,
0.0068045854568481445,
-0.06265200674533844,
1.8795195907068488e-33,
0.02877805195748806,
0.03485095128417015,
-0.0716654434800148,
0.011106103658676147,
0.0039489963091909885,
-0.01043957844376564,
-0.02624337375164032,
-0.11781474202871323,
-0.06955111771821976,
-0.01636955514550209,
-0.010285836644470692,
-0.045663826167583466,
0.059903837740421295,
-0.02024981565773487,
-0.059414468705654144,
-0.0747409239411354,
0.08015574514865875,
-0.021031469106674194,
0.029001455754041672,
0.024380061775445938,
-0.0425417497754097,
0.03884527087211609,
0.0016477800672873855,
-0.006001970265060663,
-0.04542263597249985,
0.04943932220339775,
-0.046707745641469955,
-0.001084214891307056,
-0.04115026816725731,
0.028533384203910828,
-0.014389756135642529,
0.10413576662540436,
-0.00853743962943554,
0.062291331589221954,
0.011355924420058727,
0.007279180455952883,
-0.08632068336009979,
-0.03491290658712387,
0.015734514221549034,
-0.042065683752298355,
-0.0442124605178833,
0.027090774849057198,
-0.002252774080261588,
-0.014517604373395443,
-0.0374247245490551,
0.01731979288160801,
0.03767527639865875,
0.07378951460123062,
0.04569629952311516,
0.033546797931194305,
-0.042327191680669785,
0.0004500091599766165,
-0.029391678050160408,
-0.02926599234342575,
0.007924861274659634,
-0.07326925545930862,
0.06140642985701561,
-0.0011887915898114443,
0.05840024724602699,
0.03802487626671791,
0.02546808123588562,
0.03349548950791359,
-0.06361488997936249,
0.021211588755249977,
-0.10964938998222351,
0.02701372466981411,
-0.0965457633137703,
0.025446219369769096,
0.029682299122214317,
0.07895515114068985,
-0.08117145299911499,
0.05722137168049812,
-0.05557696148753166,
0.048778388649225235,
0.023656729608774185,
-0.017410170286893845,
-0.02005712501704693,
-0.03939104080200195,
-0.013655743561685085,
-0.02145155519247055,
-0.014829086139798164,
0.08667513728141785,
-0.005247590597718954,
-0.051351796835660934,
-0.1046723872423172,
0.05188405513763428,
-0.025108790025115013,
0.018959730863571167,
-0.044018927961587906,
-0.09433318674564362,
0.03931804373860359,
0.033319856971502304,
0.013218307867646217,
-0.08669356256723404,
-0.0406380221247673,
-1.5189792184268332e-33,
0.00097016611834988,
0.016564633697271347,
-0.017786819487810135,
0.019823456183075905,
-0.01593044213950634,
0.008889516815543175,
-0.004641084931790829,
0.007956904359161854,
-0.00016184913692995906,
0.03273173049092293,
0.05846685171127319,
-0.018208103254437447,
-0.1823306530714035,
-0.003212555544450879,
0.03980695828795433,
0.007184126880019903,
0.06052454188466072,
0.04240532964468002,
0.06588815897703171,
-0.07994906604290009,
-0.0028280457481741905,
-0.030183807015419006,
0.04029897600412369,
-0.01765649951994419,
-0.06815341114997864,
0.02748188190162182,
0.0823620855808258,
-0.05508427321910858,
0.026899810880422592,
-0.043995343148708344,
-0.10821767151355743,
-0.06672482192516327,
-0.0022099961061030626,
0.02053205855190754,
0.029456447809934616,
-0.07517534494400024,
0.05557934567332268,
0.016148140653967857,
-0.01097193919122219,
0.0521489642560482,
-0.027952853590250015,
0.058830346912145615,
0.06294672936201096,
0.09143762290477753,
-0.02038850076496601,
0.06925171613693237,
0.03776002675294876,
0.004762873984873295,
-0.09917877614498138,
-0.05280904099345207,
0.00542620150372386,
-0.104671910405159,
0.10439015924930573,
-0.048186302185058594,
-0.062096040695905685,
0.04664672911167145,
0.020559800788760185,
0.01731637306511402,
-0.08809405565261841,
-0.05563688278198242,
-0.08579017966985703,
-0.05360718443989754,
0.011249017901718616,
-0.039021145552396774,
0.06632061302661896,
0.017911726608872414,
0.01843046024441719,
-0.04296426475048065,
-0.027632391080260277,
0.020745502784848213,
0.020370032638311386,
-0.09077806025743484,
-0.019549090415239334,
-0.04216213524341583,
0.06099705025553703,
0.01445303950458765,
-0.045864928513765335,
-0.020723313093185425,
0.058828629553318024,
-0.023153070360422134,
-0.013746341690421104,
-0.006547311320900917,
-0.00020233514078427106,
-0.06732586771249771,
0.05355421453714371,
-0.04665204882621765,
-0.026559608057141304,
0.03245513141155243,
0.018986443057656288,
-0.07258236408233643,
0.04073410853743553,
0.034352779388427734,
0.1398027241230011,
0.07645805180072784,
0.04059642553329468,
-2.5814468784801647e-8,
0.00598104065284133,
-0.05958237126469612,
-0.11797094345092773,
0.0921805202960968,
0.06135215982794762,
0.07147695124149323,
-0.03406628593802452,
0.055973488837480545,
-0.010661675594747066,
0.06147025153040886,
0.0011319404002279043,
-0.028587182983756065,
-0.030687155202031136,
0.03670337796211243,
0.00609830254688859,
-0.017447326332330704,
-0.008511295542120934,
0.03210020065307617,
-0.04053565114736557,
0.000590804498642683,
-0.0019717963878065348,
0.04587818682193756,
-0.006133694667369127,
0.028064941987395287,
-0.018727798014879227,
0.015148147009313107,
-0.05979067087173462,
0.020548850297927856,
-0.06395750492811203,
0.017461830750107765,
0.1119275614619255,
-0.047258514910936356,
0.009059559553861618,
0.004148412030190229,
-0.06615982204675674,
-0.01267843134701252,
-0.09993724524974823,
-0.019703982397913933,
0.04084824025630951,
0.07543046772480011,
0.013142602518200874,
0.06106696277856827,
0.08008843660354614,
0.026415560394525528,
0.07352456450462341,
0.009138694033026695,
-0.049981288611888885,
-0.03607289865612984,
-0.09281383454799652,
0.10054231435060501,
0.013550584204494953,
0.03508395701646805,
-0.0012154070427641273,
-0.007895500399172306,
-0.08786012977361679,
-0.1178758293390274,
0.03777890279889107,
-0.029540449380874634,
0.0028286967426538467,
-0.03902209922671318,
-0.023287370800971985,
0.01546340063214302,
-0.024103272706270218,
0.0704057440161705
] | null | null | null | null | null | null | null |
[
-0.04300129413604736,
-0.005337019916623831,
0.07580530643463135,
0.005229861941188574,
0.07415284961462021,
-0.06904688477516174,
0.040269386023283005,
0.03382979333400726,
-0.014487531036138535,
-0.0687996968626976,
0.0894775465130806,
-0.046378087252378464,
-0.05772976577281952,
-0.007239874918013811,
0.0008769023115746677,
0.112694650888443,
-0.08711235225200653,
0.09437882155179977,
-0.017216049134731293,
0.03699805215001106,
0.05898746848106384,
-0.05289201810956001,
0.05525345727801323,
0.04616006091237068,
0.05519156530499458,
-0.02584885247051716,
0.013867718167603016,
-0.00045350921573117375,
0.027666762471199036,
0.026214107871055603,
0.04968792200088501,
-0.06232581287622452,
-0.015310700051486492,
0.088185153901577,
-0.021589815616607666,
0.006409246940165758,
0.019115915521979332,
0.016970528289675713,
0.01705646701157093,
0.03466732054948807,
0.0981617271900177,
0.042369961738586426,
0.01638834737241268,
-0.049387264996767044,
0.016602275893092155,
0.02643342688679695,
0.04324140399694443,
-0.01578397862613201,
-0.07111204415559769,
-0.01850241608917713,
-0.013598482124507427,
0.03385603800415993,
-0.058350224047899246,
0.02575381100177765,
0.01423464622348547,
0.03656693920493126,
-0.05742587521672249,
-0.0558316744863987,
0.013567673042416573,
-0.03548067435622215,
-0.04812370240688324,
0.00806548073887825,
0.007732524536550045,
-0.07955681532621384,
0.09164299815893173,
-0.010726850479841232,
-0.06808318197727203,
0.030619097873568535,
0.05374610424041748,
-0.0020287418738007545,
-0.035744559019804,
0.0626654326915741,
-0.01960470713675022,
-0.02765047736465931,
-0.015534983016550541,
0.13098596036434174,
0.044432029128074646,
0.018849190324544907,
-0.07130992412567139,
-0.0826384648680687,
0.009175104089081287,
-0.027844972908496857,
-0.026356900110840797,
-0.024687493219971657,
0.06118342652916908,
0.016392773017287254,
-0.0184043999761343,
0.03306072950363159,
-0.009897567331790924,
-0.10779519379138947,
0.04985273256897926,
-0.052637483924627304,
-0.010156839154660702,
-0.03868541494011879,
0.04054511338472366,
0.07870662957429886,
-0.008770774118602276,
0.01772993616759777,
-0.025766894221305847,
0.03455769270658493,
0.07681048661470413,
-0.007407710887491703,
0.043160147964954376,
-0.03462409973144531,
-0.0014992308570072055,
-0.045850709080696106,
0.07196058332920074,
0.055443696677684784,
-0.08257172256708145,
-0.09645381569862366,
0.07641799747943878,
-0.038497548550367355,
-0.006471293978393078,
0.017817111685872078,
-0.013538558036088943,
0.09419173747301102,
0.04723269119858742,
0.15201763808727264,
-0.003331342013552785,
0.0837007537484169,
-0.011878155171871185,
0.042790487408638,
0.0006162354256957769,
0.0030777116771787405,
-0.009334796108305454,
0.0068045854568481445,
-0.06265200674533844,
1.8795195907068488e-33,
0.02877805195748806,
0.03485095128417015,
-0.0716654434800148,
0.011106103658676147,
0.0039489963091909885,
-0.01043957844376564,
-0.02624337375164032,
-0.11781474202871323,
-0.06955111771821976,
-0.01636955514550209,
-0.010285836644470692,
-0.045663826167583466,
0.059903837740421295,
-0.02024981565773487,
-0.059414468705654144,
-0.0747409239411354,
0.08015574514865875,
-0.021031469106674194,
0.029001455754041672,
0.024380061775445938,
-0.0425417497754097,
0.03884527087211609,
0.0016477800672873855,
-0.006001970265060663,
-0.04542263597249985,
0.04943932220339775,
-0.046707745641469955,
-0.001084214891307056,
-0.04115026816725731,
0.028533384203910828,
-0.014389756135642529,
0.10413576662540436,
-0.00853743962943554,
0.062291331589221954,
0.011355924420058727,
0.007279180455952883,
-0.08632068336009979,
-0.03491290658712387,
0.015734514221549034,
-0.042065683752298355,
-0.0442124605178833,
0.027090774849057198,
-0.002252774080261588,
-0.014517604373395443,
-0.0374247245490551,
0.01731979288160801,
0.03767527639865875,
0.07378951460123062,
0.04569629952311516,
0.033546797931194305,
-0.042327191680669785,
0.0004500091599766165,
-0.029391678050160408,
-0.02926599234342575,
0.007924861274659634,
-0.07326925545930862,
0.06140642985701561,
-0.0011887915898114443,
0.05840024724602699,
0.03802487626671791,
0.02546808123588562,
0.03349548950791359,
-0.06361488997936249,
0.021211588755249977,
-0.10964938998222351,
0.02701372466981411,
-0.0965457633137703,
0.025446219369769096,
0.029682299122214317,
0.07895515114068985,
-0.08117145299911499,
0.05722137168049812,
-0.05557696148753166,
0.048778388649225235,
0.023656729608774185,
-0.017410170286893845,
-0.02005712501704693,
-0.03939104080200195,
-0.013655743561685085,
-0.02145155519247055,
-0.014829086139798164,
0.08667513728141785,
-0.005247590597718954,
-0.051351796835660934,
-0.1046723872423172,
0.05188405513763428,
-0.025108790025115013,
0.018959730863571167,
-0.044018927961587906,
-0.09433318674564362,
0.03931804373860359,
0.033319856971502304,
0.013218307867646217,
-0.08669356256723404,
-0.0406380221247673,
-1.5189792184268332e-33,
0.00097016611834988,
0.016564633697271347,
-0.017786819487810135,
0.019823456183075905,
-0.01593044213950634,
0.008889516815543175,
-0.004641084931790829,
0.007956904359161854,
-0.00016184913692995906,
0.03273173049092293,
0.05846685171127319,
-0.018208103254437447,
-0.1823306530714035,
-0.003212555544450879,
0.03980695828795433,
0.007184126880019903,
0.06052454188466072,
0.04240532964468002,
0.06588815897703171,
-0.07994906604290009,
-0.0028280457481741905,
-0.030183807015419006,
0.04029897600412369,
-0.01765649951994419,
-0.06815341114997864,
0.02748188190162182,
0.0823620855808258,
-0.05508427321910858,
0.026899810880422592,
-0.043995343148708344,
-0.10821767151355743,
-0.06672482192516327,
-0.0022099961061030626,
0.02053205855190754,
0.029456447809934616,
-0.07517534494400024,
0.05557934567332268,
0.016148140653967857,
-0.01097193919122219,
0.0521489642560482,
-0.027952853590250015,
0.058830346912145615,
0.06294672936201096,
0.09143762290477753,
-0.02038850076496601,
0.06925171613693237,
0.03776002675294876,
0.004762873984873295,
-0.09917877614498138,
-0.05280904099345207,
0.00542620150372386,
-0.104671910405159,
0.10439015924930573,
-0.048186302185058594,
-0.062096040695905685,
0.04664672911167145,
0.020559800788760185,
0.01731637306511402,
-0.08809405565261841,
-0.05563688278198242,
-0.08579017966985703,
-0.05360718443989754,
0.011249017901718616,
-0.039021145552396774,
0.06632061302661896,
0.017911726608872414,
0.01843046024441719,
-0.04296426475048065,
-0.027632391080260277,
0.020745502784848213,
0.020370032638311386,
-0.09077806025743484,
-0.019549090415239334,
-0.04216213524341583,
0.06099705025553703,
0.01445303950458765,
-0.045864928513765335,
-0.020723313093185425,
0.058828629553318024,
-0.023153070360422134,
-0.013746341690421104,
-0.006547311320900917,
-0.00020233514078427106,
-0.06732586771249771,
0.05355421453714371,
-0.04665204882621765,
-0.026559608057141304,
0.03245513141155243,
0.018986443057656288,
-0.07258236408233643,
0.04073410853743553,
0.034352779388427734,
0.1398027241230011,
0.07645805180072784,
0.04059642553329468,
-2.5814468784801647e-8,
0.00598104065284133,
-0.05958237126469612,
-0.11797094345092773,
0.0921805202960968,
0.06135215982794762,
0.07147695124149323,
-0.03406628593802452,
0.055973488837480545,
-0.010661675594747066,
0.06147025153040886,
0.0011319404002279043,
-0.028587182983756065,
-0.030687155202031136,
0.03670337796211243,
0.00609830254688859,
-0.017447326332330704,
-0.008511295542120934,
0.03210020065307617,
-0.04053565114736557,
0.000590804498642683,
-0.0019717963878065348,
0.04587818682193756,
-0.006133694667369127,
0.028064941987395287,
-0.018727798014879227,
0.015148147009313107,
-0.05979067087173462,
0.020548850297927856,
-0.06395750492811203,
0.017461830750107765,
0.1119275614619255,
-0.047258514910936356,
0.009059559553861618,
0.004148412030190229,
-0.06615982204675674,
-0.01267843134701252,
-0.09993724524974823,
-0.019703982397913933,
0.04084824025630951,
0.07543046772480011,
0.013142602518200874,
0.06106696277856827,
0.08008843660354614,
0.026415560394525528,
0.07352456450462341,
0.009138694033026695,
-0.049981288611888885,
-0.03607289865612984,
-0.09281383454799652,
0.10054231435060501,
0.013550584204494953,
0.03508395701646805,
-0.0012154070427641273,
-0.007895500399172306,
-0.08786012977361679,
-0.1178758293390274,
0.03777890279889107,
-0.029540449380874634,
0.0028286967426538467,
-0.03902209922671318,
-0.023287370800971985,
0.01546340063214302,
-0.024103272706270218,
0.0704057440161705
] |
1402.5375
|
James Brannick
|
J. Brannick, C. Liu, T. Qian, and H. Sun
|
Diffuse Interface Methods for Multiple Phase Materials: An Energetic
Variational Approach
|
Submitted to Journal of Numerical Mathematics, February 21, 2014
| null | null | null |
math.AP physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we introduce a diffuse interface model for describing the
dynamics of mixtures involving multiple (two or more) phases. The coupled
hydrodynamical system is derived through an energetic variational approach. The
total energy of the system includes the kinetic energy and the mixing
(interfacial) energies. The least action principle (or the principle of virtual
work) is applied to derive the conservative part of the dynamics, with a focus
on the reversible part of the stress tensor arising from the mixing energies.
The dissipative part of the dynamics is then introduced through a dissipation
function in the energy law, in line with the Onsager principle of least energy
dissipation. The final system, formed by a set of coupled time-dependent
partial differential equations, reflects a balance among various conservative
and dissipative forces and governs the evolution of velocity and phase fields.
To demonstrate the applicability of the proposed model, a few two-dimensional
simulations have been carried out, including (1) the force balance at the
three-phase contact line in equilibrium, (2) a rising bubble penetrating a
fluid-fluid interface, and (3) a solid particle falling in a binary fluid. The
effects of slip at solid surface have been examined in connection with contact
line motion and a pinch-off phenomenon.
|
[
{
"created": "Fri, 21 Feb 2014 18:05:16 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Brannick",
"J.",
""
],
[
"Liu",
"C.",
""
],
[
"Qian",
"T.",
""
],
[
"Sun",
"H.",
""
]
] |
[
-0.007227740716189146,
-0.05642568692564964,
0.04984531179070473,
0.06806464493274689,
0.03160068765282631,
-0.030038854107260704,
0.0069646756164729595,
-0.020390544086694717,
0.07357857376337051,
-0.05187249556183815,
-0.08259724825620651,
-0.06985500454902649,
0.013679970055818558,
-0.0067659891210496426,
0.038944099098443985,
-0.06345997750759125,
-0.030304500833153725,
0.06939876824617386,
-0.013970432803034782,
0.0688832551240921,
0.02422698400914669,
0.023994997143745422,
-0.08989576995372772,
0.029104482382535934,
-0.0037017101421952248,
0.08040007948875427,
0.0059872837737202644,
0.06865525245666504,
0.0034767251927405596,
-0.021897390484809875,
0.013154265470802784,
-0.013293137773871422,
-0.08366560190916061,
0.02416534163057804,
-0.040033161640167236,
0.027345502749085426,
0.029667235910892487,
0.07928577810525894,
-0.047450028359889984,
0.0605495348572731,
-0.07744131237268448,
0.03502829372882843,
0.03149215877056122,
0.042673900723457336,
0.04288730025291443,
-0.014203788712620735,
0.008784485049545765,
0.0041664703749120235,
0.03792441636323929,
-0.019503308460116386,
0.045589983463287354,
-0.034857090562582016,
-0.008407575078308582,
0.0382639616727829,
-0.05335116386413574,
-0.007424546871334314,
0.05214531719684601,
-0.011252602562308311,
-0.03538142889738083,
0.007177898194640875,
-0.0274698156863451,
0.027615979313850403,
-0.0009841813007369637,
-0.004070361610502005,
0.021616986021399498,
-0.04626008868217468,
0.03798263892531395,
0.04525440186262131,
0.002587773371487856,
-0.060788001865148544,
-0.041485875844955444,
0.01398447249084711,
-0.06379865854978561,
-0.06293000280857086,
-0.03270937502384186,
-0.07795733958482742,
0.021092429757118225,
0.10305754840373993,
-0.027965249493718147,
0.07467638701200485,
-0.003308627987280488,
-0.011717529967427254,
-0.02296414040029049,
-0.03734566271305084,
-0.07506383210420609,
-0.07662777602672577,
-0.02494516223669052,
-0.027277162298560143,
0.08669479191303253,
-0.052006520330905914,
-0.06000090017914772,
0.08199659734964371,
0.01653350703418255,
0.053138475865125656,
0.18530136346817017,
-0.011109018698334694,
0.05048535764217377,
0.001032648840919137,
0.060187093913555145,
0.04078836366534233,
-0.07487839460372925,
-0.06179361417889595,
0.002077203942462802,
0.03162481635808945,
0.11305909603834152,
-0.015917498618364334,
0.021609066054224968,
0.001838773605413735,
-0.006516412366181612,
0.05156060680747032,
0.03728362172842026,
-0.027948131784796715,
0.043012574315071106,
0.016190562397241592,
0.012044182047247887,
0.03794879466295242,
-0.01032272633165121,
-0.05071379989385605,
0.029342055320739746,
-0.07042742520570755,
-0.00044369473471306264,
-0.04032944515347481,
-0.009695887565612793,
0.017384786158800125,
0.017199058085680008,
-0.10058867186307907,
0.008928453549742699,
-4.25377196840267e-34,
-0.045156631618738174,
-0.14359153807163239,
-0.00888666883111,
0.0689648911356926,
0.018969345837831497,
0.003877677721902728,
-0.01141592301428318,
0.04050983488559723,
-0.04142314940690994,
-0.018698550760746002,
0.03693142533302307,
0.08773881942033768,
-0.018035663291811943,
0.03963586315512657,
-0.05637778341770172,
-0.014966199174523354,
0.05128085985779762,
0.026312654837965965,
0.033861447125673294,
0.01125158742070198,
0.016048669815063477,
-0.04532710090279579,
-0.0578753687441349,
-0.04948947951197624,
-0.06570065766572952,
0.09673544764518738,
-0.0031474458519369364,
-0.025032732635736465,
0.03330419212579727,
0.01879080757498741,
-0.05935000628232956,
-0.0794064998626709,
-0.07462324947118759,
0.07552319020032883,
-0.0048307073302567005,
0.049846306443214417,
-0.0074662575498223305,
0.04454466700553894,
-0.018032889813184738,
0.0022172899916768074,
-0.044484641402959824,
0.003290868829935789,
-0.020046820864081383,
-0.09087171405553818,
-0.011046032421290874,
0.057253267616033554,
0.12202294915914536,
0.08336795121431351,
-0.06832125037908554,
-0.06454093009233475,
0.015101447701454163,
0.007786274421960115,
0.021366385743021965,
0.004144585691392422,
-0.006224227137863636,
0.025478431954979897,
0.02232878841459751,
-0.006982758641242981,
-0.07178798317909241,
0.027042701840400696,
-0.03623564541339874,
0.06277119368314743,
0.012391935102641582,
-0.009862626902759075,
0.051764968782663345,
0.06085151433944702,
-0.08260903507471085,
0.03351781144738197,
0.05446038395166397,
-0.08575233072042465,
-0.01576637104153633,
0.06225450709462166,
0.04307800158858299,
-0.034733619540929794,
0.02705422416329384,
0.015765618532896042,
0.06381569057703018,
0.011138682253658772,
-0.0593978576362133,
0.053884923458099365,
-0.0464455671608448,
-0.03474107384681702,
-0.04058215394616127,
-0.0017544901929795742,
-0.04020918905735016,
0.005389345809817314,
0.08676084876060486,
0.02808430790901184,
-0.04374992102384567,
-0.010074572637677193,
-0.08453749865293503,
-0.030464425683021545,
0.13580891489982605,
-0.0045099868439137936,
0.13081204891204834,
-2.9003003341906993e-33,
-0.019950462505221367,
-0.0183608029037714,
-0.06890423595905304,
0.02914874441921711,
0.05387745797634125,
0.07661771774291992,
0.0683782771229744,
0.027340257540345192,
0.03122766502201557,
-0.01564539037644863,
-0.0005643496406264603,
-0.030005838721990585,
-0.08061464130878448,
-0.07690118253231049,
-0.0221914891153574,
0.036317575722932816,
-0.030192960053682327,
-0.02674095146358013,
0.07708583772182465,
0.012158898636698723,
0.01760813035070896,
0.06110458821058273,
0.0705459788441658,
-0.03785954415798187,
-0.038266491144895554,
-0.030480114743113518,
0.04550117254257202,
0.0005994403618387878,
-0.0701524019241333,
0.09695913642644882,
0.00614316388964653,
0.008789410814642906,
0.04726354032754898,
0.023596100509166718,
-0.058102045208215714,
0.05488686263561249,
-0.027003198862075806,
-0.028484920039772987,
0.0734383687376976,
-0.03687824308872223,
0.022782176733016968,
-0.07616136223077774,
-0.03200361132621765,
0.021835578605532646,
0.01058497279882431,
0.04621380567550659,
-0.042200177907943726,
0.0044187880121171474,
-0.0020922876428812742,
-0.006994154304265976,
0.037618156522512436,
-0.03070642799139023,
-0.039446085691452026,
-0.008650949224829674,
-0.00019306658941786736,
-0.011798668652772903,
-0.013698529452085495,
0.04756270349025726,
0.009089664556086063,
-0.05085885897278786,
0.025094032287597656,
-0.08930018544197083,
-0.02948468178510666,
-0.014635182917118073,
-0.06749028712511063,
-0.03642834350466728,
-0.10168740898370743,
-0.033330995589494705,
0.06654351949691772,
-0.030933406203985214,
0.008229818195104599,
0.02239023707807064,
0.11723656952381134,
0.019831301644444466,
0.09686123579740524,
0.03310853987932205,
0.07498029619455338,
-0.06600786745548248,
-0.027535155415534973,
0.03758387267589569,
-0.08040837198495865,
0.05329636484384537,
-0.011490473523736,
-0.035562913864851,
-0.045950014144182205,
-0.04971519485116005,
-0.10112383961677551,
0.03149811923503876,
-0.0010000151814892888,
0.03045724332332611,
0.027251558378338814,
-0.027139296755194664,
0.10229441523551941,
0.03349750488996506,
-0.04264945164322853,
-6.059325130536308e-8,
0.09834302216768265,
0.03171705827116966,
0.037776149809360504,
-0.09631616622209549,
-0.043984416872262955,
0.04590185731649399,
-0.05312849208712578,
-0.047731343656778336,
0.06309522688388824,
0.005433376412838697,
0.051130179315805435,
-0.023125512525439262,
0.03873409330844879,
-0.004295479040592909,
-0.007426537107676268,
0.029604000970721245,
0.03681014105677605,
-0.12187673151493073,
-0.02358739823102951,
-0.018055496737360954,
0.05292864516377449,
-0.026532145217061043,
-0.024850919842720032,
0.00614550756290555,
0.04484767094254494,
0.027767235413193703,
0.049637604504823685,
-0.040400430560112,
0.017265500500798225,
-0.0004232170176692307,
-0.004388049710541964,
0.044051773846149445,
-0.18722383677959442,
0.06886529177427292,
-0.1508602648973465,
-0.023821908980607986,
-0.034595753997564316,
0.015604601241648197,
-0.08491470664739609,
0.02974899299442768,
0.0302127655595541,
0.008985315449535847,
-0.045038580894470215,
-0.04684227705001831,
0.05615648254752159,
0.0742616057395935,
-0.11184491962194443,
-0.027266154065728188,
0.04257494956254959,
0.07553011924028397,
-0.056338611990213394,
0.05822395533323288,
0.0008610124932602048,
0.0920448899269104,
0.02527748793363571,
-0.06083907186985016,
-0.10421149432659149,
0.017105886712670326,
-0.032937366515398026,
-0.04773299768567085,
0.0023450900334864855,
0.01780758798122406,
0.01523165125399828,
-0.008614867925643921
] | null | null | null | null | null | null | null |
[
-0.007227740716189146,
-0.05642568692564964,
0.04984531179070473,
0.06806464493274689,
0.03160068765282631,
-0.030038854107260704,
0.0069646756164729595,
-0.020390544086694717,
0.07357857376337051,
-0.05187249556183815,
-0.08259724825620651,
-0.06985500454902649,
0.013679970055818558,
-0.0067659891210496426,
0.038944099098443985,
-0.06345997750759125,
-0.030304500833153725,
0.06939876824617386,
-0.013970432803034782,
0.0688832551240921,
0.02422698400914669,
0.023994997143745422,
-0.08989576995372772,
0.029104482382535934,
-0.0037017101421952248,
0.08040007948875427,
0.0059872837737202644,
0.06865525245666504,
0.0034767251927405596,
-0.021897390484809875,
0.013154265470802784,
-0.013293137773871422,
-0.08366560190916061,
0.02416534163057804,
-0.040033161640167236,
0.027345502749085426,
0.029667235910892487,
0.07928577810525894,
-0.047450028359889984,
0.0605495348572731,
-0.07744131237268448,
0.03502829372882843,
0.03149215877056122,
0.042673900723457336,
0.04288730025291443,
-0.014203788712620735,
0.008784485049545765,
0.0041664703749120235,
0.03792441636323929,
-0.019503308460116386,
0.045589983463287354,
-0.034857090562582016,
-0.008407575078308582,
0.0382639616727829,
-0.05335116386413574,
-0.007424546871334314,
0.05214531719684601,
-0.011252602562308311,
-0.03538142889738083,
0.007177898194640875,
-0.0274698156863451,
0.027615979313850403,
-0.0009841813007369637,
-0.004070361610502005,
0.021616986021399498,
-0.04626008868217468,
0.03798263892531395,
0.04525440186262131,
0.002587773371487856,
-0.060788001865148544,
-0.041485875844955444,
0.01398447249084711,
-0.06379865854978561,
-0.06293000280857086,
-0.03270937502384186,
-0.07795733958482742,
0.021092429757118225,
0.10305754840373993,
-0.027965249493718147,
0.07467638701200485,
-0.003308627987280488,
-0.011717529967427254,
-0.02296414040029049,
-0.03734566271305084,
-0.07506383210420609,
-0.07662777602672577,
-0.02494516223669052,
-0.027277162298560143,
0.08669479191303253,
-0.052006520330905914,
-0.06000090017914772,
0.08199659734964371,
0.01653350703418255,
0.053138475865125656,
0.18530136346817017,
-0.011109018698334694,
0.05048535764217377,
0.001032648840919137,
0.060187093913555145,
0.04078836366534233,
-0.07487839460372925,
-0.06179361417889595,
0.002077203942462802,
0.03162481635808945,
0.11305909603834152,
-0.015917498618364334,
0.021609066054224968,
0.001838773605413735,
-0.006516412366181612,
0.05156060680747032,
0.03728362172842026,
-0.027948131784796715,
0.043012574315071106,
0.016190562397241592,
0.012044182047247887,
0.03794879466295242,
-0.01032272633165121,
-0.05071379989385605,
0.029342055320739746,
-0.07042742520570755,
-0.00044369473471306264,
-0.04032944515347481,
-0.009695887565612793,
0.017384786158800125,
0.017199058085680008,
-0.10058867186307907,
0.008928453549742699,
-4.25377196840267e-34,
-0.045156631618738174,
-0.14359153807163239,
-0.00888666883111,
0.0689648911356926,
0.018969345837831497,
0.003877677721902728,
-0.01141592301428318,
0.04050983488559723,
-0.04142314940690994,
-0.018698550760746002,
0.03693142533302307,
0.08773881942033768,
-0.018035663291811943,
0.03963586315512657,
-0.05637778341770172,
-0.014966199174523354,
0.05128085985779762,
0.026312654837965965,
0.033861447125673294,
0.01125158742070198,
0.016048669815063477,
-0.04532710090279579,
-0.0578753687441349,
-0.04948947951197624,
-0.06570065766572952,
0.09673544764518738,
-0.0031474458519369364,
-0.025032732635736465,
0.03330419212579727,
0.01879080757498741,
-0.05935000628232956,
-0.0794064998626709,
-0.07462324947118759,
0.07552319020032883,
-0.0048307073302567005,
0.049846306443214417,
-0.0074662575498223305,
0.04454466700553894,
-0.018032889813184738,
0.0022172899916768074,
-0.044484641402959824,
0.003290868829935789,
-0.020046820864081383,
-0.09087171405553818,
-0.011046032421290874,
0.057253267616033554,
0.12202294915914536,
0.08336795121431351,
-0.06832125037908554,
-0.06454093009233475,
0.015101447701454163,
0.007786274421960115,
0.021366385743021965,
0.004144585691392422,
-0.006224227137863636,
0.025478431954979897,
0.02232878841459751,
-0.006982758641242981,
-0.07178798317909241,
0.027042701840400696,
-0.03623564541339874,
0.06277119368314743,
0.012391935102641582,
-0.009862626902759075,
0.051764968782663345,
0.06085151433944702,
-0.08260903507471085,
0.03351781144738197,
0.05446038395166397,
-0.08575233072042465,
-0.01576637104153633,
0.06225450709462166,
0.04307800158858299,
-0.034733619540929794,
0.02705422416329384,
0.015765618532896042,
0.06381569057703018,
0.011138682253658772,
-0.0593978576362133,
0.053884923458099365,
-0.0464455671608448,
-0.03474107384681702,
-0.04058215394616127,
-0.0017544901929795742,
-0.04020918905735016,
0.005389345809817314,
0.08676084876060486,
0.02808430790901184,
-0.04374992102384567,
-0.010074572637677193,
-0.08453749865293503,
-0.030464425683021545,
0.13580891489982605,
-0.0045099868439137936,
0.13081204891204834,
-2.9003003341906993e-33,
-0.019950462505221367,
-0.0183608029037714,
-0.06890423595905304,
0.02914874441921711,
0.05387745797634125,
0.07661771774291992,
0.0683782771229744,
0.027340257540345192,
0.03122766502201557,
-0.01564539037644863,
-0.0005643496406264603,
-0.030005838721990585,
-0.08061464130878448,
-0.07690118253231049,
-0.0221914891153574,
0.036317575722932816,
-0.030192960053682327,
-0.02674095146358013,
0.07708583772182465,
0.012158898636698723,
0.01760813035070896,
0.06110458821058273,
0.0705459788441658,
-0.03785954415798187,
-0.038266491144895554,
-0.030480114743113518,
0.04550117254257202,
0.0005994403618387878,
-0.0701524019241333,
0.09695913642644882,
0.00614316388964653,
0.008789410814642906,
0.04726354032754898,
0.023596100509166718,
-0.058102045208215714,
0.05488686263561249,
-0.027003198862075806,
-0.028484920039772987,
0.0734383687376976,
-0.03687824308872223,
0.022782176733016968,
-0.07616136223077774,
-0.03200361132621765,
0.021835578605532646,
0.01058497279882431,
0.04621380567550659,
-0.042200177907943726,
0.0044187880121171474,
-0.0020922876428812742,
-0.006994154304265976,
0.037618156522512436,
-0.03070642799139023,
-0.039446085691452026,
-0.008650949224829674,
-0.00019306658941786736,
-0.011798668652772903,
-0.013698529452085495,
0.04756270349025726,
0.009089664556086063,
-0.05085885897278786,
0.025094032287597656,
-0.08930018544197083,
-0.02948468178510666,
-0.014635182917118073,
-0.06749028712511063,
-0.03642834350466728,
-0.10168740898370743,
-0.033330995589494705,
0.06654351949691772,
-0.030933406203985214,
0.008229818195104599,
0.02239023707807064,
0.11723656952381134,
0.019831301644444466,
0.09686123579740524,
0.03310853987932205,
0.07498029619455338,
-0.06600786745548248,
-0.027535155415534973,
0.03758387267589569,
-0.08040837198495865,
0.05329636484384537,
-0.011490473523736,
-0.035562913864851,
-0.045950014144182205,
-0.04971519485116005,
-0.10112383961677551,
0.03149811923503876,
-0.0010000151814892888,
0.03045724332332611,
0.027251558378338814,
-0.027139296755194664,
0.10229441523551941,
0.03349750488996506,
-0.04264945164322853,
-6.059325130536308e-8,
0.09834302216768265,
0.03171705827116966,
0.037776149809360504,
-0.09631616622209549,
-0.043984416872262955,
0.04590185731649399,
-0.05312849208712578,
-0.047731343656778336,
0.06309522688388824,
0.005433376412838697,
0.051130179315805435,
-0.023125512525439262,
0.03873409330844879,
-0.004295479040592909,
-0.007426537107676268,
0.029604000970721245,
0.03681014105677605,
-0.12187673151493073,
-0.02358739823102951,
-0.018055496737360954,
0.05292864516377449,
-0.026532145217061043,
-0.024850919842720032,
0.00614550756290555,
0.04484767094254494,
0.027767235413193703,
0.049637604504823685,
-0.040400430560112,
0.017265500500798225,
-0.0004232170176692307,
-0.004388049710541964,
0.044051773846149445,
-0.18722383677959442,
0.06886529177427292,
-0.1508602648973465,
-0.023821908980607986,
-0.034595753997564316,
0.015604601241648197,
-0.08491470664739609,
0.02974899299442768,
0.0302127655595541,
0.008985315449535847,
-0.045038580894470215,
-0.04684227705001831,
0.05615648254752159,
0.0742616057395935,
-0.11184491962194443,
-0.027266154065728188,
0.04257494956254959,
0.07553011924028397,
-0.056338611990213394,
0.05822395533323288,
0.0008610124932602048,
0.0920448899269104,
0.02527748793363571,
-0.06083907186985016,
-0.10421149432659149,
0.017105886712670326,
-0.032937366515398026,
-0.04773299768567085,
0.0023450900334864855,
0.01780758798122406,
0.01523165125399828,
-0.008614867925643921
] |
1402.5379
|
Eray Ozkural
|
Eray \"Ozkural
|
What Is It Like to Be a Brain Simulation?
|
10 pages, draft of conference paper published in AGI 2012, also
accepted to AISB 2012 but it was too late to arrange travel, unfortunately;
Artificial General Intelligence, 5th International Conference, AGI 2012,
Oxford, UK, December 8-11, 2012. Proceedings
| null |
10.1007/978-3-642-35506-6_24
| null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We frame the question of what kind of subjective experience a brain
simulation would have in contrast to a biological brain. We discuss the brain
prosthesis thought experiment. We evaluate how the experience of the brain
simulation might differ from the biological, according to a number of
hypotheses about experience and the properties of simulation. Then, we identify
finer questions relating to the original inquiry, and answer them from both a
general physicalist, and panexperientialist perspective.
|
[
{
"created": "Sat, 1 Feb 2014 17:19:53 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Özkural",
"Eray",
""
]
] |
[
-0.0010591436875984073,
0.01555678155273199,
-0.0010273748775944114,
-0.08049844950437546,
-0.02215045504271984,
-0.022210441529750824,
0.05096866935491562,
0.023900127038359642,
0.03472020477056503,
0.03541846573352814,
-0.054053597152233124,
-0.07220584154129028,
-0.05400620028376579,
-0.018574047833681107,
0.006552680395543575,
-0.04766619950532913,
0.04533471539616585,
-0.03330773860216141,
-0.024349207058548927,
0.10681451112031937,
-0.023550523445010185,
-0.05055540055036545,
0.024709520861506462,
-0.02800903096795082,
-0.0341612845659256,
0.031065411865711212,
-0.0045278025791049,
-0.0068117473274469376,
-0.0040655191987752914,
0.031153492629528046,
-0.0009415352251380682,
-0.017068417742848396,
-0.015035804361104965,
-0.04050571843981743,
0.06358007341623306,
0.006513023283332586,
-0.07331445068120956,
-0.017371710389852524,
-0.013436838053166866,
-0.0037221270613372326,
-0.002090951893478632,
-0.029572242870926857,
-0.023924129083752632,
-0.0003381683200132102,
0.1115175411105156,
0.05007766932249069,
0.05290823429822922,
-0.08492971956729889,
-0.046491820365190506,
-0.053130701184272766,
-0.08615917712450027,
-0.027080699801445007,
-0.03500876948237419,
-0.04694589227437973,
0.002257430925965309,
0.013277257792651653,
-0.0019385605119168758,
-0.024093396961688995,
-0.053803905844688416,
0.012268545106053352,
-0.036031629890203476,
0.03189985454082489,
-0.02910587750375271,
0.06910649687051773,
0.0384008064866066,
-0.051315683871507645,
0.0004401493351906538,
0.023011740297079086,
0.02394798956811428,
-0.049351006746292114,
0.007386271376162767,
0.06473369896411896,
-0.010412381961941719,
-0.06104164198040962,
0.04330862686038017,
0.018596617504954338,
-0.06505618244409561,
-0.03503763675689697,
0.01008028257638216,
-0.04915391653776169,
0.0428582988679409,
-0.021850308403372765,
0.02477797120809555,
0.04968627914786339,
-0.04391152039170265,
0.025178246200084686,
0.04708342254161835,
0.14848977327346802,
-0.07748124748468399,
0.07431396096944809,
-0.05641669034957886,
-0.0319051556289196,
-0.0881163701415062,
0.0064758132211863995,
-0.013748993165791035,
0.047811109572649,
-0.0650402158498764,
-0.03883764520287514,
0.003818195778876543,
0.017227163538336754,
0.04652857780456543,
0.025165598839521408,
0.018462810665369034,
0.041746463626623154,
-0.024517865851521492,
0.016672760248184204,
0.03530590608716011,
-0.045750319957733154,
0.053754933178424835,
0.02003735490143299,
-0.01738847605884075,
0.011970112100243568,
0.0388224720954895,
0.08053529262542725,
0.020739033818244934,
0.013554098084568977,
-0.002450579311698675,
0.067238450050354,
0.06820030510425568,
-0.08596282452344894,
0.04235536605119705,
-0.06055140867829323,
0.08340884745121002,
-0.020533666014671326,
0.03895975649356842,
-0.10378905385732651,
0.033070456236600876,
-2.0601447669572553e-33,
0.012114559300243855,
-0.08062247931957245,
0.08738827705383301,
0.006091559771448374,
0.11534999310970306,
0.010745905339717865,
0.016164040192961693,
-0.023692432790994644,
0.047526970505714417,
-0.004839051980525255,
0.00779105257242918,
0.04754037782549858,
0.015688475221395493,
0.10718591511249542,
-0.0323985330760479,
0.0427355132997036,
-0.14966627955436707,
0.03359003737568855,
-0.0034722306299954653,
-0.04772547259926796,
-0.011763694696128368,
0.03506582975387573,
-0.03514939919114113,
0.040720127522945404,
-0.010805202648043633,
0.005465998314321041,
-0.03209400549530983,
0.004612921271473169,
-0.008031121455132961,
-0.0021204326767474413,
-0.15354812145233154,
0.08585391193628311,
-0.08046992123126984,
-0.06004708260297775,
-0.028410084545612335,
0.04598364606499672,
0.13893753290176392,
-0.059176377952098846,
-0.06631897389888763,
-0.04486536979675293,
0.009352331049740314,
-0.005388497840613127,
0.03628934547305107,
0.051492296159267426,
-0.011565148830413818,
-0.017866846174001694,
0.0589078925549984,
0.04231169447302818,
0.03632952645421028,
-0.04765747860074043,
-0.05803419277071953,
-0.007996420376002789,
0.1837843507528305,
-0.06290639191865921,
0.01276745181530714,
0.019620072096586227,
0.025435561314225197,
0.05645301938056946,
0.032707471400499344,
0.019031228497624397,
-0.027171988040208817,
0.059240154922008514,
-0.0052249981090426445,
0.00250666169449687,
-0.0012012479128316045,
0.01512038242071867,
-0.10597509890794754,
-0.11651857942342758,
0.04091208428144455,
0.038671500980854034,
-0.031353909522295,
0.010627901181578636,
-0.05494362488389015,
-0.026868753135204315,
-0.033621303737163544,
-0.020055292174220085,
-0.04106820747256279,
0.07001228630542755,
-0.04353272169828415,
-0.05451815202832222,
0.09936636686325073,
-0.0562332384288311,
-0.11139602214097977,
-0.03706957772374153,
0.06357064098119736,
0.04284914955496788,
0.02679343707859516,
-0.06799986958503723,
-0.0117226243019104,
-0.01950041949748993,
-0.0030052943620830774,
-0.05446814373135567,
0.08719486743211746,
-0.027446500957012177,
-0.02945280447602272,
1.8588937056117486e-34,
-0.13087588548660278,
-0.06649518013000488,
-0.07394803315401077,
0.1395852267742157,
0.038334496319293976,
-0.01352235022932291,
-0.0006367092719301581,
-0.07553903758525848,
-0.0366455540060997,
-0.03493744507431984,
-0.0035929358564317226,
-0.028958678245544434,
0.04547692462801933,
0.0372002013027668,
-0.016141630709171295,
-0.04621987044811249,
-0.024644101038575172,
-0.01956857554614544,
0.005644872318953276,
0.020503051578998566,
0.06159338355064392,
0.08569391071796417,
-0.02078176848590374,
-0.027213383466005325,
-0.04256867617368698,
0.07701036334037781,
0.025124825537204742,
0.011325139552354813,
-0.007094440516084433,
-0.037301816046237946,
-0.033042531460523605,
0.020760230720043182,
-0.02695581316947937,
0.026759861037135124,
0.05941496044397354,
0.11194384098052979,
0.11710535734891891,
0.029180126264691353,
-0.014052901417016983,
-0.03612926974892616,
-0.021215206012129784,
-0.04117259755730629,
0.0035272163804620504,
0.004125773906707764,
0.008471228182315826,
-0.04261070117354393,
-0.04268483817577362,
-0.04383576661348343,
0.014482924714684486,
0.0264093279838562,
-0.04760977625846863,
0.044455636292696,
-0.07434307038784027,
-0.128907710313797,
-0.02569449320435524,
-0.08056197315454483,
-0.0402970090508461,
-0.06898500770330429,
0.07769928872585297,
-0.005700746551156044,
0.006816606968641281,
-0.03914609178900719,
0.01830369234085083,
0.003878420451655984,
0.03857500106096268,
0.028743045404553413,
-0.06848698854446411,
0.06883902847766876,
-0.013894547708332539,
-0.041622262448072433,
-0.026752328500151634,
-0.002380423480644822,
-0.01876571774482727,
0.03519509732723236,
0.09526417404413223,
0.035010404884815216,
0.010708286426961422,
-0.0016153017058968544,
0.015867037698626518,
0.03595610335469246,
-0.0006920109153725207,
-0.009993966668844223,
0.05082843825221062,
-0.007308532949537039,
-0.09080687165260315,
0.050796668976545334,
-0.04224173352122307,
0.02108689770102501,
-0.021691102534532547,
-0.03333441913127899,
0.018045658245682716,
0.021669605746865273,
0.015522642992436886,
0.026296235620975494,
-0.09352573752403259,
-3.496084133303157e-8,
-0.022540664300322533,
-0.005471743643283844,
0.14811600744724274,
0.07009468227624893,
0.02745736390352249,
0.016592642292380333,
0.024864520877599716,
-0.0534132644534111,
-0.05995611846446991,
-0.05423938110470772,
0.04472609609365463,
-0.030542558059096336,
0.04637545719742775,
0.0977940559387207,
0.03455569967627525,
0.09826506674289703,
-0.007628985680639744,
0.02074197493493557,
-0.02173328585922718,
0.03408881649374962,
0.07068686932325363,
0.06747443228960037,
0.007323661353439093,
-0.04931332916021347,
-0.06351061910390854,
0.03910847008228302,
-0.09483735263347626,
0.010029556229710579,
-0.10250822454690933,
0.02381741628050804,
0.011478634551167488,
0.04513915628194809,
0.0010841148905456066,
0.0579238124191761,
0.026132317259907722,
-0.06186990812420845,
0.04173564910888672,
0.00042270205449312925,
-0.03382373973727226,
-0.060157161206007004,
0.00676317885518074,
-0.04113716259598732,
-0.013355116359889507,
0.03850487619638443,
0.024346645921468735,
-0.06658944487571716,
-0.02813146263360977,
-0.036149684339761734,
-0.003650312079116702,
0.05657937005162239,
0.024576706811785698,
0.003320476273074746,
-0.03256545215845108,
0.016634546220302582,
0.08467745780944824,
-0.008798651397228241,
-0.0007454959559254348,
0.05384773388504982,
-0.061996374279260635,
0.050787054002285004,
0.07753922045230865,
0.14272074401378632,
-0.04044574126601219,
0.009986767545342445
] | null | null | null | null | null | null | null |
[
-0.0010591436875984073,
0.01555678155273199,
-0.0010273748775944114,
-0.08049844950437546,
-0.02215045504271984,
-0.022210441529750824,
0.05096866935491562,
0.023900127038359642,
0.03472020477056503,
0.03541846573352814,
-0.054053597152233124,
-0.07220584154129028,
-0.05400620028376579,
-0.018574047833681107,
0.006552680395543575,
-0.04766619950532913,
0.04533471539616585,
-0.03330773860216141,
-0.024349207058548927,
0.10681451112031937,
-0.023550523445010185,
-0.05055540055036545,
0.024709520861506462,
-0.02800903096795082,
-0.0341612845659256,
0.031065411865711212,
-0.0045278025791049,
-0.0068117473274469376,
-0.0040655191987752914,
0.031153492629528046,
-0.0009415352251380682,
-0.017068417742848396,
-0.015035804361104965,
-0.04050571843981743,
0.06358007341623306,
0.006513023283332586,
-0.07331445068120956,
-0.017371710389852524,
-0.013436838053166866,
-0.0037221270613372326,
-0.002090951893478632,
-0.029572242870926857,
-0.023924129083752632,
-0.0003381683200132102,
0.1115175411105156,
0.05007766932249069,
0.05290823429822922,
-0.08492971956729889,
-0.046491820365190506,
-0.053130701184272766,
-0.08615917712450027,
-0.027080699801445007,
-0.03500876948237419,
-0.04694589227437973,
0.002257430925965309,
0.013277257792651653,
-0.0019385605119168758,
-0.024093396961688995,
-0.053803905844688416,
0.012268545106053352,
-0.036031629890203476,
0.03189985454082489,
-0.02910587750375271,
0.06910649687051773,
0.0384008064866066,
-0.051315683871507645,
0.0004401493351906538,
0.023011740297079086,
0.02394798956811428,
-0.049351006746292114,
0.007386271376162767,
0.06473369896411896,
-0.010412381961941719,
-0.06104164198040962,
0.04330862686038017,
0.018596617504954338,
-0.06505618244409561,
-0.03503763675689697,
0.01008028257638216,
-0.04915391653776169,
0.0428582988679409,
-0.021850308403372765,
0.02477797120809555,
0.04968627914786339,
-0.04391152039170265,
0.025178246200084686,
0.04708342254161835,
0.14848977327346802,
-0.07748124748468399,
0.07431396096944809,
-0.05641669034957886,
-0.0319051556289196,
-0.0881163701415062,
0.0064758132211863995,
-0.013748993165791035,
0.047811109572649,
-0.0650402158498764,
-0.03883764520287514,
0.003818195778876543,
0.017227163538336754,
0.04652857780456543,
0.025165598839521408,
0.018462810665369034,
0.041746463626623154,
-0.024517865851521492,
0.016672760248184204,
0.03530590608716011,
-0.045750319957733154,
0.053754933178424835,
0.02003735490143299,
-0.01738847605884075,
0.011970112100243568,
0.0388224720954895,
0.08053529262542725,
0.020739033818244934,
0.013554098084568977,
-0.002450579311698675,
0.067238450050354,
0.06820030510425568,
-0.08596282452344894,
0.04235536605119705,
-0.06055140867829323,
0.08340884745121002,
-0.020533666014671326,
0.03895975649356842,
-0.10378905385732651,
0.033070456236600876,
-2.0601447669572553e-33,
0.012114559300243855,
-0.08062247931957245,
0.08738827705383301,
0.006091559771448374,
0.11534999310970306,
0.010745905339717865,
0.016164040192961693,
-0.023692432790994644,
0.047526970505714417,
-0.004839051980525255,
0.00779105257242918,
0.04754037782549858,
0.015688475221395493,
0.10718591511249542,
-0.0323985330760479,
0.0427355132997036,
-0.14966627955436707,
0.03359003737568855,
-0.0034722306299954653,
-0.04772547259926796,
-0.011763694696128368,
0.03506582975387573,
-0.03514939919114113,
0.040720127522945404,
-0.010805202648043633,
0.005465998314321041,
-0.03209400549530983,
0.004612921271473169,
-0.008031121455132961,
-0.0021204326767474413,
-0.15354812145233154,
0.08585391193628311,
-0.08046992123126984,
-0.06004708260297775,
-0.028410084545612335,
0.04598364606499672,
0.13893753290176392,
-0.059176377952098846,
-0.06631897389888763,
-0.04486536979675293,
0.009352331049740314,
-0.005388497840613127,
0.03628934547305107,
0.051492296159267426,
-0.011565148830413818,
-0.017866846174001694,
0.0589078925549984,
0.04231169447302818,
0.03632952645421028,
-0.04765747860074043,
-0.05803419277071953,
-0.007996420376002789,
0.1837843507528305,
-0.06290639191865921,
0.01276745181530714,
0.019620072096586227,
0.025435561314225197,
0.05645301938056946,
0.032707471400499344,
0.019031228497624397,
-0.027171988040208817,
0.059240154922008514,
-0.0052249981090426445,
0.00250666169449687,
-0.0012012479128316045,
0.01512038242071867,
-0.10597509890794754,
-0.11651857942342758,
0.04091208428144455,
0.038671500980854034,
-0.031353909522295,
0.010627901181578636,
-0.05494362488389015,
-0.026868753135204315,
-0.033621303737163544,
-0.020055292174220085,
-0.04106820747256279,
0.07001228630542755,
-0.04353272169828415,
-0.05451815202832222,
0.09936636686325073,
-0.0562332384288311,
-0.11139602214097977,
-0.03706957772374153,
0.06357064098119736,
0.04284914955496788,
0.02679343707859516,
-0.06799986958503723,
-0.0117226243019104,
-0.01950041949748993,
-0.0030052943620830774,
-0.05446814373135567,
0.08719486743211746,
-0.027446500957012177,
-0.02945280447602272,
1.8588937056117486e-34,
-0.13087588548660278,
-0.06649518013000488,
-0.07394803315401077,
0.1395852267742157,
0.038334496319293976,
-0.01352235022932291,
-0.0006367092719301581,
-0.07553903758525848,
-0.0366455540060997,
-0.03493744507431984,
-0.0035929358564317226,
-0.028958678245544434,
0.04547692462801933,
0.0372002013027668,
-0.016141630709171295,
-0.04621987044811249,
-0.024644101038575172,
-0.01956857554614544,
0.005644872318953276,
0.020503051578998566,
0.06159338355064392,
0.08569391071796417,
-0.02078176848590374,
-0.027213383466005325,
-0.04256867617368698,
0.07701036334037781,
0.025124825537204742,
0.011325139552354813,
-0.007094440516084433,
-0.037301816046237946,
-0.033042531460523605,
0.020760230720043182,
-0.02695581316947937,
0.026759861037135124,
0.05941496044397354,
0.11194384098052979,
0.11710535734891891,
0.029180126264691353,
-0.014052901417016983,
-0.03612926974892616,
-0.021215206012129784,
-0.04117259755730629,
0.0035272163804620504,
0.004125773906707764,
0.008471228182315826,
-0.04261070117354393,
-0.04268483817577362,
-0.04383576661348343,
0.014482924714684486,
0.0264093279838562,
-0.04760977625846863,
0.044455636292696,
-0.07434307038784027,
-0.128907710313797,
-0.02569449320435524,
-0.08056197315454483,
-0.0402970090508461,
-0.06898500770330429,
0.07769928872585297,
-0.005700746551156044,
0.006816606968641281,
-0.03914609178900719,
0.01830369234085083,
0.003878420451655984,
0.03857500106096268,
0.028743045404553413,
-0.06848698854446411,
0.06883902847766876,
-0.013894547708332539,
-0.041622262448072433,
-0.026752328500151634,
-0.002380423480644822,
-0.01876571774482727,
0.03519509732723236,
0.09526417404413223,
0.035010404884815216,
0.010708286426961422,
-0.0016153017058968544,
0.015867037698626518,
0.03595610335469246,
-0.0006920109153725207,
-0.009993966668844223,
0.05082843825221062,
-0.007308532949537039,
-0.09080687165260315,
0.050796668976545334,
-0.04224173352122307,
0.02108689770102501,
-0.021691102534532547,
-0.03333441913127899,
0.018045658245682716,
0.021669605746865273,
0.015522642992436886,
0.026296235620975494,
-0.09352573752403259,
-3.496084133303157e-8,
-0.022540664300322533,
-0.005471743643283844,
0.14811600744724274,
0.07009468227624893,
0.02745736390352249,
0.016592642292380333,
0.024864520877599716,
-0.0534132644534111,
-0.05995611846446991,
-0.05423938110470772,
0.04472609609365463,
-0.030542558059096336,
0.04637545719742775,
0.0977940559387207,
0.03455569967627525,
0.09826506674289703,
-0.007628985680639744,
0.02074197493493557,
-0.02173328585922718,
0.03408881649374962,
0.07068686932325363,
0.06747443228960037,
0.007323661353439093,
-0.04931332916021347,
-0.06351061910390854,
0.03910847008228302,
-0.09483735263347626,
0.010029556229710579,
-0.10250822454690933,
0.02381741628050804,
0.011478634551167488,
0.04513915628194809,
0.0010841148905456066,
0.0579238124191761,
0.026132317259907722,
-0.06186990812420845,
0.04173564910888672,
0.00042270205449312925,
-0.03382373973727226,
-0.060157161206007004,
0.00676317885518074,
-0.04113716259598732,
-0.013355116359889507,
0.03850487619638443,
0.024346645921468735,
-0.06658944487571716,
-0.02813146263360977,
-0.036149684339761734,
-0.003650312079116702,
0.05657937005162239,
0.024576706811785698,
0.003320476273074746,
-0.03256545215845108,
0.016634546220302582,
0.08467745780944824,
-0.008798651397228241,
-0.0007454959559254348,
0.05384773388504982,
-0.061996374279260635,
0.050787054002285004,
0.07753922045230865,
0.14272074401378632,
-0.04044574126601219,
0.009986767545342445
] |
1402.5380
|
Eray Ozkural
|
Eray \"Ozkural
|
Godseed: Benevolent or Malevolent?
| null | null | null | null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
It is hypothesized by some thinkers that benign looking AI objectives may
result in powerful AI drives that may pose an existential risk to human
society. We analyze this scenario and find the underlying assumptions to be
unlikely. We examine the alternative scenario of what happens when universal
goals that are not human-centric are used for designing AI agents. We follow a
design approach that tries to exclude malevolent motivations from AI agents,
however, we see that objectives that seem benevolent may pose significant risk.
We consider the following meta-rules: preserve and pervade life and culture,
maximize the number of free minds, maximize intelligence, maximize wisdom,
maximize energy production, behave like human, seek pleasure, accelerate
evolution, survive, maximize control, and maximize capital. We also discuss
various solution approaches for benevolent behavior including selfless goals,
hybrid designs, Darwinism, universal constraints, semi-autonomy, and
generalization of robot laws. A "prime directive" for AI may help in
formulating an encompassing constraint for avoiding malicious behavior. We
hypothesize that social instincts for autonomous robots may be effective such
as attachment learning. We mention multiple beneficial scenarios for an
advanced semi-autonomous AGI agent in the near future including space
exploration, automation of industries, state functions, and cities. We conclude
that a beneficial AI agent with intelligence beyond human-level is possible and
has many practical use cases.
|
[
{
"created": "Sat, 1 Feb 2014 17:35:53 GMT",
"version": "v1"
},
{
"created": "Mon, 10 Oct 2016 21:43:51 GMT",
"version": "v2"
}
] |
2016-10-12
|
[
[
"Özkural",
"Eray",
""
]
] |
[
-0.01949596032500267,
0.0003507787187118083,
0.025799784809350967,
0.016407551243901253,
0.03888168931007385,
0.008058075793087482,
0.06113719195127487,
-0.0017850754084065557,
-0.025883784517645836,
0.062267083674669266,
0.00493609020486474,
-0.061163417994976044,
-0.00993543490767479,
0.0782088190317154,
-0.005109663587063551,
-0.019359705969691277,
0.08843404799699783,
0.023569170385599136,
-0.12421988695859909,
0.08686841279268265,
0.05736345052719116,
0.019516604021191597,
0.05577622354030609,
-0.036261625587940216,
-0.07218088209629059,
-0.041805513203144073,
0.046258676797151566,
-0.0640731006860733,
-0.04071297124028206,
-0.011167175136506557,
0.05079644173383713,
-0.05314163491129875,
0.06776890903711319,
-0.0294659323990345,
0.03517627716064453,
0.04923397675156593,
-0.0694347694516182,
-0.018608413636684418,
0.05620108172297478,
-0.08996473252773285,
0.03583454713225365,
-0.10633006691932678,
-0.005587656516581774,
-0.00920221395790577,
-0.018373947590589523,
0.02740771323442459,
-0.02001952938735485,
-0.10597517341375351,
0.03010289929807186,
-0.000886746565811336,
-0.053632404655218124,
-0.05081837251782417,
-0.017167996615171432,
-0.03123129904270172,
0.0076334355399012566,
-0.012595495209097862,
0.03551434352993965,
-0.029216259717941284,
-0.0046943482011556625,
-0.015924787148833275,
0.007302096113562584,
-0.06115971878170967,
0.032685182988643646,
-0.02133266068994999,
0.03190476819872856,
-0.0017288995441049337,
-0.047469913959503174,
0.04763215407729149,
-0.0758151113986969,
0.036617033183574677,
0.09163597971200943,
-0.0012408156180754304,
-0.08001147955656052,
-0.011946086771786213,
0.04478251561522484,
0.023163890466094017,
0.009352035820484161,
-0.02275209315121174,
0.04305114597082138,
-0.03339901566505432,
0.002937872661277652,
0.011255445890128613,
0.0010048059048131108,
0.0934898778796196,
-0.029068591073155403,
0.014539028517901897,
0.01350676640868187,
-0.02298162877559662,
0.0951809212565422,
0.07782676815986633,
-0.047243546694517136,
-0.00544991809874773,
0.014555233530700207,
-0.010753493756055832,
0.0786823183298111,
0.04924120754003525,
-0.06309162825345993,
-0.08080586791038513,
-0.12244121730327606,
0.08129021525382996,
-0.020374927669763565,
0.024617284536361694,
-0.048910971730947495,
0.020129013806581497,
-0.011624174192547798,
-0.0033328260760754347,
-0.061306387186050415,
-0.07412117719650269,
0.008065609261393547,
-0.03473660349845886,
-0.02554115653038025,
-0.0475422702729702,
0.038632359355688095,
-0.034852150827646255,
0.03825598210096359,
-0.020426977425813675,
0.014507542364299297,
0.07717762142419815,
0.07354484498500824,
-0.06467150896787643,
0.05557512119412422,
-0.04311173036694527,
0.08902140706777573,
0.12040272355079651,
0.08771069347858429,
-0.07459241896867752,
-0.07321146130561829,
1.1760937611057107e-33,
-0.006091866176575422,
-0.013919326476752758,
0.07884974032640457,
-0.009874846786260605,
-0.04815417900681496,
-0.08188343793153763,
0.019972631707787514,
0.0707581490278244,
-0.010481175035238266,
-0.00815766490995884,
-0.05111107602715492,
0.04774310439825058,
-0.01198817603290081,
0.06668610125780106,
0.039359383285045624,
0.03474128991365433,
0.04841972887516022,
-0.008680977858603,
0.035764895379543304,
-0.03072073496878147,
0.03215157613158226,
-0.029509522020816803,
-0.00023731576220598072,
-0.025359010323882103,
0.023854823783040047,
-0.060515355318784714,
0.005068178288638592,
-0.06859185546636581,
0.005570961628109217,
0.03451080247759819,
-0.10382913053035736,
0.10122723132371902,
-0.014292225241661072,
0.04723998159170151,
-0.04810093343257904,
0.0033352645114064217,
-0.17071770131587982,
0.018284758552908897,
-0.026596147567033768,
0.08346845209598541,
0.013207755982875824,
0.07982024550437927,
0.0203230082988739,
-0.025525996461510658,
0.021590067073702812,
-0.06859949976205826,
0.11961454153060913,
-0.010322625748813152,
-0.08794235438108444,
0.04539692774415016,
0.020580962300300598,
-0.00456519378349185,
0.08592139184474945,
-0.053605757653713226,
-0.004900353495031595,
-0.048399917781353,
0.0035145406145602465,
0.05338498204946518,
-0.06755088269710541,
-0.07280493527650833,
0.006431631278246641,
-0.06410568207502365,
-0.006555111613124609,
0.042265575379133224,
-0.014681325294077396,
0.04819616675376892,
0.03632761165499687,
0.013329603709280491,
-0.006180526223033667,
0.005895872600376606,
-0.019746730104088783,
0.0602390356361866,
-0.0544140599668026,
-0.08589575439691544,
-0.012517073191702366,
0.015664145350456238,
0.050359874963760376,
-0.06961384415626526,
0.05713935196399689,
-0.04441197216510773,
0.014415089972317219,
0.052229512482881546,
-0.039862580597400665,
-0.004730087239295244,
-0.0056881713680922985,
-0.05422664061188698,
0.013069589622318745,
-0.046403367072343826,
0.03274760767817497,
0.029351914301514626,
-0.024852687492966652,
-0.028794676065444946,
-0.04452867433428764,
0.11057095229625702,
-0.09255652874708176,
-2.5356430684534172e-33,
0.02429458685219288,
-0.11377180367708206,
-0.04549858346581459,
0.011940395459532738,
0.025003045797348022,
-0.04606952518224716,
-0.03621869161725044,
-0.08191289752721786,
0.006426227744668722,
0.03735526278614998,
-0.07603756338357925,
-0.01005890779197216,
0.10510457307100296,
0.021191561594605446,
-0.01562792807817459,
-0.020802875980734825,
0.0015068748034536839,
-0.02926955185830593,
-0.051671914756298065,
-0.005977510008960962,
0.051224686205387115,
0.16259372234344482,
-0.002644649473950267,
-0.0035261677112430334,
0.026960261166095734,
0.021969543769955635,
-0.055190909653902054,
0.09154032170772552,
0.004232135135680437,
0.0847155973315239,
-0.013075889088213444,
-0.012610469944775105,
-0.049156833440065384,
-0.011882681399583817,
0.020006489008665085,
0.11328314244747162,
0.028244758024811745,
0.038780275732278824,
0.007519490551203489,
0.048064108937978745,
0.022409485653042793,
-0.04083580523729324,
-0.015128608793020248,
0.0057112048380076885,
0.01069339457899332,
-0.0679234117269516,
0.02033398672938347,
0.015845756977796555,
-0.01257250364869833,
0.029332324862480164,
-0.01653326489031315,
0.03323468565940857,
-0.03293979912996292,
-0.03317620977759361,
-0.09799616038799286,
-0.0652255266904831,
0.0597669780254364,
-0.015386478044092655,
0.04250802844762802,
0.02938510663807392,
-0.0032981375698000193,
-0.013689590618014336,
-0.00016101953224278986,
0.04975069686770439,
-0.14477063715457916,
0.01708286441862583,
0.019622430205345154,
0.040583644062280655,
-0.014675195328891277,
-0.024275612086057663,
0.05912565812468529,
-0.025448478758335114,
0.0019744818564504385,
-0.03877556696534157,
-0.027183236554265022,
0.07322519272565842,
0.056383758783340454,
-0.04695124179124832,
0.016254503279924393,
-0.002803034847602248,
-0.0418216772377491,
0.014617444947361946,
0.05685388296842575,
0.06312646716833115,
-0.09333062916994095,
0.010356279090046883,
-0.049774691462516785,
0.05452980101108551,
-0.01208087895065546,
0.011458204127848148,
-0.040080852806568146,
-0.01824774220585823,
0.012657641433179379,
0.09824155271053314,
-0.11001753062009811,
-4.905259842757914e-8,
0.007603084668517113,
-0.023072324693202972,
0.06100377440452576,
0.029539473354816437,
0.033384550362825394,
0.04826769232749939,
-0.07639935612678528,
-0.09441028535366058,
-0.015006031841039658,
-0.0022698414977639914,
0.05087118595838547,
0.03103271685540676,
0.016921818256378174,
0.019904769957065582,
-0.006374900694936514,
0.04053261876106262,
0.04922519624233246,
0.018853873014450073,
-0.03744149208068848,
-0.014017775654792786,
0.044530510902404785,
0.018435347825288773,
-0.02534053660929203,
-0.05878511816263199,
-0.013136346824467182,
-0.07939726859331131,
-0.09590042382478714,
-0.003703094320371747,
0.012895100750029087,
0.10448941588401794,
0.007037716452032328,
-0.026641426607966423,
-0.006571166682988405,
0.008959293365478516,
0.03865337371826172,
0.01962892897427082,
-0.01682267151772976,
-0.07232047617435455,
-0.024906102567911148,
-0.006929893512278795,
0.08618725836277008,
0.12311766296625137,
-0.046136803925037384,
-0.026479704305529594,
0.039437465369701385,
-0.0011876330245286226,
-0.0214370246976614,
-0.1359260231256485,
0.019229337573051453,
0.043460384011268616,
-0.010146448388695717,
-0.03646944463253021,
-0.06507591158151627,
0.09877513349056244,
0.09561856836080551,
-0.021015819162130356,
0.044301822781562805,
0.017879538238048553,
-0.013257002457976341,
0.10206706821918488,
0.07412496209144592,
-0.019305936992168427,
-0.039804283529520035,
-0.04802139848470688
] | null | null | null | null | null | null | null |
[
-0.01949596032500267,
0.0003507787187118083,
0.025799784809350967,
0.016407551243901253,
0.03888168931007385,
0.008058075793087482,
0.06113719195127487,
-0.0017850754084065557,
-0.025883784517645836,
0.062267083674669266,
0.00493609020486474,
-0.061163417994976044,
-0.00993543490767479,
0.0782088190317154,
-0.005109663587063551,
-0.019359705969691277,
0.08843404799699783,
0.023569170385599136,
-0.12421988695859909,
0.08686841279268265,
0.05736345052719116,
0.019516604021191597,
0.05577622354030609,
-0.036261625587940216,
-0.07218088209629059,
-0.041805513203144073,
0.046258676797151566,
-0.0640731006860733,
-0.04071297124028206,
-0.011167175136506557,
0.05079644173383713,
-0.05314163491129875,
0.06776890903711319,
-0.0294659323990345,
0.03517627716064453,
0.04923397675156593,
-0.0694347694516182,
-0.018608413636684418,
0.05620108172297478,
-0.08996473252773285,
0.03583454713225365,
-0.10633006691932678,
-0.005587656516581774,
-0.00920221395790577,
-0.018373947590589523,
0.02740771323442459,
-0.02001952938735485,
-0.10597517341375351,
0.03010289929807186,
-0.000886746565811336,
-0.053632404655218124,
-0.05081837251782417,
-0.017167996615171432,
-0.03123129904270172,
0.0076334355399012566,
-0.012595495209097862,
0.03551434352993965,
-0.029216259717941284,
-0.0046943482011556625,
-0.015924787148833275,
0.007302096113562584,
-0.06115971878170967,
0.032685182988643646,
-0.02133266068994999,
0.03190476819872856,
-0.0017288995441049337,
-0.047469913959503174,
0.04763215407729149,
-0.0758151113986969,
0.036617033183574677,
0.09163597971200943,
-0.0012408156180754304,
-0.08001147955656052,
-0.011946086771786213,
0.04478251561522484,
0.023163890466094017,
0.009352035820484161,
-0.02275209315121174,
0.04305114597082138,
-0.03339901566505432,
0.002937872661277652,
0.011255445890128613,
0.0010048059048131108,
0.0934898778796196,
-0.029068591073155403,
0.014539028517901897,
0.01350676640868187,
-0.02298162877559662,
0.0951809212565422,
0.07782676815986633,
-0.047243546694517136,
-0.00544991809874773,
0.014555233530700207,
-0.010753493756055832,
0.0786823183298111,
0.04924120754003525,
-0.06309162825345993,
-0.08080586791038513,
-0.12244121730327606,
0.08129021525382996,
-0.020374927669763565,
0.024617284536361694,
-0.048910971730947495,
0.020129013806581497,
-0.011624174192547798,
-0.0033328260760754347,
-0.061306387186050415,
-0.07412117719650269,
0.008065609261393547,
-0.03473660349845886,
-0.02554115653038025,
-0.0475422702729702,
0.038632359355688095,
-0.034852150827646255,
0.03825598210096359,
-0.020426977425813675,
0.014507542364299297,
0.07717762142419815,
0.07354484498500824,
-0.06467150896787643,
0.05557512119412422,
-0.04311173036694527,
0.08902140706777573,
0.12040272355079651,
0.08771069347858429,
-0.07459241896867752,
-0.07321146130561829,
1.1760937611057107e-33,
-0.006091866176575422,
-0.013919326476752758,
0.07884974032640457,
-0.009874846786260605,
-0.04815417900681496,
-0.08188343793153763,
0.019972631707787514,
0.0707581490278244,
-0.010481175035238266,
-0.00815766490995884,
-0.05111107602715492,
0.04774310439825058,
-0.01198817603290081,
0.06668610125780106,
0.039359383285045624,
0.03474128991365433,
0.04841972887516022,
-0.008680977858603,
0.035764895379543304,
-0.03072073496878147,
0.03215157613158226,
-0.029509522020816803,
-0.00023731576220598072,
-0.025359010323882103,
0.023854823783040047,
-0.060515355318784714,
0.005068178288638592,
-0.06859185546636581,
0.005570961628109217,
0.03451080247759819,
-0.10382913053035736,
0.10122723132371902,
-0.014292225241661072,
0.04723998159170151,
-0.04810093343257904,
0.0033352645114064217,
-0.17071770131587982,
0.018284758552908897,
-0.026596147567033768,
0.08346845209598541,
0.013207755982875824,
0.07982024550437927,
0.0203230082988739,
-0.025525996461510658,
0.021590067073702812,
-0.06859949976205826,
0.11961454153060913,
-0.010322625748813152,
-0.08794235438108444,
0.04539692774415016,
0.020580962300300598,
-0.00456519378349185,
0.08592139184474945,
-0.053605757653713226,
-0.004900353495031595,
-0.048399917781353,
0.0035145406145602465,
0.05338498204946518,
-0.06755088269710541,
-0.07280493527650833,
0.006431631278246641,
-0.06410568207502365,
-0.006555111613124609,
0.042265575379133224,
-0.014681325294077396,
0.04819616675376892,
0.03632761165499687,
0.013329603709280491,
-0.006180526223033667,
0.005895872600376606,
-0.019746730104088783,
0.0602390356361866,
-0.0544140599668026,
-0.08589575439691544,
-0.012517073191702366,
0.015664145350456238,
0.050359874963760376,
-0.06961384415626526,
0.05713935196399689,
-0.04441197216510773,
0.014415089972317219,
0.052229512482881546,
-0.039862580597400665,
-0.004730087239295244,
-0.0056881713680922985,
-0.05422664061188698,
0.013069589622318745,
-0.046403367072343826,
0.03274760767817497,
0.029351914301514626,
-0.024852687492966652,
-0.028794676065444946,
-0.04452867433428764,
0.11057095229625702,
-0.09255652874708176,
-2.5356430684534172e-33,
0.02429458685219288,
-0.11377180367708206,
-0.04549858346581459,
0.011940395459532738,
0.025003045797348022,
-0.04606952518224716,
-0.03621869161725044,
-0.08191289752721786,
0.006426227744668722,
0.03735526278614998,
-0.07603756338357925,
-0.01005890779197216,
0.10510457307100296,
0.021191561594605446,
-0.01562792807817459,
-0.020802875980734825,
0.0015068748034536839,
-0.02926955185830593,
-0.051671914756298065,
-0.005977510008960962,
0.051224686205387115,
0.16259372234344482,
-0.002644649473950267,
-0.0035261677112430334,
0.026960261166095734,
0.021969543769955635,
-0.055190909653902054,
0.09154032170772552,
0.004232135135680437,
0.0847155973315239,
-0.013075889088213444,
-0.012610469944775105,
-0.049156833440065384,
-0.011882681399583817,
0.020006489008665085,
0.11328314244747162,
0.028244758024811745,
0.038780275732278824,
0.007519490551203489,
0.048064108937978745,
0.022409485653042793,
-0.04083580523729324,
-0.015128608793020248,
0.0057112048380076885,
0.01069339457899332,
-0.0679234117269516,
0.02033398672938347,
0.015845756977796555,
-0.01257250364869833,
0.029332324862480164,
-0.01653326489031315,
0.03323468565940857,
-0.03293979912996292,
-0.03317620977759361,
-0.09799616038799286,
-0.0652255266904831,
0.0597669780254364,
-0.015386478044092655,
0.04250802844762802,
0.02938510663807392,
-0.0032981375698000193,
-0.013689590618014336,
-0.00016101953224278986,
0.04975069686770439,
-0.14477063715457916,
0.01708286441862583,
0.019622430205345154,
0.040583644062280655,
-0.014675195328891277,
-0.024275612086057663,
0.05912565812468529,
-0.025448478758335114,
0.0019744818564504385,
-0.03877556696534157,
-0.027183236554265022,
0.07322519272565842,
0.056383758783340454,
-0.04695124179124832,
0.016254503279924393,
-0.002803034847602248,
-0.0418216772377491,
0.014617444947361946,
0.05685388296842575,
0.06312646716833115,
-0.09333062916994095,
0.010356279090046883,
-0.049774691462516785,
0.05452980101108551,
-0.01208087895065546,
0.011458204127848148,
-0.040080852806568146,
-0.01824774220585823,
0.012657641433179379,
0.09824155271053314,
-0.11001753062009811,
-4.905259842757914e-8,
0.007603084668517113,
-0.023072324693202972,
0.06100377440452576,
0.029539473354816437,
0.033384550362825394,
0.04826769232749939,
-0.07639935612678528,
-0.09441028535366058,
-0.015006031841039658,
-0.0022698414977639914,
0.05087118595838547,
0.03103271685540676,
0.016921818256378174,
0.019904769957065582,
-0.006374900694936514,
0.04053261876106262,
0.04922519624233246,
0.018853873014450073,
-0.03744149208068848,
-0.014017775654792786,
0.044530510902404785,
0.018435347825288773,
-0.02534053660929203,
-0.05878511816263199,
-0.013136346824467182,
-0.07939726859331131,
-0.09590042382478714,
-0.003703094320371747,
0.012895100750029087,
0.10448941588401794,
0.007037716452032328,
-0.026641426607966423,
-0.006571166682988405,
0.008959293365478516,
0.03865337371826172,
0.01962892897427082,
-0.01682267151772976,
-0.07232047617435455,
-0.024906102567911148,
-0.006929893512278795,
0.08618725836277008,
0.12311766296625137,
-0.046136803925037384,
-0.026479704305529594,
0.039437465369701385,
-0.0011876330245286226,
-0.0214370246976614,
-0.1359260231256485,
0.019229337573051453,
0.043460384011268616,
-0.010146448388695717,
-0.03646944463253021,
-0.06507591158151627,
0.09877513349056244,
0.09561856836080551,
-0.021015819162130356,
0.044301822781562805,
0.017879538238048553,
-0.013257002457976341,
0.10206706821918488,
0.07412496209144592,
-0.019305936992168427,
-0.039804283529520035,
-0.04802139848470688
] |
1402.5381
|
Pei-Hsun Wang
|
Pei-Hsun Wang, Yi Xuan, Jian Wang, Xiaoxiao Xue, Daniel E. Leaird,
Minghao Qi, and Andrew M. Weiner
|
Coherent Frequency Comb Generation in a Silicon Nitride Microresonator
with Anomalous Dispersion
| null | null | null | null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We observe a transition to a coherent-comb state in a SiN-microresonator with
anomalous dispersion. Although ~300 fs pulse trains are generated after
line-by-line shaping, the intensity within the microring does not appear to be
pulse-like.
|
[
{
"created": "Fri, 21 Feb 2014 18:49:06 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Wang",
"Pei-Hsun",
""
],
[
"Xuan",
"Yi",
""
],
[
"Wang",
"Jian",
""
],
[
"Xue",
"Xiaoxiao",
""
],
[
"Leaird",
"Daniel E.",
""
],
[
"Qi",
"Minghao",
""
],
[
"Weiner",
"Andrew M.",
""
]
] |
[
-0.05360526964068413,
0.03076517954468727,
-0.04600656032562256,
0.02631153166294098,
-0.111740343272686,
-0.03062554821372032,
0.03781772404909134,
-0.061991918832063675,
-0.04802862927317619,
-0.011673705652356148,
0.044934939593076706,
0.008452394977211952,
-0.018450019881129265,
-0.01908477395772934,
0.004879713524132967,
0.01955714076757431,
-0.018908873200416565,
-0.052788637578487396,
0.008167870342731476,
0.039613135159015656,
0.06203899905085564,
-0.08219430595636368,
-0.06423190981149673,
-0.057435691356658936,
0.05440077558159828,
0.029668476432561874,
0.0494963712990284,
-0.04834882542490959,
0.021126914769411087,
-0.015304898843169212,
0.03325695917010307,
0.06895610690116882,
-0.05499133840203285,
-0.020688064396381378,
0.03319666162133217,
-0.032734327018260956,
0.0884515717625618,
0.06402178853750229,
0.02778242900967598,
0.05065786466002464,
0.029041221365332603,
0.00662236800417304,
0.04223116487264633,
0.012979814782738686,
-0.08704394847154617,
-0.007806931622326374,
0.028363140299916267,
0.017609110102057457,
-0.07397835701704025,
-0.047894254326820374,
0.03126121312379837,
0.05447764694690704,
-0.04630902037024498,
-0.009635097347199917,
0.021783487871289253,
0.03049243614077568,
0.049660224467515945,
0.019305624067783356,
-0.016392704099416733,
-0.060602035373449326,
-0.07040801644325256,
0.007250525522977114,
-0.006111632101237774,
0.0034458243753761053,
-0.02734243869781494,
0.00024377832596655935,
0.049229566007852554,
0.058256346732378006,
0.05043771117925644,
-0.027325613424181938,
0.05688944458961487,
-0.05164080113172531,
-0.001959093613550067,
0.01705952174961567,
0.05606862157583237,
-0.03205052390694618,
-0.027523959055542946,
0.08682427555322647,
0.03630391135811806,
0.13817079365253448,
-0.06684118509292603,
-0.09866705536842346,
-0.02549021877348423,
-0.05668989568948746,
0.026556868106126785,
0.05949341878294945,
-0.05818723514676094,
-0.04931614175438881,
-0.07859324663877487,
-0.0014332295395433903,
-0.04921916872262955,
0.016758577898144722,
-0.005552089307457209,
-0.0449109822511673,
0.05033706873655319,
-0.050797343254089355,
-0.007616415154188871,
-0.008790225721895695,
0.0853678286075592,
-0.015287075191736221,
0.04672444611787796,
-0.022303704172372818,
0.020614830777049065,
0.09176589548587799,
-0.056584786623716354,
-0.033140528947114944,
0.04017329216003418,
0.11631408333778381,
-0.014706006273627281,
0.02680048905313015,
0.06144656240940094,
0.02195822075009346,
0.045061949640512466,
-0.024090072140097618,
0.08151566982269287,
0.0538795180618763,
-0.07213248312473297,
0.05823409929871559,
0.07111353427171707,
0.009972046129405499,
-0.05816027522087097,
0.046940986067056656,
-0.17378458380699158,
0.007591643836349249,
-0.04187501594424248,
0.09301472455263138,
-0.0314750149846077,
-2.4861958985860777e-33,
0.03680437058210373,
0.07988768815994263,
-0.004023782908916473,
-0.013726110570132732,
-0.06457575410604477,
0.013389031402766705,
0.03102935291826725,
-0.05652689188718796,
-0.033902961760759354,
-0.012362637557089329,
-0.021488575264811516,
0.014699773862957954,
-0.0027308857534080744,
0.015593985095620155,
-0.04165453091263771,
-0.12605500221252441,
0.048500046133995056,
-0.044519077986478806,
-0.05124903470277786,
0.017876600846648216,
0.04272579029202461,
0.03207175433635712,
0.0028802305459976196,
0.0030733670573681593,
-0.012563604861497879,
0.00042595071136020124,
-0.030104801058769226,
0.010224033147096634,
0.06730733811855316,
0.0032162910792976618,
-0.03732572868466377,
0.004399983678013086,
-0.0027326615527272224,
-0.04707111045718193,
0.07518509030342102,
0.019249916076660156,
0.010664017871022224,
0.04374180734157562,
-0.01343559566885233,
0.023493243381381035,
-0.032867975533008575,
-0.052618373185396194,
-0.028690535575151443,
0.05342103913426399,
0.005458850413560867,
-0.0380077101290226,
-0.0422472208738327,
-0.03588544577360153,
-0.03906777501106262,
-0.016639329493045807,
0.015846064314246178,
-0.08096093684434891,
0.061574459075927734,
0.03955232724547386,
0.08800218254327774,
-0.05888348072767258,
0.06101127713918686,
-0.092220239341259,
-0.04548778012394905,
-0.05739102140069008,
0.023222265765070915,
-0.08504272997379303,
0.0323886014521122,
0.03248097375035286,
0.0024453923106193542,
0.08343293517827988,
-0.023662405088543892,
0.00033569266088306904,
0.030092131346464157,
0.07529419660568237,
0.018339945003390312,
0.1021246612071991,
0.03744219243526459,
-0.09002961963415146,
0.12154622375965118,
0.010161671787500381,
0.005130402278155088,
0.07555089145898819,
-0.008881250396370888,
0.043697260320186615,
0.07944110035896301,
-0.05829465016722679,
-0.10430432856082916,
-0.023992247879505157,
-0.0002841072273440659,
0.04674965515732765,
-0.028619742020964622,
-0.04498276486992836,
-0.041994404047727585,
-0.028514152392745018,
0.039142392575740814,
-0.015133120119571686,
0.07651887834072113,
-0.005354167893528938,
-0.051699087023735046,
4.932891789071169e-34,
0.07005210220813751,
-0.04399487003684044,
0.0802222490310669,
0.019768502563238144,
0.03668048977851868,
0.12535467743873596,
0.0896083414554596,
0.09682554006576538,
-0.061603471636772156,
-0.06727206707000732,
0.026188766583800316,
0.02918664924800396,
0.03195536136627197,
-0.035918157547712326,
-0.10426558554172516,
-0.011374417692422867,
0.07371854782104492,
-0.049622487276792526,
0.1891339272260666,
0.03132695332169533,
0.027198323979973793,
-0.10927363485097885,
0.019354019314050674,
-0.00046693749027326703,
0.012170451693236828,
-0.032556742429733276,
-0.04768417403101921,
-0.022680824622511864,
0.02790350839495659,
-0.0767427310347557,
0.07553083449602127,
-0.029478585347533226,
0.012207451276481152,
-0.04280022904276848,
-0.08246707171201706,
0.04502195492386818,
0.026998072862625122,
0.05316152051091194,
-0.01897129788994789,
-0.027300754562020302,
0.0044629224576056,
-0.028863998129963875,
0.03032413125038147,
0.14479877054691315,
-0.018801860511302948,
0.00967064406722784,
-0.0230857040733099,
-0.04842006415128708,
-0.1122167780995369,
0.012043281458318233,
-0.09885534644126892,
0.024872567504644394,
0.023199349641799927,
0.033102113753557205,
-0.09895558655261993,
0.030004041269421577,
-0.02776956558227539,
0.06568649411201477,
-0.04831881448626518,
0.07630091160535812,
-0.02976042777299881,
0.0010890612611547112,
-0.051286857575178146,
-0.04776238277554512,
0.059026818722486496,
0.03760828822851181,
-0.02710983343422413,
-0.035588573664426804,
0.07884994149208069,
-0.0017227191710844636,
0.03102947771549225,
-0.025317920371890068,
-0.04048823192715645,
-0.04649534821510315,
0.0327574796974659,
-0.034479331225156784,
-0.026047836989164352,
-0.06843701004981995,
0.007876075804233551,
0.08561643958091736,
0.03241599723696709,
0.031530220061540604,
-0.061236899346113205,
-0.002567872405052185,
0.013734940439462662,
-0.044973377138376236,
-0.029498806223273277,
0.03868398442864418,
-0.03425900638103485,
0.040066517889499664,
-0.044651806354522705,
0.0310199074447155,
0.0020436632912606,
-0.08584894984960556,
0.09971447288990021,
-3.286453775785958e-8,
0.02928774617612362,
0.0484929159283638,
-0.04150586947798729,
0.05088716745376587,
0.04789969325065613,
0.01368213165551424,
-0.006135143805295229,
-0.04297465458512306,
-0.019827421754598618,
-0.05361751839518547,
0.01276140846312046,
-0.023842252790927887,
-0.03059312142431736,
-0.05630851164460182,
0.10279462486505508,
-0.031784120947122574,
0.029056217521429062,
0.01166138332337141,
0.03146018460392952,
-0.0085481321439147,
0.055020928382873535,
0.04528222978115082,
-0.0053593167103827,
0.021014077588915825,
-0.0809314176440239,
-0.010536841116845608,
-0.047864366322755814,
0.021129995584487915,
-0.015159226022660732,
0.023515596985816956,
-0.0644274577498436,
-0.008958902209997177,
0.013175279833376408,
-0.020785538479685783,
-0.12692460417747498,
-0.049125730991363525,
-0.06930326670408249,
-0.007571475580334663,
0.03516005352139473,
-0.08121111243963242,
0.06642792373895645,
0.04812369495630264,
-0.030952133238315582,
0.028575999662280083,
-0.07391176372766495,
-0.014416083693504333,
0.04759056121110916,
-0.04491756856441498,
-0.04363606125116348,
0.04503989592194557,
-0.05625888332724571,
0.04500221833586693,
-0.029277360066771507,
-0.0440523698925972,
-0.05164039880037308,
-0.009068917483091354,
-0.03328714519739151,
0.03795487806200981,
-0.05070747062563896,
0.03913484141230583,
0.023072127252817154,
-0.012606405653059483,
0.0008205179474316537,
0.028925038874149323
] | null | null | null | null | null | null | null |
[
-0.05360526964068413,
0.03076517954468727,
-0.04600656032562256,
0.02631153166294098,
-0.111740343272686,
-0.03062554821372032,
0.03781772404909134,
-0.061991918832063675,
-0.04802862927317619,
-0.011673705652356148,
0.044934939593076706,
0.008452394977211952,
-0.018450019881129265,
-0.01908477395772934,
0.004879713524132967,
0.01955714076757431,
-0.018908873200416565,
-0.052788637578487396,
0.008167870342731476,
0.039613135159015656,
0.06203899905085564,
-0.08219430595636368,
-0.06423190981149673,
-0.057435691356658936,
0.05440077558159828,
0.029668476432561874,
0.0494963712990284,
-0.04834882542490959,
0.021126914769411087,
-0.015304898843169212,
0.03325695917010307,
0.06895610690116882,
-0.05499133840203285,
-0.020688064396381378,
0.03319666162133217,
-0.032734327018260956,
0.0884515717625618,
0.06402178853750229,
0.02778242900967598,
0.05065786466002464,
0.029041221365332603,
0.00662236800417304,
0.04223116487264633,
0.012979814782738686,
-0.08704394847154617,
-0.007806931622326374,
0.028363140299916267,
0.017609110102057457,
-0.07397835701704025,
-0.047894254326820374,
0.03126121312379837,
0.05447764694690704,
-0.04630902037024498,
-0.009635097347199917,
0.021783487871289253,
0.03049243614077568,
0.049660224467515945,
0.019305624067783356,
-0.016392704099416733,
-0.060602035373449326,
-0.07040801644325256,
0.007250525522977114,
-0.006111632101237774,
0.0034458243753761053,
-0.02734243869781494,
0.00024377832596655935,
0.049229566007852554,
0.058256346732378006,
0.05043771117925644,
-0.027325613424181938,
0.05688944458961487,
-0.05164080113172531,
-0.001959093613550067,
0.01705952174961567,
0.05606862157583237,
-0.03205052390694618,
-0.027523959055542946,
0.08682427555322647,
0.03630391135811806,
0.13817079365253448,
-0.06684118509292603,
-0.09866705536842346,
-0.02549021877348423,
-0.05668989568948746,
0.026556868106126785,
0.05949341878294945,
-0.05818723514676094,
-0.04931614175438881,
-0.07859324663877487,
-0.0014332295395433903,
-0.04921916872262955,
0.016758577898144722,
-0.005552089307457209,
-0.0449109822511673,
0.05033706873655319,
-0.050797343254089355,
-0.007616415154188871,
-0.008790225721895695,
0.0853678286075592,
-0.015287075191736221,
0.04672444611787796,
-0.022303704172372818,
0.020614830777049065,
0.09176589548587799,
-0.056584786623716354,
-0.033140528947114944,
0.04017329216003418,
0.11631408333778381,
-0.014706006273627281,
0.02680048905313015,
0.06144656240940094,
0.02195822075009346,
0.045061949640512466,
-0.024090072140097618,
0.08151566982269287,
0.0538795180618763,
-0.07213248312473297,
0.05823409929871559,
0.07111353427171707,
0.009972046129405499,
-0.05816027522087097,
0.046940986067056656,
-0.17378458380699158,
0.007591643836349249,
-0.04187501594424248,
0.09301472455263138,
-0.0314750149846077,
-2.4861958985860777e-33,
0.03680437058210373,
0.07988768815994263,
-0.004023782908916473,
-0.013726110570132732,
-0.06457575410604477,
0.013389031402766705,
0.03102935291826725,
-0.05652689188718796,
-0.033902961760759354,
-0.012362637557089329,
-0.021488575264811516,
0.014699773862957954,
-0.0027308857534080744,
0.015593985095620155,
-0.04165453091263771,
-0.12605500221252441,
0.048500046133995056,
-0.044519077986478806,
-0.05124903470277786,
0.017876600846648216,
0.04272579029202461,
0.03207175433635712,
0.0028802305459976196,
0.0030733670573681593,
-0.012563604861497879,
0.00042595071136020124,
-0.030104801058769226,
0.010224033147096634,
0.06730733811855316,
0.0032162910792976618,
-0.03732572868466377,
0.004399983678013086,
-0.0027326615527272224,
-0.04707111045718193,
0.07518509030342102,
0.019249916076660156,
0.010664017871022224,
0.04374180734157562,
-0.01343559566885233,
0.023493243381381035,
-0.032867975533008575,
-0.052618373185396194,
-0.028690535575151443,
0.05342103913426399,
0.005458850413560867,
-0.0380077101290226,
-0.0422472208738327,
-0.03588544577360153,
-0.03906777501106262,
-0.016639329493045807,
0.015846064314246178,
-0.08096093684434891,
0.061574459075927734,
0.03955232724547386,
0.08800218254327774,
-0.05888348072767258,
0.06101127713918686,
-0.092220239341259,
-0.04548778012394905,
-0.05739102140069008,
0.023222265765070915,
-0.08504272997379303,
0.0323886014521122,
0.03248097375035286,
0.0024453923106193542,
0.08343293517827988,
-0.023662405088543892,
0.00033569266088306904,
0.030092131346464157,
0.07529419660568237,
0.018339945003390312,
0.1021246612071991,
0.03744219243526459,
-0.09002961963415146,
0.12154622375965118,
0.010161671787500381,
0.005130402278155088,
0.07555089145898819,
-0.008881250396370888,
0.043697260320186615,
0.07944110035896301,
-0.05829465016722679,
-0.10430432856082916,
-0.023992247879505157,
-0.0002841072273440659,
0.04674965515732765,
-0.028619742020964622,
-0.04498276486992836,
-0.041994404047727585,
-0.028514152392745018,
0.039142392575740814,
-0.015133120119571686,
0.07651887834072113,
-0.005354167893528938,
-0.051699087023735046,
4.932891789071169e-34,
0.07005210220813751,
-0.04399487003684044,
0.0802222490310669,
0.019768502563238144,
0.03668048977851868,
0.12535467743873596,
0.0896083414554596,
0.09682554006576538,
-0.061603471636772156,
-0.06727206707000732,
0.026188766583800316,
0.02918664924800396,
0.03195536136627197,
-0.035918157547712326,
-0.10426558554172516,
-0.011374417692422867,
0.07371854782104492,
-0.049622487276792526,
0.1891339272260666,
0.03132695332169533,
0.027198323979973793,
-0.10927363485097885,
0.019354019314050674,
-0.00046693749027326703,
0.012170451693236828,
-0.032556742429733276,
-0.04768417403101921,
-0.022680824622511864,
0.02790350839495659,
-0.0767427310347557,
0.07553083449602127,
-0.029478585347533226,
0.012207451276481152,
-0.04280022904276848,
-0.08246707171201706,
0.04502195492386818,
0.026998072862625122,
0.05316152051091194,
-0.01897129788994789,
-0.027300754562020302,
0.0044629224576056,
-0.028863998129963875,
0.03032413125038147,
0.14479877054691315,
-0.018801860511302948,
0.00967064406722784,
-0.0230857040733099,
-0.04842006415128708,
-0.1122167780995369,
0.012043281458318233,
-0.09885534644126892,
0.024872567504644394,
0.023199349641799927,
0.033102113753557205,
-0.09895558655261993,
0.030004041269421577,
-0.02776956558227539,
0.06568649411201477,
-0.04831881448626518,
0.07630091160535812,
-0.02976042777299881,
0.0010890612611547112,
-0.051286857575178146,
-0.04776238277554512,
0.059026818722486496,
0.03760828822851181,
-0.02710983343422413,
-0.035588573664426804,
0.07884994149208069,
-0.0017227191710844636,
0.03102947771549225,
-0.025317920371890068,
-0.04048823192715645,
-0.04649534821510315,
0.0327574796974659,
-0.034479331225156784,
-0.026047836989164352,
-0.06843701004981995,
0.007876075804233551,
0.08561643958091736,
0.03241599723696709,
0.031530220061540604,
-0.061236899346113205,
-0.002567872405052185,
0.013734940439462662,
-0.044973377138376236,
-0.029498806223273277,
0.03868398442864418,
-0.03425900638103485,
0.040066517889499664,
-0.044651806354522705,
0.0310199074447155,
0.0020436632912606,
-0.08584894984960556,
0.09971447288990021,
-3.286453775785958e-8,
0.02928774617612362,
0.0484929159283638,
-0.04150586947798729,
0.05088716745376587,
0.04789969325065613,
0.01368213165551424,
-0.006135143805295229,
-0.04297465458512306,
-0.019827421754598618,
-0.05361751839518547,
0.01276140846312046,
-0.023842252790927887,
-0.03059312142431736,
-0.05630851164460182,
0.10279462486505508,
-0.031784120947122574,
0.029056217521429062,
0.01166138332337141,
0.03146018460392952,
-0.0085481321439147,
0.055020928382873535,
0.04528222978115082,
-0.0053593167103827,
0.021014077588915825,
-0.0809314176440239,
-0.010536841116845608,
-0.047864366322755814,
0.021129995584487915,
-0.015159226022660732,
0.023515596985816956,
-0.0644274577498436,
-0.008958902209997177,
0.013175279833376408,
-0.020785538479685783,
-0.12692460417747498,
-0.049125730991363525,
-0.06930326670408249,
-0.007571475580334663,
0.03516005352139473,
-0.08121111243963242,
0.06642792373895645,
0.04812369495630264,
-0.030952133238315582,
0.028575999662280083,
-0.07391176372766495,
-0.014416083693504333,
0.04759056121110916,
-0.04491756856441498,
-0.04363606125116348,
0.04503989592194557,
-0.05625888332724571,
0.04500221833586693,
-0.029277360066771507,
-0.0440523698925972,
-0.05164039880037308,
-0.009068917483091354,
-0.03328714519739151,
0.03795487806200981,
-0.05070747062563896,
0.03913484141230583,
0.023072127252817154,
-0.012606405653059483,
0.0008205179474316537,
0.028925038874149323
] |
1402.5382
|
Giuseppe Iurato
|
Giuseppe Iurato
|
Pathways of History of Elementary Particle Physics
|
History of Modern Physics case studies. arXiv admin note: text
overlap with arXiv:0902.3360 by other authors
| null | null | null |
physics.hist-ph
|
http://creativecommons.org/licenses/publicdomain/
|
In this first paper, we briefly retrace some historical pathways of modern
physics of 20th Century. In particular, we have considered some moments of
cosmic ray physics and, above all, the early theoretical and experimental bases
which will lead to the first exact measurements of the anomalous magnetic
moment of the muon, one of the main high precision tests of QED.
|
[
{
"created": "Sat, 1 Feb 2014 11:58:37 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Iurato",
"Giuseppe",
""
]
] |
[
-0.16331668198108673,
0.031802427023649216,
0.03560476750135422,
0.04602582007646561,
0.020110275596380234,
-0.01845603808760643,
0.0144710848107934,
0.10710442811250687,
0.007195104844868183,
-0.000582992797717452,
0.024232417345046997,
-0.000525312265381217,
-0.009634539484977722,
0.0498897060751915,
-0.038115229457616806,
-0.0031621702946722507,
-0.037786729633808136,
0.000825394585262984,
-0.02000659517943859,
0.04314760863780975,
-0.04472307860851288,
0.029048483818769455,
0.03038240224123001,
0.040409497916698456,
0.04063589125871658,
-0.10897789150476456,
0.03226480260491371,
-0.05002601817250252,
0.015768442302942276,
0.009284984320402145,
0.08901050686836243,
0.07004066556692123,
0.011868471279740334,
0.0349479503929615,
0.02355177141726017,
0.021421030163764954,
0.09304097294807434,
-0.05439486354589462,
0.06030825525522232,
0.0009497567662037909,
0.02999779023230076,
0.025376033037900925,
0.03884093090891838,
-0.001491702627390623,
-0.000015996973161236383,
0.008321943692862988,
0.07589224725961685,
-0.026280689984560013,
-0.01743660308420658,
-0.027070067822933197,
0.024052651599049568,
0.003441456938162446,
0.010991896502673626,
-0.03125277906656265,
0.030402563512325287,
-0.013727354817092419,
-0.028444664552807808,
-0.06915590912103653,
0.006925872527062893,
-0.028301415964961052,
-0.005984196439385414,
0.057826440781354904,
-0.01592283882200718,
0.004451166372746229,
-0.008330568671226501,
-0.0012447774643078446,
-0.04218660295009613,
-0.012351106852293015,
0.01773548126220703,
-0.031205246224999428,
-0.0029235882684588432,
-0.013870391994714737,
-0.09857504069805145,
-0.056796569377183914,
0.01579478569328785,
0.0468752384185791,
0.004697615746408701,
-0.0065666125155985355,
-0.013769962824881077,
-0.018876029178500175,
-0.052536871284246445,
-0.09936212003231049,
-0.00807532574981451,
-0.1208171471953392,
0.015239802189171314,
0.04268842563033104,
0.004870086442679167,
0.04223039373755455,
-0.039784301072359085,
-0.01696007512509823,
0.022374765947461128,
-0.1010257750749588,
-0.04807596281170845,
-0.005465592257678509,
0.06660103052854538,
0.05492687597870827,
0.006514467764645815,
0.024689771234989166,
0.030859926715493202,
0.02546214684844017,
0.10449415445327759,
0.008710167370736599,
-0.024192674085497856,
0.07903752475976944,
0.072292260825634,
0.0014796803006902337,
0.10023245960474014,
-0.06205182522535324,
-0.002680957317352295,
-0.08961839228868484,
0.02916993945837021,
-0.00024195120204240084,
-0.04139380529522896,
-0.06515070796012878,
0.0775049552321434,
-0.013910742476582527,
0.0547378845512867,
0.18095111846923828,
-0.10112082213163376,
-0.020919770002365112,
0.003104932140558958,
0.04479575157165527,
-0.07549096643924713,
-0.011875259689986706,
-0.06373085826635361,
0.07677151262760162,
-0.021703466773033142,
1.7682360915274798e-33,
0.02959001064300537,
-0.03537354618310928,
-0.008698784746229649,
0.06578389555215836,
0.0028576687909662724,
-0.0004924345994368196,
-0.002247483003884554,
0.027847284451127052,
-0.010132400318980217,
-0.02690669149160385,
-0.005126298870891333,
0.020129363983869553,
0.02490195259451866,
-0.09270502626895905,
-0.07634498924016953,
-0.059721238911151886,
-0.04810914769768715,
-0.09137295186519623,
0.0729125440120697,
-0.018810948356986046,
0.0028829844668507576,
0.05613454431295395,
-0.004668226465582848,
-0.01105074118822813,
0.03571557253599167,
0.053542785346508026,
0.04008311405777931,
0.041405729949474335,
-0.03271707519888878,
0.011628434993326664,
-0.04196266084909439,
-0.00460037449374795,
-0.10130435228347778,
0.06348957866430283,
-0.0980738177895546,
-0.02937123365700245,
-0.05300109088420868,
0.003001379780471325,
-0.0019196735229343176,
-0.03124343417584896,
0.053959064185619354,
-0.029551146551966667,
-0.06133368983864784,
-0.09203596413135529,
0.03469845652580261,
0.04044075682759285,
0.11019603908061981,
-0.0035773732233792543,
0.11957980692386627,
-0.007007978856563568,
-0.01156915258616209,
-0.016055921092629433,
-0.06391220539808273,
0.06195121258497238,
0.057074714452028275,
-0.0671888142824173,
0.04903130978345871,
-0.0293752271682024,
-0.016993597149848938,
0.04507695883512497,
0.07392674684524536,
0.02100086212158203,
0.011754369363188744,
0.031386878341436386,
-0.09458053857088089,
0.015126782469451427,
-0.04892592504620552,
-0.02206237241625786,
-0.01104581356048584,
0.13890336453914642,
-0.012230916880071163,
0.04565658047795296,
-0.015125560574233532,
-0.04283462092280388,
0.061022792011499405,
-0.033220939338207245,
0.03292360156774521,
-0.025921648368239403,
0.015742406249046326,
0.005495018791407347,
-0.016304507851600647,
0.021886445581912994,
0.06326267868280411,
0.03815057873725891,
-0.07124067097902298,
0.042508095502853394,
-0.03159802034497261,
0.03986823186278343,
0.01342045422643423,
0.00004740685108117759,
-0.06978427618741989,
0.027104932814836502,
0.049455393105745316,
0.010962698608636856,
-0.0940355509519577,
-1.9996923985723267e-33,
-0.06393647193908691,
-0.02219679020345211,
0.024898024275898933,
0.043312665075063705,
-0.08486220240592957,
0.004405235406011343,
0.02157592587172985,
0.018070843070745468,
-0.025531668215990067,
-0.016885602846741676,
-0.004805903881788254,
-0.018374616280198097,
-0.0576150119304657,
-0.09267082065343857,
0.040944963693618774,
0.02450566366314888,
0.000052471183153102174,
-0.010392245836555958,
-0.019857756793498993,
0.016070043668150902,
0.042805351316928864,
-0.014807143248617649,
-0.021573452278971672,
-0.09229712188243866,
0.012937664985656738,
0.05731348320841789,
0.030655309557914734,
-0.09107392281293869,
-0.007297500967979431,
0.008759081363677979,
-0.11600714921951294,
-0.018990762531757355,
0.0033699884079396725,
-0.0038711100351065397,
-0.03519180417060852,
-0.04249943792819977,
0.08086085319519043,
0.06810543686151505,
-0.0628197118639946,
-0.06957552582025528,
-0.08204054832458496,
0.17368963360786438,
0.036185480654239655,
0.09276705980300903,
0.05403031408786774,
0.07170785963535309,
-0.0007745600305497646,
0.026824260130524635,
-0.03853315860033035,
0.05601625144481659,
-0.014129064045846462,
-0.009828010573983192,
0.08883733302354813,
0.03612012416124344,
-0.08503314852714539,
0.05118158087134361,
-0.02562093548476696,
0.021265607327222824,
0.021137773990631104,
-0.012226802296936512,
-0.02860502526164055,
-0.06891429424285889,
-0.05916505679488182,
-0.05258369818329811,
0.03839986026287079,
0.035780224949121475,
0.0019925637170672417,
0.054584208875894547,
-0.05559041351079941,
-0.09585799276828766,
0.06826294958591461,
-0.03756308555603027,
-0.08320485055446625,
-0.020207377150654793,
0.01164409052580595,
0.09060536324977875,
0.03804197534918785,
-0.04649987071752548,
0.0883062481880188,
-0.016254764050245285,
0.0028250031173229218,
0.060373060405254364,
-0.06273087859153748,
-0.07220840454101562,
0.03383355960249901,
0.03066691756248474,
-0.018139740452170372,
-0.0756542906165123,
0.0456918366253376,
-0.058339107781648636,
-0.02816312201321125,
0.035289254039525986,
0.04435436800122261,
0.0023006750270724297,
0.04800974205136299,
-3.690290739655211e-8,
0.0009799525141716003,
-0.011594117619097233,
-0.07245422154664993,
0.03139348328113556,
0.0629723072052002,
0.02735266089439392,
-0.011134104803204536,
0.05808469280600548,
-0.052922241389751434,
0.016270309686660767,
-0.02345574088394642,
-0.013137413188815117,
0.006058072205632925,
0.04591552913188934,
0.0028210757300257683,
0.008930626325309277,
-0.07878833264112473,
-0.0024318096693605185,
0.01818700321018696,
0.07079760730266571,
0.09596482664346695,
0.08076801151037216,
0.0016713461373001337,
-0.019480766728520393,
-0.05373683199286461,
0.07415754348039627,
-0.06713031977415085,
0.02799651212990284,
-0.013213365338742733,
-0.010610053315758705,
0.05573338642716408,
-0.08381549268960953,
0.03581147640943527,
-0.02393360435962677,
-0.06914753466844559,
0.026328125968575478,
-0.020016107708215714,
-0.01903572678565979,
0.027383247390389442,
0.02759617567062378,
0.014769824221730232,
-0.014216220006346703,
0.06643828004598618,
0.042355503886938095,
-0.06876539438962936,
-0.04649250954389572,
-0.1264379769563675,
-0.011641928926110268,
-0.026576712727546692,
0.07117829471826553,
0.041878100484609604,
0.0006368340691551566,
0.001764654996804893,
-0.042436741292476654,
-0.057066064327955246,
-0.046440381556749344,
0.04610573127865791,
-0.09527742117643356,
-0.058979474008083344,
-0.027276650071144104,
0.11684463918209076,
0.03562791645526886,
-0.10020165890455246,
0.0438867025077343
] | null | null | null | null | null | null | null |
[
-0.16331668198108673,
0.031802427023649216,
0.03560476750135422,
0.04602582007646561,
0.020110275596380234,
-0.01845603808760643,
0.0144710848107934,
0.10710442811250687,
0.007195104844868183,
-0.000582992797717452,
0.024232417345046997,
-0.000525312265381217,
-0.009634539484977722,
0.0498897060751915,
-0.038115229457616806,
-0.0031621702946722507,
-0.037786729633808136,
0.000825394585262984,
-0.02000659517943859,
0.04314760863780975,
-0.04472307860851288,
0.029048483818769455,
0.03038240224123001,
0.040409497916698456,
0.04063589125871658,
-0.10897789150476456,
0.03226480260491371,
-0.05002601817250252,
0.015768442302942276,
0.009284984320402145,
0.08901050686836243,
0.07004066556692123,
0.011868471279740334,
0.0349479503929615,
0.02355177141726017,
0.021421030163764954,
0.09304097294807434,
-0.05439486354589462,
0.06030825525522232,
0.0009497567662037909,
0.02999779023230076,
0.025376033037900925,
0.03884093090891838,
-0.001491702627390623,
-0.000015996973161236383,
0.008321943692862988,
0.07589224725961685,
-0.026280689984560013,
-0.01743660308420658,
-0.027070067822933197,
0.024052651599049568,
0.003441456938162446,
0.010991896502673626,
-0.03125277906656265,
0.030402563512325287,
-0.013727354817092419,
-0.028444664552807808,
-0.06915590912103653,
0.006925872527062893,
-0.028301415964961052,
-0.005984196439385414,
0.057826440781354904,
-0.01592283882200718,
0.004451166372746229,
-0.008330568671226501,
-0.0012447774643078446,
-0.04218660295009613,
-0.012351106852293015,
0.01773548126220703,
-0.031205246224999428,
-0.0029235882684588432,
-0.013870391994714737,
-0.09857504069805145,
-0.056796569377183914,
0.01579478569328785,
0.0468752384185791,
0.004697615746408701,
-0.0065666125155985355,
-0.013769962824881077,
-0.018876029178500175,
-0.052536871284246445,
-0.09936212003231049,
-0.00807532574981451,
-0.1208171471953392,
0.015239802189171314,
0.04268842563033104,
0.004870086442679167,
0.04223039373755455,
-0.039784301072359085,
-0.01696007512509823,
0.022374765947461128,
-0.1010257750749588,
-0.04807596281170845,
-0.005465592257678509,
0.06660103052854538,
0.05492687597870827,
0.006514467764645815,
0.024689771234989166,
0.030859926715493202,
0.02546214684844017,
0.10449415445327759,
0.008710167370736599,
-0.024192674085497856,
0.07903752475976944,
0.072292260825634,
0.0014796803006902337,
0.10023245960474014,
-0.06205182522535324,
-0.002680957317352295,
-0.08961839228868484,
0.02916993945837021,
-0.00024195120204240084,
-0.04139380529522896,
-0.06515070796012878,
0.0775049552321434,
-0.013910742476582527,
0.0547378845512867,
0.18095111846923828,
-0.10112082213163376,
-0.020919770002365112,
0.003104932140558958,
0.04479575157165527,
-0.07549096643924713,
-0.011875259689986706,
-0.06373085826635361,
0.07677151262760162,
-0.021703466773033142,
1.7682360915274798e-33,
0.02959001064300537,
-0.03537354618310928,
-0.008698784746229649,
0.06578389555215836,
0.0028576687909662724,
-0.0004924345994368196,
-0.002247483003884554,
0.027847284451127052,
-0.010132400318980217,
-0.02690669149160385,
-0.005126298870891333,
0.020129363983869553,
0.02490195259451866,
-0.09270502626895905,
-0.07634498924016953,
-0.059721238911151886,
-0.04810914769768715,
-0.09137295186519623,
0.0729125440120697,
-0.018810948356986046,
0.0028829844668507576,
0.05613454431295395,
-0.004668226465582848,
-0.01105074118822813,
0.03571557253599167,
0.053542785346508026,
0.04008311405777931,
0.041405729949474335,
-0.03271707519888878,
0.011628434993326664,
-0.04196266084909439,
-0.00460037449374795,
-0.10130435228347778,
0.06348957866430283,
-0.0980738177895546,
-0.02937123365700245,
-0.05300109088420868,
0.003001379780471325,
-0.0019196735229343176,
-0.03124343417584896,
0.053959064185619354,
-0.029551146551966667,
-0.06133368983864784,
-0.09203596413135529,
0.03469845652580261,
0.04044075682759285,
0.11019603908061981,
-0.0035773732233792543,
0.11957980692386627,
-0.007007978856563568,
-0.01156915258616209,
-0.016055921092629433,
-0.06391220539808273,
0.06195121258497238,
0.057074714452028275,
-0.0671888142824173,
0.04903130978345871,
-0.0293752271682024,
-0.016993597149848938,
0.04507695883512497,
0.07392674684524536,
0.02100086212158203,
0.011754369363188744,
0.031386878341436386,
-0.09458053857088089,
0.015126782469451427,
-0.04892592504620552,
-0.02206237241625786,
-0.01104581356048584,
0.13890336453914642,
-0.012230916880071163,
0.04565658047795296,
-0.015125560574233532,
-0.04283462092280388,
0.061022792011499405,
-0.033220939338207245,
0.03292360156774521,
-0.025921648368239403,
0.015742406249046326,
0.005495018791407347,
-0.016304507851600647,
0.021886445581912994,
0.06326267868280411,
0.03815057873725891,
-0.07124067097902298,
0.042508095502853394,
-0.03159802034497261,
0.03986823186278343,
0.01342045422643423,
0.00004740685108117759,
-0.06978427618741989,
0.027104932814836502,
0.049455393105745316,
0.010962698608636856,
-0.0940355509519577,
-1.9996923985723267e-33,
-0.06393647193908691,
-0.02219679020345211,
0.024898024275898933,
0.043312665075063705,
-0.08486220240592957,
0.004405235406011343,
0.02157592587172985,
0.018070843070745468,
-0.025531668215990067,
-0.016885602846741676,
-0.004805903881788254,
-0.018374616280198097,
-0.0576150119304657,
-0.09267082065343857,
0.040944963693618774,
0.02450566366314888,
0.000052471183153102174,
-0.010392245836555958,
-0.019857756793498993,
0.016070043668150902,
0.042805351316928864,
-0.014807143248617649,
-0.021573452278971672,
-0.09229712188243866,
0.012937664985656738,
0.05731348320841789,
0.030655309557914734,
-0.09107392281293869,
-0.007297500967979431,
0.008759081363677979,
-0.11600714921951294,
-0.018990762531757355,
0.0033699884079396725,
-0.0038711100351065397,
-0.03519180417060852,
-0.04249943792819977,
0.08086085319519043,
0.06810543686151505,
-0.0628197118639946,
-0.06957552582025528,
-0.08204054832458496,
0.17368963360786438,
0.036185480654239655,
0.09276705980300903,
0.05403031408786774,
0.07170785963535309,
-0.0007745600305497646,
0.026824260130524635,
-0.03853315860033035,
0.05601625144481659,
-0.014129064045846462,
-0.009828010573983192,
0.08883733302354813,
0.03612012416124344,
-0.08503314852714539,
0.05118158087134361,
-0.02562093548476696,
0.021265607327222824,
0.021137773990631104,
-0.012226802296936512,
-0.02860502526164055,
-0.06891429424285889,
-0.05916505679488182,
-0.05258369818329811,
0.03839986026287079,
0.035780224949121475,
0.0019925637170672417,
0.054584208875894547,
-0.05559041351079941,
-0.09585799276828766,
0.06826294958591461,
-0.03756308555603027,
-0.08320485055446625,
-0.020207377150654793,
0.01164409052580595,
0.09060536324977875,
0.03804197534918785,
-0.04649987071752548,
0.0883062481880188,
-0.016254764050245285,
0.0028250031173229218,
0.060373060405254364,
-0.06273087859153748,
-0.07220840454101562,
0.03383355960249901,
0.03066691756248474,
-0.018139740452170372,
-0.0756542906165123,
0.0456918366253376,
-0.058339107781648636,
-0.02816312201321125,
0.035289254039525986,
0.04435436800122261,
0.0023006750270724297,
0.04800974205136299,
-3.690290739655211e-8,
0.0009799525141716003,
-0.011594117619097233,
-0.07245422154664993,
0.03139348328113556,
0.0629723072052002,
0.02735266089439392,
-0.011134104803204536,
0.05808469280600548,
-0.052922241389751434,
0.016270309686660767,
-0.02345574088394642,
-0.013137413188815117,
0.006058072205632925,
0.04591552913188934,
0.0028210757300257683,
0.008930626325309277,
-0.07878833264112473,
-0.0024318096693605185,
0.01818700321018696,
0.07079760730266571,
0.09596482664346695,
0.08076801151037216,
0.0016713461373001337,
-0.019480766728520393,
-0.05373683199286461,
0.07415754348039627,
-0.06713031977415085,
0.02799651212990284,
-0.013213365338742733,
-0.010610053315758705,
0.05573338642716408,
-0.08381549268960953,
0.03581147640943527,
-0.02393360435962677,
-0.06914753466844559,
0.026328125968575478,
-0.020016107708215714,
-0.01903572678565979,
0.027383247390389442,
0.02759617567062378,
0.014769824221730232,
-0.014216220006346703,
0.06643828004598618,
0.042355503886938095,
-0.06876539438962936,
-0.04649250954389572,
-0.1264379769563675,
-0.011641928926110268,
-0.026576712727546692,
0.07117829471826553,
0.041878100484609604,
0.0006368340691551566,
0.001764654996804893,
-0.042436741292476654,
-0.057066064327955246,
-0.046440381556749344,
0.04610573127865791,
-0.09527742117643356,
-0.058979474008083344,
-0.027276650071144104,
0.11684463918209076,
0.03562791645526886,
-0.10020165890455246,
0.0438867025077343
] |
1402.5388
|
Alonso Silva
|
Antonia Maria Masucci (INRIA Paris-Rocquencourt), Alonso Silva (LINCS)
|
Strategic Resource Allocation for Competitive Influence in Social
Networks
| null | null | null | null |
cs.SI cs.GT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
One of the main objectives of data mining is to help companies determine to
which potential customers to market and how many resources to allocate to these
potential customers. Most previous works on competitive influence in social
networks focus on the first issue. In this work, our focus is on the second
issue, i.e., we are interested on the competitive influence of marketing
campaigns who need to simultaneously decide how many resources to allocate to
their potential customers to advertise their products. Using results from game
theory, we are able to completely characterize the optimal strategic resource
allocation for the voter model of social networks and prove that the price of
competition of this game is unbounded. This work is a step towards providing a
solid foundation for marketing advertising in more general scenarios.
|
[
{
"created": "Fri, 21 Feb 2014 19:27:05 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Masucci",
"Antonia Maria",
"",
"INRIA Paris-Rocquencourt"
],
[
"Silva",
"Alonso",
"",
"LINCS"
]
] |
[
-0.040092453360557556,
-0.02571157179772854,
-0.07051083445549011,
-0.023002607747912407,
0.07895931601524353,
0.042731642723083496,
0.08486804366111755,
0.0010685072047635913,
0.0024875521194189787,
0.015619772486388683,
-0.050809070467948914,
0.0448911190032959,
0.13243597745895386,
0.049434561282396317,
0.025165105238556862,
-0.021845728158950806,
0.06943230330944061,
-0.006671924144029617,
0.01671607233583927,
-0.05105432868003845,
0.03693864867091179,
-0.0781104639172554,
-0.03206409886479378,
-0.01891283690929413,
-0.01684369519352913,
-0.06581398844718933,
0.006929959636181593,
-0.004576854407787323,
0.0011093459324911237,
-0.022436391562223434,
-0.03728608787059784,
-0.029549110680818558,
0.04640864208340645,
-0.001095047453418374,
0.003907328937202692,
-0.019718803465366364,
-0.157807856798172,
-0.0772535651922226,
0.010755111463367939,
0.11354784667491913,
0.03121129609644413,
-0.040851667523384094,
-0.08794692903757095,
-0.005303692072629929,
0.02713993564248085,
0.027331750839948654,
-0.023508623242378235,
0.1225660964846611,
-0.03000231459736824,
0.0379331149160862,
-0.10673552006483078,
-0.03205721452832222,
-0.05404506251215935,
-0.02618798427283764,
0.019518209621310234,
-0.06635133177042007,
-0.03531315177679062,
-0.06974496692419052,
-0.019400950521230698,
0.03631473332643509,
0.05360667034983635,
-0.11845303326845169,
-0.007173193618655205,
0.01753903180360794,
0.04558770731091499,
-0.069935642182827,
-0.09480467438697815,
0.10527254641056061,
-0.11872363090515137,
-0.023102084174752235,
0.08554770797491074,
0.08552224934101105,
-0.09130139648914337,
-0.024178598076105118,
0.07169365137815475,
0.04304072633385658,
0.02241000346839428,
0.0154813127592206,
0.01729997806251049,
-0.033079273998737335,
-0.020635060966014862,
-0.059893641620874405,
-0.06520592421293259,
0.002733232919126749,
0.01378200575709343,
-0.03005620650947094,
-0.03482900187373161,
-0.07786890864372253,
0.06916749477386475,
0.05252083018422127,
-0.030643070116639137,
0.06433839350938797,
-0.007196050602942705,
0.045389626175165176,
-0.069387286901474,
0.07683577388525009,
-0.0466187410056591,
-0.060953039675951004,
0.018454836681485176,
0.06514215469360352,
-0.15380731225013733,
0.0658608004450798,
0.03046105057001114,
-0.044086478650569916,
0.039551060646772385,
-0.003007901832461357,
-0.05663657188415527,
0.03498034179210663,
0.07062769681215286,
0.07173073291778564,
-0.05468245968222618,
0.0475149005651474,
-0.03013656847178936,
0.04320428892970085,
0.028019096702337265,
-0.035297732800245285,
0.01637890748679638,
0.04329163581132889,
-0.003103801980614662,
0.05481714755296707,
0.0023377626203000546,
0.04861818999052048,
0.0006613036966882646,
-0.026317372918128967,
0.03259286284446716,
0.01695670746266842,
-0.07402388006448746,
2.1769224165297723e-33,
-0.030089054256677628,
-0.05687215179204941,
0.11013463139533997,
0.0334429070353508,
-0.031986311078071594,
0.010432999581098557,
-0.05719608813524246,
-0.05885373428463936,
-0.07979533076286316,
0.03794093802571297,
-0.0568012036383152,
0.09032599627971649,
0.036140721291303635,
0.09734572470188141,
0.10499276220798492,
-0.03835303708910942,
0.056294675916433334,
0.03885873779654503,
0.056901779025793076,
-0.06837756931781769,
0.04598143324255943,
0.02663508802652359,
-0.05204463377594948,
0.005748486611992121,
-0.027173582464456558,
-0.008742325007915497,
-0.02052248641848564,
0.03815830498933792,
0.06065831705927849,
0.017335277050733566,
-0.0043223085813224316,
-0.02322191558778286,
-0.004855458624660969,
0.012968030758202076,
0.01483940053731203,
0.03585420176386833,
-0.03859151899814606,
-0.0326373316347599,
-0.00925151165574789,
0.06695644557476044,
-0.048306871205568314,
0.028540439903736115,
-0.004328408744186163,
0.021917181089520454,
-0.08347801119089127,
0.01153489202260971,
0.004097531549632549,
-0.052656158804893494,
-0.037115003913640976,
0.0012302472023293376,
0.035508424043655396,
-0.011432051658630371,
0.04710828512907028,
0.05273471027612686,
-0.014614705927670002,
-0.016265055164694786,
-0.0420866496860981,
-0.05148359015583992,
-0.01130744069814682,
-0.026327216997742653,
-0.025760170072317123,
-0.08456999808549881,
0.09331818670034409,
-0.005902815144509077,
-0.01344160083681345,
0.018076393753290176,
-0.007301178760826588,
-0.0965358316898346,
0.011412030085921288,
-0.04763678461313248,
0.08111569285392761,
0.03806493431329727,
-0.01144451554864645,
0.005688958801329136,
-0.02169547788798809,
-0.03092627413570881,
0.015205148607492447,
0.038190316408872604,
0.015966199338436127,
0.03400995209813118,
-0.034318141639232635,
-0.11579214781522751,
0.03707147017121315,
-0.02461661584675312,
-0.027471253648400307,
-0.07531362026929855,
0.029308905825018883,
-0.054723333567380905,
-0.019856717437505722,
0.012997445650398731,
-0.08585602790117264,
0.1107221245765686,
-0.09854087978601456,
0.03943286091089249,
0.03564656525850296,
-4.199264019848552e-33,
-0.11643481999635696,
0.01789739727973938,
0.07767491042613983,
0.012655908241868019,
0.01652379147708416,
0.00992369931191206,
-0.06342808157205582,
-0.01189963798969984,
-0.02759937383234501,
0.0007377583533525467,
-0.08808978646993637,
0.014476440846920013,
0.011823181062936783,
-0.019092023372650146,
-0.05946948006749153,
0.01161651499569416,
0.09500250965356827,
0.06623868644237518,
-0.024412158876657486,
-0.0016669899923726916,
0.011779767461121082,
0.07374417036771774,
-0.06647715717554092,
-0.006363087799400091,
0.06402746587991714,
-0.0012561904732137918,
-0.005831713322550058,
0.017940068617463112,
-0.03780157491564751,
0.05978529900312424,
-0.01754775270819664,
-0.12500081956386566,
0.00828258041292429,
-0.05259785056114197,
-0.01268968265503645,
0.05509502440690994,
0.018877292051911354,
0.009083669632673264,
0.04358898103237152,
0.10117678344249725,
0.0390746109187603,
-0.047050509601831436,
-0.06552345305681229,
-0.010595603846013546,
-0.0005575947579927742,
-0.0336637906730175,
0.07328297942876816,
-0.06268279254436493,
0.04373714700341225,
0.017757974565029144,
0.01437910832464695,
0.03664002940058708,
0.034202490001916885,
0.030143508687615395,
-0.09948057681322098,
0.0016960423672571778,
0.016382284462451935,
0.07030335068702698,
0.027186619117856026,
-0.009614245966076851,
0.05895508453249931,
0.08904703706502914,
-0.019996853545308113,
-0.02206127531826496,
-0.023220179602503777,
-0.05910613760352135,
0.03459266945719719,
-0.07121190428733826,
0.01950026862323284,
-0.0693185031414032,
-0.058662187308073044,
0.11132779717445374,
-0.043986886739730835,
0.0498523935675621,
-0.06461917608976364,
-0.005384532734751701,
-0.00906823854893446,
0.07463032752275467,
0.05142173171043396,
-0.009190012700855732,
-0.03129061311483383,
0.059651948511600494,
0.016383228823542595,
-0.04312935844063759,
0.01764925755560398,
0.00017774624575395137,
0.1176006942987442,
0.016993189230561256,
-0.07939860224723816,
-0.02829069457948208,
-0.00440707802772522,
0.004727446008473635,
0.005031376611441374,
0.03768126666545868,
-0.014069302938878536,
-5.091272825552551e-8,
-0.095197394490242,
-0.012951302342116833,
0.12336309254169464,
0.04948122799396515,
0.048900362104177475,
-0.004821618553251028,
0.020841777324676514,
0.03536653518676758,
-0.0032091476023197174,
0.04518355056643486,
0.017106642946600914,
0.1301874816417694,
-0.049306947737932205,
0.057052403688430786,
-0.011951730586588383,
0.015638291835784912,
-0.026361750438809395,
-0.06362159550189972,
-0.04948096722364426,
0.035684984177351,
0.009248876944184303,
0.061589062213897705,
-0.009329983964562416,
-0.023704763501882553,
0.07569381594657898,
-0.05109953507781029,
-0.05304016172885895,
-0.033006660640239716,
-0.019812528043985367,
-0.02490914985537529,
-0.0004850840487051755,
-0.049998100847005844,
-0.023812828585505486,
-0.04026848450303078,
-0.010394449345767498,
0.05974920839071274,
-0.06822396069765091,
-0.05505664274096489,
-0.015951065346598625,
-0.008192955516278744,
0.002064308850094676,
0.007771223783493042,
0.07934872806072235,
-0.009266966953873634,
0.03311607241630554,
-0.0010549542494118214,
-0.04049085080623627,
-0.02846551313996315,
0.0034307960886508226,
-0.0330745130777359,
-0.005568036809563637,
0.01764521561563015,
-0.04174698144197464,
-0.043456193059682846,
0.05303766950964928,
-0.009969423525035381,
0.0052579548209905624,
0.07988392561674118,
0.012251326814293861,
0.03571208938956261,
0.02607424557209015,
-0.021378371864557266,
-0.111640565097332,
0.029612893238663673
] | null | null | null | null | null | null | null |
[
-0.040092453360557556,
-0.02571157179772854,
-0.07051083445549011,
-0.023002607747912407,
0.07895931601524353,
0.042731642723083496,
0.08486804366111755,
0.0010685072047635913,
0.0024875521194189787,
0.015619772486388683,
-0.050809070467948914,
0.0448911190032959,
0.13243597745895386,
0.049434561282396317,
0.025165105238556862,
-0.021845728158950806,
0.06943230330944061,
-0.006671924144029617,
0.01671607233583927,
-0.05105432868003845,
0.03693864867091179,
-0.0781104639172554,
-0.03206409886479378,
-0.01891283690929413,
-0.01684369519352913,
-0.06581398844718933,
0.006929959636181593,
-0.004576854407787323,
0.0011093459324911237,
-0.022436391562223434,
-0.03728608787059784,
-0.029549110680818558,
0.04640864208340645,
-0.001095047453418374,
0.003907328937202692,
-0.019718803465366364,
-0.157807856798172,
-0.0772535651922226,
0.010755111463367939,
0.11354784667491913,
0.03121129609644413,
-0.040851667523384094,
-0.08794692903757095,
-0.005303692072629929,
0.02713993564248085,
0.027331750839948654,
-0.023508623242378235,
0.1225660964846611,
-0.03000231459736824,
0.0379331149160862,
-0.10673552006483078,
-0.03205721452832222,
-0.05404506251215935,
-0.02618798427283764,
0.019518209621310234,
-0.06635133177042007,
-0.03531315177679062,
-0.06974496692419052,
-0.019400950521230698,
0.03631473332643509,
0.05360667034983635,
-0.11845303326845169,
-0.007173193618655205,
0.01753903180360794,
0.04558770731091499,
-0.069935642182827,
-0.09480467438697815,
0.10527254641056061,
-0.11872363090515137,
-0.023102084174752235,
0.08554770797491074,
0.08552224934101105,
-0.09130139648914337,
-0.024178598076105118,
0.07169365137815475,
0.04304072633385658,
0.02241000346839428,
0.0154813127592206,
0.01729997806251049,
-0.033079273998737335,
-0.020635060966014862,
-0.059893641620874405,
-0.06520592421293259,
0.002733232919126749,
0.01378200575709343,
-0.03005620650947094,
-0.03482900187373161,
-0.07786890864372253,
0.06916749477386475,
0.05252083018422127,
-0.030643070116639137,
0.06433839350938797,
-0.007196050602942705,
0.045389626175165176,
-0.069387286901474,
0.07683577388525009,
-0.0466187410056591,
-0.060953039675951004,
0.018454836681485176,
0.06514215469360352,
-0.15380731225013733,
0.0658608004450798,
0.03046105057001114,
-0.044086478650569916,
0.039551060646772385,
-0.003007901832461357,
-0.05663657188415527,
0.03498034179210663,
0.07062769681215286,
0.07173073291778564,
-0.05468245968222618,
0.0475149005651474,
-0.03013656847178936,
0.04320428892970085,
0.028019096702337265,
-0.035297732800245285,
0.01637890748679638,
0.04329163581132889,
-0.003103801980614662,
0.05481714755296707,
0.0023377626203000546,
0.04861818999052048,
0.0006613036966882646,
-0.026317372918128967,
0.03259286284446716,
0.01695670746266842,
-0.07402388006448746,
2.1769224165297723e-33,
-0.030089054256677628,
-0.05687215179204941,
0.11013463139533997,
0.0334429070353508,
-0.031986311078071594,
0.010432999581098557,
-0.05719608813524246,
-0.05885373428463936,
-0.07979533076286316,
0.03794093802571297,
-0.0568012036383152,
0.09032599627971649,
0.036140721291303635,
0.09734572470188141,
0.10499276220798492,
-0.03835303708910942,
0.056294675916433334,
0.03885873779654503,
0.056901779025793076,
-0.06837756931781769,
0.04598143324255943,
0.02663508802652359,
-0.05204463377594948,
0.005748486611992121,
-0.027173582464456558,
-0.008742325007915497,
-0.02052248641848564,
0.03815830498933792,
0.06065831705927849,
0.017335277050733566,
-0.0043223085813224316,
-0.02322191558778286,
-0.004855458624660969,
0.012968030758202076,
0.01483940053731203,
0.03585420176386833,
-0.03859151899814606,
-0.0326373316347599,
-0.00925151165574789,
0.06695644557476044,
-0.048306871205568314,
0.028540439903736115,
-0.004328408744186163,
0.021917181089520454,
-0.08347801119089127,
0.01153489202260971,
0.004097531549632549,
-0.052656158804893494,
-0.037115003913640976,
0.0012302472023293376,
0.035508424043655396,
-0.011432051658630371,
0.04710828512907028,
0.05273471027612686,
-0.014614705927670002,
-0.016265055164694786,
-0.0420866496860981,
-0.05148359015583992,
-0.01130744069814682,
-0.026327216997742653,
-0.025760170072317123,
-0.08456999808549881,
0.09331818670034409,
-0.005902815144509077,
-0.01344160083681345,
0.018076393753290176,
-0.007301178760826588,
-0.0965358316898346,
0.011412030085921288,
-0.04763678461313248,
0.08111569285392761,
0.03806493431329727,
-0.01144451554864645,
0.005688958801329136,
-0.02169547788798809,
-0.03092627413570881,
0.015205148607492447,
0.038190316408872604,
0.015966199338436127,
0.03400995209813118,
-0.034318141639232635,
-0.11579214781522751,
0.03707147017121315,
-0.02461661584675312,
-0.027471253648400307,
-0.07531362026929855,
0.029308905825018883,
-0.054723333567380905,
-0.019856717437505722,
0.012997445650398731,
-0.08585602790117264,
0.1107221245765686,
-0.09854087978601456,
0.03943286091089249,
0.03564656525850296,
-4.199264019848552e-33,
-0.11643481999635696,
0.01789739727973938,
0.07767491042613983,
0.012655908241868019,
0.01652379147708416,
0.00992369931191206,
-0.06342808157205582,
-0.01189963798969984,
-0.02759937383234501,
0.0007377583533525467,
-0.08808978646993637,
0.014476440846920013,
0.011823181062936783,
-0.019092023372650146,
-0.05946948006749153,
0.01161651499569416,
0.09500250965356827,
0.06623868644237518,
-0.024412158876657486,
-0.0016669899923726916,
0.011779767461121082,
0.07374417036771774,
-0.06647715717554092,
-0.006363087799400091,
0.06402746587991714,
-0.0012561904732137918,
-0.005831713322550058,
0.017940068617463112,
-0.03780157491564751,
0.05978529900312424,
-0.01754775270819664,
-0.12500081956386566,
0.00828258041292429,
-0.05259785056114197,
-0.01268968265503645,
0.05509502440690994,
0.018877292051911354,
0.009083669632673264,
0.04358898103237152,
0.10117678344249725,
0.0390746109187603,
-0.047050509601831436,
-0.06552345305681229,
-0.010595603846013546,
-0.0005575947579927742,
-0.0336637906730175,
0.07328297942876816,
-0.06268279254436493,
0.04373714700341225,
0.017757974565029144,
0.01437910832464695,
0.03664002940058708,
0.034202490001916885,
0.030143508687615395,
-0.09948057681322098,
0.0016960423672571778,
0.016382284462451935,
0.07030335068702698,
0.027186619117856026,
-0.009614245966076851,
0.05895508453249931,
0.08904703706502914,
-0.019996853545308113,
-0.02206127531826496,
-0.023220179602503777,
-0.05910613760352135,
0.03459266945719719,
-0.07121190428733826,
0.01950026862323284,
-0.0693185031414032,
-0.058662187308073044,
0.11132779717445374,
-0.043986886739730835,
0.0498523935675621,
-0.06461917608976364,
-0.005384532734751701,
-0.00906823854893446,
0.07463032752275467,
0.05142173171043396,
-0.009190012700855732,
-0.03129061311483383,
0.059651948511600494,
0.016383228823542595,
-0.04312935844063759,
0.01764925755560398,
0.00017774624575395137,
0.1176006942987442,
0.016993189230561256,
-0.07939860224723816,
-0.02829069457948208,
-0.00440707802772522,
0.004727446008473635,
0.005031376611441374,
0.03768126666545868,
-0.014069302938878536,
-5.091272825552551e-8,
-0.095197394490242,
-0.012951302342116833,
0.12336309254169464,
0.04948122799396515,
0.048900362104177475,
-0.004821618553251028,
0.020841777324676514,
0.03536653518676758,
-0.0032091476023197174,
0.04518355056643486,
0.017106642946600914,
0.1301874816417694,
-0.049306947737932205,
0.057052403688430786,
-0.011951730586588383,
0.015638291835784912,
-0.026361750438809395,
-0.06362159550189972,
-0.04948096722364426,
0.035684984177351,
0.009248876944184303,
0.061589062213897705,
-0.009329983964562416,
-0.023704763501882553,
0.07569381594657898,
-0.05109953507781029,
-0.05304016172885895,
-0.033006660640239716,
-0.019812528043985367,
-0.02490914985537529,
-0.0004850840487051755,
-0.049998100847005844,
-0.023812828585505486,
-0.04026848450303078,
-0.010394449345767498,
0.05974920839071274,
-0.06822396069765091,
-0.05505664274096489,
-0.015951065346598625,
-0.008192955516278744,
0.002064308850094676,
0.007771223783493042,
0.07934872806072235,
-0.009266966953873634,
0.03311607241630554,
-0.0010549542494118214,
-0.04049085080623627,
-0.02846551313996315,
0.0034307960886508226,
-0.0330745130777359,
-0.005568036809563637,
0.01764521561563015,
-0.04174698144197464,
-0.043456193059682846,
0.05303766950964928,
-0.009969423525035381,
0.0052579548209905624,
0.07988392561674118,
0.012251326814293861,
0.03571208938956261,
0.02607424557209015,
-0.021378371864557266,
-0.111640565097332,
0.029612893238663673
] |
1402.5390
|
Guillaume Salbreux
|
Kai Dierkes and Angughali Sumi and J\'er\^ome Solon and Guillaume
Salbreux
|
Spontaneous oscillations from turnover of an elastic contractile
material
|
10 pages, 5 figures
| null | null | null |
physics.bio-ph cond-mat.soft q-bio.CB
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Single and collective cellular oscillations involving the actomyosin
cytoskeleton have been observed in numerous biological systems. We show here
that a generic model of a contractile material, which is turning over and
contracts against an elastic element, exhibits spontaneous oscillations. Such a
model can thus account for shape oscillations observed in amnioserosa cells
during dorsal closure of the Drosophila embryo. We investigate the collective
dynamics of an ensemble of such oscillators and show that the relative
contribution of viscous and friction losses yield different regimes of
collective oscillations. Taking into account the diffusion of contractile
elements, our theoretical framework predicts the appearance of traveling waves
which might account for the propagation of actomyosin contractile waves
observed during morphogenesis.
|
[
{
"created": "Fri, 21 Feb 2014 19:30:21 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Dierkes",
"Kai",
""
],
[
"Sumi",
"Angughali",
""
],
[
"Solon",
"Jérôme",
""
],
[
"Salbreux",
"Guillaume",
""
]
] |
[
-0.045332394540309906,
-0.12489201873540878,
0.07929256558418274,
0.04089563712477684,
-0.07890217751264572,
0.004814754240214825,
0.03974975645542145,
0.035692647099494934,
0.07102832943201065,
0.056786127388477325,
0.014823157340288162,
-0.02924036979675293,
-0.06018269062042236,
0.08460647612810135,
-0.058869343250989914,
-0.006841788999736309,
-0.07649602741003036,
0.01858924701809883,
-0.06247345358133316,
0.02286970056593418,
0.03951955586671829,
0.03034382499754429,
0.0018773043993860483,
0.02340155653655529,
0.03205328434705734,
-0.0359015092253685,
-0.0034755936358124018,
0.06545009464025497,
-0.000863697670865804,
-0.06345894187688828,
-0.06526530534029007,
-0.005770929157733917,
-0.033393148332834244,
0.02038455754518509,
0.06621885299682617,
0.07005282491445541,
0.020733799785375595,
-0.044266682118177414,
0.004303068853914738,
-0.0696881115436554,
0.06508117914199829,
0.049338288605213165,
-0.00913549680262804,
0.055711179971694946,
0.04556393623352051,
0.03692126274108887,
0.0525863841176033,
-0.007541057653725147,
0.00564182223752141,
0.02490972727537155,
-0.02303590439260006,
-0.07869071513414383,
0.016443602740764618,
0.06750816851854324,
0.0008784266537986696,
0.06223633512854576,
-0.03482675179839134,
0.02890583872795105,
0.05151699483394623,
-0.08364282548427582,
0.06262277811765671,
0.012956473976373672,
-0.022850455716252327,
-0.011635652743279934,
0.015544803813099861,
-0.0009993622079491615,
0.012802330777049065,
0.06395890563726425,
-0.014183711260557175,
0.08673666417598724,
0.05053865909576416,
0.03647444024682045,
0.04349872097373009,
0.009076167829334736,
0.06380289793014526,
-0.030664218589663506,
-0.05014335364103317,
0.07643969357013702,
-0.02607876807451248,
-0.015070009045302868,
-0.03643006086349487,
-0.034490905702114105,
-0.026248164474964142,
-0.020573265850543976,
-0.053977120667696,
0.014767829328775406,
0.034399330615997314,
-0.001184624619781971,
-0.02546285092830658,
0.0341644324362278,
-0.05345027893781662,
0.05616042762994766,
-0.030081983655691147,
-0.05118170008063316,
0.021072231233119965,
-0.023559367284178734,
0.036458875983953476,
0.023289158940315247,
0.09817758947610855,
0.011703567579388618,
-0.029002603143453598,
-0.03144087269902229,
0.049527645111083984,
0.08185727149248123,
0.061759695410728455,
-0.042763613164424896,
0.014460238628089428,
-0.024746602401137352,
-0.00623292988166213,
0.09044833481311798,
0.008425981737673283,
-0.02689043991267681,
0.016465865075588226,
0.09590769559144974,
0.01346164382994175,
-0.06670752167701721,
-0.08793100714683533,
0.06852275878190994,
0.04383351653814316,
0.02606426365673542,
-0.00834167655557394,
-0.062152761965990067,
-0.08284933120012283,
-0.03406708687543869,
-0.007085416000336409,
-0.03561335802078247,
-0.08629685640335083,
9.20593359963267e-34,
0.054611340165138245,
-0.05228763818740845,
-0.034431617707014084,
0.013432551175355911,
0.013329620473086834,
-0.06929673999547958,
-0.017528193071484566,
-0.051313262432813644,
-0.03261137381196022,
-0.05368548631668091,
-0.13277700543403625,
0.07472053170204163,
0.006853875704109669,
-0.0029607040341943502,
0.005030931904911995,
-0.019672337919473648,
-0.04649730771780014,
-0.060811616480350494,
0.06673823297023773,
0.06383946537971497,
-0.004251924343407154,
-0.001173510099761188,
-0.058341462165117264,
-0.13143523037433624,
-0.04997215420007706,
-0.032822731882333755,
-0.12823474407196045,
-0.04784766212105751,
-0.016596762463450432,
0.007364762481302023,
-0.00423754658550024,
-0.01742505095899105,
-0.049126990139484406,
0.07625368982553482,
0.08225540071725845,
0.061710160225629807,
0.037109386175870895,
-0.05709202215075493,
-0.00506152119487524,
-0.04764889180660248,
-0.05984869226813316,
-0.05948469415307045,
-0.022082338109612465,
-0.015120793133974075,
0.024745309725403786,
-0.006945421919226646,
0.023480845615267754,
0.08058343082666397,
0.017512952908873558,
-0.017661910504102707,
0.07068091630935669,
-0.045898351818323135,
0.10068997740745544,
-0.08122114837169647,
-0.044027794152498245,
-0.003882312448695302,
-0.024349302053451538,
-0.0592368021607399,
-0.09764553606510162,
0.018487470224499702,
0.07341895997524261,
-0.01989859528839588,
0.07853541523218155,
0.005741570610553026,
0.07179052382707596,
0.055726464837789536,
-0.11025417596101761,
0.030019354075193405,
0.04885823279619217,
-0.03322506323456764,
0.009693097323179245,
0.02421550266444683,
-0.03344472497701645,
-0.048150550574064255,
-0.011414234526455402,
0.0677051842212677,
0.020143551751971245,
0.06672932952642441,
-0.0982254296541214,
0.03114631213247776,
0.034618258476257324,
-0.0585876889526844,
-0.0661461129784584,
-0.03817126899957657,
-0.013158469460904598,
0.08008696138858795,
0.10803531110286713,
-0.01948600262403488,
-0.0737275704741478,
0.03936587646603584,
-0.005750726908445358,
-0.083051398396492,
0.03032892756164074,
0.01905163563787937,
0.03372953459620476,
-3.806828536904393e-33,
-0.0016125539550557733,
0.016873328015208244,
0.04646508768200874,
0.031491976231336594,
-0.01996154524385929,
0.05295291915535927,
-0.03848762810230255,
0.00929126888513565,
-0.08902831375598907,
-0.025365637615323067,
0.041979629546403885,
0.01852872036397457,
-0.051741160452365875,
-0.014624989591538906,
-0.01755790412425995,
-0.06109948083758354,
0.0055677988566458225,
-0.06236715242266655,
0.1370580941438675,
-0.05799318850040436,
-0.09680671244859695,
0.06929923593997955,
0.017405284568667412,
0.032743651419878006,
-0.021353447809815407,
-0.026806959882378578,
-0.038281481713056564,
0.053220827132463455,
-0.0583781823515892,
0.04382767528295517,
-0.03629637882113457,
-0.04975758492946625,
-0.03899785503745079,
-0.049509115517139435,
0.0203122328966856,
0.07982049882411957,
-0.03972899541258812,
0.0013813023688271642,
0.08909573405981064,
-0.11792625486850739,
0.012078570201992989,
-0.027088355273008347,
-0.01229518000036478,
0.09110809117555618,
0.07309668511152267,
0.0631166398525238,
-0.01798110641539097,
0.014417435973882675,
-0.06933322548866272,
0.018239399418234825,
-0.013754647225141525,
0.048494402319192886,
0.003755483776330948,
-0.048697005957365036,
0.03950042277574539,
0.15622860193252563,
0.03938736021518707,
-0.025417814031243324,
0.06956101208925247,
-0.03007860854268074,
-0.05096957087516785,
-0.09091076999902725,
-0.00350184366106987,
0.009729691781103611,
0.020002232864499092,
0.04398069530725479,
-0.07934288680553436,
-0.009550461545586586,
-0.003906982485204935,
0.051454924046993256,
-0.015906991437077522,
-0.0036575242411345243,
-0.029207540675997734,
0.006699297111481428,
-0.032753944396972656,
-0.03662955388426781,
0.01572294719517231,
-0.08751516044139862,
-0.051509663462638855,
0.02238260954618454,
-0.005160732660442591,
0.07271073758602142,
-0.02098052389919758,
-0.04519043117761612,
0.0007716765394434333,
-0.05651348829269409,
0.003507821122184396,
-0.023385390639305115,
-0.06319994479417801,
0.0835958942770958,
0.12746262550354004,
-0.02963794395327568,
0.04246842488646507,
-0.050611354410648346,
-0.025597039610147476,
-3.691594230303963e-8,
0.10441272705793381,
0.07365965098142624,
0.09428726881742477,
-0.06635352969169617,
0.043860021978616714,
-0.008247864432632923,
0.047972485423088074,
0.00497569190338254,
0.028830116614699364,
0.03793348744511604,
-0.005309997126460075,
-0.08379637449979782,
0.015024357475340366,
-0.021454330533742905,
-0.01181810349225998,
0.09904608875513077,
-0.02560046687722206,
0.027070600539445877,
-0.038335178047418594,
-0.050929900258779526,
-0.03337849676609039,
-0.047387249767780304,
-0.024709491059184074,
0.0759807899594307,
0.011657847091555595,
-0.002829089527949691,
-0.031325265765190125,
-0.03790571168065071,
-0.02030024863779545,
0.022144921123981476,
0.004370303358882666,
-0.00039328591083176434,
0.03098389133810997,
-0.005585588980466127,
-0.16657409071922302,
0.005265131127089262,
-0.06730347126722336,
-0.05045175179839134,
-0.029870325699448586,
-0.015406453050673008,
-0.008324706926941872,
0.03346431255340576,
0.05881268158555031,
0.002883167704567313,
-0.005650008097290993,
0.0011927918531000614,
0.06067826226353645,
-0.036871183663606644,
0.05542862415313721,
0.09518303722143173,
0.012191618792712688,
0.0156584270298481,
-0.02641446515917778,
-0.012257244437932968,
-0.0417071133852005,
0.016972718760371208,
-0.01457110233604908,
0.012487346306443214,
0.02187958173453808,
0.06692808121442795,
-0.10165418684482574,
0.017913591116666794,
0.042692553251981735,
-0.057544223964214325
] | null | null | null | null | null | null | null |
[
-0.045332394540309906,
-0.12489201873540878,
0.07929256558418274,
0.04089563712477684,
-0.07890217751264572,
0.004814754240214825,
0.03974975645542145,
0.035692647099494934,
0.07102832943201065,
0.056786127388477325,
0.014823157340288162,
-0.02924036979675293,
-0.06018269062042236,
0.08460647612810135,
-0.058869343250989914,
-0.006841788999736309,
-0.07649602741003036,
0.01858924701809883,
-0.06247345358133316,
0.02286970056593418,
0.03951955586671829,
0.03034382499754429,
0.0018773043993860483,
0.02340155653655529,
0.03205328434705734,
-0.0359015092253685,
-0.0034755936358124018,
0.06545009464025497,
-0.000863697670865804,
-0.06345894187688828,
-0.06526530534029007,
-0.005770929157733917,
-0.033393148332834244,
0.02038455754518509,
0.06621885299682617,
0.07005282491445541,
0.020733799785375595,
-0.044266682118177414,
0.004303068853914738,
-0.0696881115436554,
0.06508117914199829,
0.049338288605213165,
-0.00913549680262804,
0.055711179971694946,
0.04556393623352051,
0.03692126274108887,
0.0525863841176033,
-0.007541057653725147,
0.00564182223752141,
0.02490972727537155,
-0.02303590439260006,
-0.07869071513414383,
0.016443602740764618,
0.06750816851854324,
0.0008784266537986696,
0.06223633512854576,
-0.03482675179839134,
0.02890583872795105,
0.05151699483394623,
-0.08364282548427582,
0.06262277811765671,
0.012956473976373672,
-0.022850455716252327,
-0.011635652743279934,
0.015544803813099861,
-0.0009993622079491615,
0.012802330777049065,
0.06395890563726425,
-0.014183711260557175,
0.08673666417598724,
0.05053865909576416,
0.03647444024682045,
0.04349872097373009,
0.009076167829334736,
0.06380289793014526,
-0.030664218589663506,
-0.05014335364103317,
0.07643969357013702,
-0.02607876807451248,
-0.015070009045302868,
-0.03643006086349487,
-0.034490905702114105,
-0.026248164474964142,
-0.020573265850543976,
-0.053977120667696,
0.014767829328775406,
0.034399330615997314,
-0.001184624619781971,
-0.02546285092830658,
0.0341644324362278,
-0.05345027893781662,
0.05616042762994766,
-0.030081983655691147,
-0.05118170008063316,
0.021072231233119965,
-0.023559367284178734,
0.036458875983953476,
0.023289158940315247,
0.09817758947610855,
0.011703567579388618,
-0.029002603143453598,
-0.03144087269902229,
0.049527645111083984,
0.08185727149248123,
0.061759695410728455,
-0.042763613164424896,
0.014460238628089428,
-0.024746602401137352,
-0.00623292988166213,
0.09044833481311798,
0.008425981737673283,
-0.02689043991267681,
0.016465865075588226,
0.09590769559144974,
0.01346164382994175,
-0.06670752167701721,
-0.08793100714683533,
0.06852275878190994,
0.04383351653814316,
0.02606426365673542,
-0.00834167655557394,
-0.062152761965990067,
-0.08284933120012283,
-0.03406708687543869,
-0.007085416000336409,
-0.03561335802078247,
-0.08629685640335083,
9.20593359963267e-34,
0.054611340165138245,
-0.05228763818740845,
-0.034431617707014084,
0.013432551175355911,
0.013329620473086834,
-0.06929673999547958,
-0.017528193071484566,
-0.051313262432813644,
-0.03261137381196022,
-0.05368548631668091,
-0.13277700543403625,
0.07472053170204163,
0.006853875704109669,
-0.0029607040341943502,
0.005030931904911995,
-0.019672337919473648,
-0.04649730771780014,
-0.060811616480350494,
0.06673823297023773,
0.06383946537971497,
-0.004251924343407154,
-0.001173510099761188,
-0.058341462165117264,
-0.13143523037433624,
-0.04997215420007706,
-0.032822731882333755,
-0.12823474407196045,
-0.04784766212105751,
-0.016596762463450432,
0.007364762481302023,
-0.00423754658550024,
-0.01742505095899105,
-0.049126990139484406,
0.07625368982553482,
0.08225540071725845,
0.061710160225629807,
0.037109386175870895,
-0.05709202215075493,
-0.00506152119487524,
-0.04764889180660248,
-0.05984869226813316,
-0.05948469415307045,
-0.022082338109612465,
-0.015120793133974075,
0.024745309725403786,
-0.006945421919226646,
0.023480845615267754,
0.08058343082666397,
0.017512952908873558,
-0.017661910504102707,
0.07068091630935669,
-0.045898351818323135,
0.10068997740745544,
-0.08122114837169647,
-0.044027794152498245,
-0.003882312448695302,
-0.024349302053451538,
-0.0592368021607399,
-0.09764553606510162,
0.018487470224499702,
0.07341895997524261,
-0.01989859528839588,
0.07853541523218155,
0.005741570610553026,
0.07179052382707596,
0.055726464837789536,
-0.11025417596101761,
0.030019354075193405,
0.04885823279619217,
-0.03322506323456764,
0.009693097323179245,
0.02421550266444683,
-0.03344472497701645,
-0.048150550574064255,
-0.011414234526455402,
0.0677051842212677,
0.020143551751971245,
0.06672932952642441,
-0.0982254296541214,
0.03114631213247776,
0.034618258476257324,
-0.0585876889526844,
-0.0661461129784584,
-0.03817126899957657,
-0.013158469460904598,
0.08008696138858795,
0.10803531110286713,
-0.01948600262403488,
-0.0737275704741478,
0.03936587646603584,
-0.005750726908445358,
-0.083051398396492,
0.03032892756164074,
0.01905163563787937,
0.03372953459620476,
-3.806828536904393e-33,
-0.0016125539550557733,
0.016873328015208244,
0.04646508768200874,
0.031491976231336594,
-0.01996154524385929,
0.05295291915535927,
-0.03848762810230255,
0.00929126888513565,
-0.08902831375598907,
-0.025365637615323067,
0.041979629546403885,
0.01852872036397457,
-0.051741160452365875,
-0.014624989591538906,
-0.01755790412425995,
-0.06109948083758354,
0.0055677988566458225,
-0.06236715242266655,
0.1370580941438675,
-0.05799318850040436,
-0.09680671244859695,
0.06929923593997955,
0.017405284568667412,
0.032743651419878006,
-0.021353447809815407,
-0.026806959882378578,
-0.038281481713056564,
0.053220827132463455,
-0.0583781823515892,
0.04382767528295517,
-0.03629637882113457,
-0.04975758492946625,
-0.03899785503745079,
-0.049509115517139435,
0.0203122328966856,
0.07982049882411957,
-0.03972899541258812,
0.0013813023688271642,
0.08909573405981064,
-0.11792625486850739,
0.012078570201992989,
-0.027088355273008347,
-0.01229518000036478,
0.09110809117555618,
0.07309668511152267,
0.0631166398525238,
-0.01798110641539097,
0.014417435973882675,
-0.06933322548866272,
0.018239399418234825,
-0.013754647225141525,
0.048494402319192886,
0.003755483776330948,
-0.048697005957365036,
0.03950042277574539,
0.15622860193252563,
0.03938736021518707,
-0.025417814031243324,
0.06956101208925247,
-0.03007860854268074,
-0.05096957087516785,
-0.09091076999902725,
-0.00350184366106987,
0.009729691781103611,
0.020002232864499092,
0.04398069530725479,
-0.07934288680553436,
-0.009550461545586586,
-0.003906982485204935,
0.051454924046993256,
-0.015906991437077522,
-0.0036575242411345243,
-0.029207540675997734,
0.006699297111481428,
-0.032753944396972656,
-0.03662955388426781,
0.01572294719517231,
-0.08751516044139862,
-0.051509663462638855,
0.02238260954618454,
-0.005160732660442591,
0.07271073758602142,
-0.02098052389919758,
-0.04519043117761612,
0.0007716765394434333,
-0.05651348829269409,
0.003507821122184396,
-0.023385390639305115,
-0.06319994479417801,
0.0835958942770958,
0.12746262550354004,
-0.02963794395327568,
0.04246842488646507,
-0.050611354410648346,
-0.025597039610147476,
-3.691594230303963e-8,
0.10441272705793381,
0.07365965098142624,
0.09428726881742477,
-0.06635352969169617,
0.043860021978616714,
-0.008247864432632923,
0.047972485423088074,
0.00497569190338254,
0.028830116614699364,
0.03793348744511604,
-0.005309997126460075,
-0.08379637449979782,
0.015024357475340366,
-0.021454330533742905,
-0.01181810349225998,
0.09904608875513077,
-0.02560046687722206,
0.027070600539445877,
-0.038335178047418594,
-0.050929900258779526,
-0.03337849676609039,
-0.047387249767780304,
-0.024709491059184074,
0.0759807899594307,
0.011657847091555595,
-0.002829089527949691,
-0.031325265765190125,
-0.03790571168065071,
-0.02030024863779545,
0.022144921123981476,
0.004370303358882666,
-0.00039328591083176434,
0.03098389133810997,
-0.005585588980466127,
-0.16657409071922302,
0.005265131127089262,
-0.06730347126722336,
-0.05045175179839134,
-0.029870325699448586,
-0.015406453050673008,
-0.008324706926941872,
0.03346431255340576,
0.05881268158555031,
0.002883167704567313,
-0.005650008097290993,
0.0011927918531000614,
0.06067826226353645,
-0.036871183663606644,
0.05542862415313721,
0.09518303722143173,
0.012191618792712688,
0.0156584270298481,
-0.02641446515917778,
-0.012257244437932968,
-0.0417071133852005,
0.016972718760371208,
-0.01457110233604908,
0.012487346306443214,
0.02187958173453808,
0.06692808121442795,
-0.10165418684482574,
0.017913591116666794,
0.042692553251981735,
-0.057544223964214325
] |
1402.5391
|
Ana Bu\v{s}i\'c
|
Ana Bu\v{s}i\'c and Emilie Coupechoux
|
Exact Simulation for Assemble-To-Order Systems
| null | null | null | null |
math.PR cs.PF
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We develop exact simulation (also known as perfect sampling) algorithms for a
family of assemble-to-order systems. Due to the finite capacity, and coupling
in demands and replenishments, known solving techniques are inefficient for
larger problem instances. We first consider the case with individual
replenishments of items, and derive an event based representation of the Markov
chain that allows applying existing exact simulation techniques, using the
monotonicity properties or bounding chains. In the case of joint
replenishments, the state space becomes intractable for the existing methods.
We propose new exact simulation algorithms, based on aggregation and bounding
chains, that allow a significant reduction of the state space of the Markov
chain. We also discuss the coupling times of considered models and provide
sufficient conditions for linear (in the single server replenishment case) or
quadratic (many server case) complexity of our algorithms in terms of the total
capacity in the system.
|
[
{
"created": "Fri, 21 Feb 2014 19:40:38 GMT",
"version": "v1"
}
] |
2014-02-24
|
[
[
"Bušić",
"Ana",
""
],
[
"Coupechoux",
"Emilie",
""
]
] |
[
-0.06405378133058548,
0.018585581332445145,
0.030772434547543526,
-0.0033146149944514036,
-0.05093461275100708,
-0.1018192246556282,
-0.04538893699645996,
-0.0434337742626667,
0.0499490387737751,
0.04093525931239128,
-0.020221782848238945,
0.04751946032047272,
0.02126235142350197,
0.00686252536252141,
0.0431877039372921,
-0.02353132888674736,
0.0871870219707489,
-0.03131571412086487,
-0.05472906306385994,
-0.03899967297911644,
-0.022559871897101402,
-0.025442127138376236,
-0.0531022772192955,
-0.06755349040031433,
0.002167067024856806,
0.02051037736237049,
-0.024054815992712975,
-0.06171988695859909,
0.006365804001688957,
-0.02815205417573452,
0.031916454434394836,
-0.040546003729104996,
0.026288269087672234,
-0.062157467007637024,
0.072406105697155,
0.011858099140226841,
-0.034980129450559616,
-0.12441844493150711,
0.017400164157152176,
-0.003534420160576701,
0.055210795253515244,
0.09102693945169449,
-0.005102870054543018,
0.046814557164907455,
0.044470880180597305,
0.0011186806950718164,
0.021629387512803078,
0.01287225540727377,
0.01976603828370571,
0.01682472601532936,
-0.00046690963790751994,
0.057259660214185715,
-0.022686773911118507,
0.05832172557711601,
-0.008030553348362446,
0.03677387908101082,
0.03150681033730507,
-0.06016186997294426,
-0.11937528848648071,
-0.000976791838183999,
0.016885096207261086,
-0.05304555594921112,
-0.00014432233001571149,
-0.054642029106616974,
0.011655747890472412,
0.03320109099149704,
0.051559142768383026,
0.07720232754945755,
-0.09690912067890167,
0.03577481582760811,
-0.015918713063001633,
-0.01527436450123787,
-0.04446331039071083,
0.05579633265733719,
-0.0008751986897550523,
-0.031706828624010086,
0.05869285762310028,
-0.10201297700405121,
-0.08119280636310577,
-0.032373733818531036,
-0.09257529675960541,
0.03619988635182381,
-0.003927796147763729,
-0.0492992028594017,
-0.022116241976618767,
-0.0777074471116066,
-0.025089265778660774,
0.10107345879077911,
0.08806517720222473,
-0.035319890826940536,
-0.019097188487648964,
0.0552588552236557,
0.05089141055941582,
-0.0368107408285141,
-0.028511865064501762,
0.03567468374967575,
0.0660015270113945,
0.04112665355205536,
0.051062941551208496,
0.04151977598667145,
0.031323645263910294,
0.0770324319601059,
0.10541784763336182,
-0.05362233147025108,
-0.0007080649957060814,
-0.05436430871486664,
-0.08118192106485367,
-0.002163525437936187,
-0.06160188838839531,
-0.05218886584043503,
0.008209609426558018,
0.04252400994300842,
0.06778024882078171,
0.04219227656722069,
-0.04820312187075615,
0.018507447093725204,
0.016579411923885345,
-0.07461882382631302,
-0.006508038844913244,
-0.08150384575128555,
-0.0064650774002075195,
0.05710352584719658,
0.07938428223133087,
0.03735342249274254,
0.015568127855658531,
0.07162078469991684,
0.06428448110818863,
2.0607934929021153e-33,
-0.10405146330595016,
-0.05152374878525734,
0.05622292682528496,
-0.0029539410024881363,
0.08693007379770279,
0.0010257076937705278,
0.081496462225914,
-0.036093682050704956,
-0.04093823581933975,
0.035063210874795914,
0.022933458909392357,
0.006015528459101915,
0.014136352576315403,
0.01140988152474165,
0.04106665030121803,
-0.031018950045108795,
0.02112591080367565,
0.09319113940000534,
0.07255017757415771,
-0.07330683618783951,
-0.04321060702204704,
-0.051415637135505676,
-0.006875017192214727,
0.025805030018091202,
0.012408033013343811,
-0.0008890618337318301,
-0.014972604811191559,
0.07807913422584534,
0.05918572470545769,
-0.0250320453196764,
0.048444196581840515,
0.04458247497677803,
-0.049839138984680176,
0.014343882910907269,
-0.022590678185224533,
0.025142671540379524,
0.020291266962885857,
-0.04096514359116554,
-0.0629681795835495,
-0.07951194792985916,
-0.01994158886373043,
0.0243839044123888,
0.020129680633544922,
0.03416942059993744,
-0.17520560324192047,
-0.04247106611728668,
-0.0033504669554531574,
-0.0697738528251648,
0.007784624118357897,
0.029929092153906822,
0.005332868546247482,
-0.04090902954339981,
0.08426302671432495,
-0.024772755801677704,
-0.1001260057091713,
-0.009343794547021389,
0.05650239437818527,
-0.03196214884519577,
0.014315950684249401,
0.08224573731422424,
-0.047790903598070145,
-0.04651947692036629,
0.009294078685343266,
0.03741788864135742,
0.0781898945569992,
0.06180569902062416,
-0.015853043645620346,
-0.03951061889529228,
0.09858894348144531,
-0.01746971718966961,
0.03662038594484329,
-0.00871916115283966,
0.02779059112071991,
-0.02961307018995285,
0.055701930075883865,
-0.011507744900882244,
0.027013976126909256,
-0.00281263398937881,
-0.04555679112672806,
-0.01503149513155222,
-0.04234471544623375,
-0.008942566812038422,
0.010559724643826485,
0.009912402369081974,
-0.01352616399526596,
-0.06285511702299118,
-0.004998655524104834,
0.030737055465579033,
0.017116323113441467,
-0.029539253562688828,
-0.06897664815187454,
0.042619552463293076,
0.07333941012620926,
-0.0037753302603960037,
0.1119866594672203,
-1.8548356787075193e-33,
0.02781030535697937,
-0.014804600737988949,
0.06479988992214203,
0.09124299138784409,
0.043472688645124435,
-0.08352826535701752,
-0.04389866814017296,
-0.06284431368112564,
0.022383593022823334,
-0.07198068499565125,
-0.14221130311489105,
-0.0200333409011364,
0.0631113052368164,
0.0009584571234881878,
0.039200179278850555,
0.008949683047831059,
0.0030576614663004875,
-0.060435838997364044,
0.048288557678461075,
-0.000939783756621182,
0.011964917182922363,
0.008479448966681957,
0.031135547906160355,
0.03822990879416466,
-0.02240929566323757,
0.013475004583597183,
0.001740028033964336,
0.014139636419713497,
-0.019063197076320648,
-0.08789709210395813,
-0.02795097976922989,
-0.12156003713607788,
-0.006571315694600344,
0.010733922012150288,
0.04059343785047531,
0.007852203212678432,
-0.016561871394515038,
0.1332920491695404,
0.04400970786809921,
-0.0152877913787961,
0.05236014351248741,
-0.07485050708055496,
-0.09515921026468277,
-0.002328617963939905,
0.022486461326479912,
-0.029235800728201866,
-0.023835640400648117,
0.027550039812922478,
0.08913636952638626,
-0.014661959372460842,
-0.08289000391960144,
0.05726081132888794,
-0.020060913637280464,
0.03376322612166405,
0.02111588791012764,
0.047387585043907166,
-0.0576295368373394,
0.022136058658361435,
0.08521050959825516,
-0.0146231884136796,
-0.0701509639620781,
-0.004449845757335424,
0.014029508456587791,
0.038223203271627426,
0.05019916221499443,
0.016196029260754585,
0.03115435689687729,
-0.12222245335578918,
0.037207454442977905,
0.008575125597417355,
-0.007700686808675528,
0.06132953241467476,
0.08512253314256668,
-0.00400277366861701,
0.03444229066371918,
-0.003719954751431942,
0.049301035702228546,
-0.01035531796514988,
0.052070051431655884,
-0.038579151034355164,
-0.036305591464042664,
0.05973028391599655,
0.013100622221827507,
0.04356038570404053,
-0.0539948008954525,
-0.020779840648174286,
0.04884061962366104,
-0.016386164352297783,
0.009128447622060776,
-0.0419296994805336,
-0.027800535783171654,
0.04352966323494911,
0.07842759788036346,
0.07390294969081879,
-0.07707968354225159,
-4.303157652429945e-8,
-0.03222663328051567,
-0.024279333651065826,
0.03804735466837883,
0.03739035874605179,
0.09879200905561447,
-0.008408051915466785,
0.06141836568713188,
0.03846477344632149,
0.014284218661487103,
0.005993903148919344,
0.04369352385401726,
-0.044261686503887177,
-0.027073826640844345,
-0.0012032714439556003,
-0.0431719645857811,
0.017231402918696404,
0.00446745241060853,
-0.029889443889260292,
-0.049504354596138,
-0.006455517839640379,
-0.03396528214216232,
0.015718135982751846,
0.11692444980144501,
-0.01921159401535988,
-0.014941205270588398,
0.009475820697844028,
0.08276493102312088,
0.03584634140133858,
0.10075698047876358,
0.03781858831644058,
-0.014437634497880936,
0.021525368094444275,
0.005449927411973476,
0.010984371416270733,
0.05623379349708557,
-0.10295082628726959,
-0.0373147651553154,
-0.0028686844743788242,
0.003501559840515256,
-0.119560606777668,
0.035605352371931076,
-0.01145956851541996,
-0.04309782758355141,
0.02640322782099247,
0.14782550930976868,
-0.008538397960364819,
-0.1602182686328888,
-0.03769160062074661,
0.05118780583143234,
-0.005292163230478764,
-0.055262286216020584,
-0.08170021325349808,
0.027972586452960968,
0.022147895768284798,
-0.03068757988512516,
-0.004249867983162403,
0.04015436768531799,
-0.013900810852646828,
0.11737777292728424,
0.030038340017199516,
0.045480966567993164,
-0.02177618443965912,
-0.0425332672894001,
-0.04514927417039871
] | null | null | null | null | null | null | null |
[
-0.06405378133058548,
0.018585581332445145,
0.030772434547543526,
-0.0033146149944514036,
-0.05093461275100708,
-0.1018192246556282,
-0.04538893699645996,
-0.0434337742626667,
0.0499490387737751,
0.04093525931239128,
-0.020221782848238945,
0.04751946032047272,
0.02126235142350197,
0.00686252536252141,
0.0431877039372921,
-0.02353132888674736,
0.0871870219707489,
-0.03131571412086487,
-0.05472906306385994,
-0.03899967297911644,
-0.022559871897101402,
-0.025442127138376236,
-0.0531022772192955,
-0.06755349040031433,
0.002167067024856806,
0.02051037736237049,
-0.024054815992712975,
-0.06171988695859909,
0.006365804001688957,
-0.02815205417573452,
0.031916454434394836,
-0.040546003729104996,
0.026288269087672234,
-0.062157467007637024,
0.072406105697155,
0.011858099140226841,
-0.034980129450559616,
-0.12441844493150711,
0.017400164157152176,
-0.003534420160576701,
0.055210795253515244,
0.09102693945169449,
-0.005102870054543018,
0.046814557164907455,
0.044470880180597305,
0.0011186806950718164,
0.021629387512803078,
0.01287225540727377,
0.01976603828370571,
0.01682472601532936,
-0.00046690963790751994,
0.057259660214185715,
-0.022686773911118507,
0.05832172557711601,
-0.008030553348362446,
0.03677387908101082,
0.03150681033730507,
-0.06016186997294426,
-0.11937528848648071,
-0.000976791838183999,
0.016885096207261086,
-0.05304555594921112,
-0.00014432233001571149,
-0.054642029106616974,
0.011655747890472412,
0.03320109099149704,
0.051559142768383026,
0.07720232754945755,
-0.09690912067890167,
0.03577481582760811,
-0.015918713063001633,
-0.01527436450123787,
-0.04446331039071083,
0.05579633265733719,
-0.0008751986897550523,
-0.031706828624010086,
0.05869285762310028,
-0.10201297700405121,
-0.08119280636310577,
-0.032373733818531036,
-0.09257529675960541,
0.03619988635182381,
-0.003927796147763729,
-0.0492992028594017,
-0.022116241976618767,
-0.0777074471116066,
-0.025089265778660774,
0.10107345879077911,
0.08806517720222473,
-0.035319890826940536,
-0.019097188487648964,
0.0552588552236557,
0.05089141055941582,
-0.0368107408285141,
-0.028511865064501762,
0.03567468374967575,
0.0660015270113945,
0.04112665355205536,
0.051062941551208496,
0.04151977598667145,
0.031323645263910294,
0.0770324319601059,
0.10541784763336182,
-0.05362233147025108,
-0.0007080649957060814,
-0.05436430871486664,
-0.08118192106485367,
-0.002163525437936187,
-0.06160188838839531,
-0.05218886584043503,
0.008209609426558018,
0.04252400994300842,
0.06778024882078171,
0.04219227656722069,
-0.04820312187075615,
0.018507447093725204,
0.016579411923885345,
-0.07461882382631302,
-0.006508038844913244,
-0.08150384575128555,
-0.0064650774002075195,
0.05710352584719658,
0.07938428223133087,
0.03735342249274254,
0.015568127855658531,
0.07162078469991684,
0.06428448110818863,
2.0607934929021153e-33,
-0.10405146330595016,
-0.05152374878525734,
0.05622292682528496,
-0.0029539410024881363,
0.08693007379770279,
0.0010257076937705278,
0.081496462225914,
-0.036093682050704956,
-0.04093823581933975,
0.035063210874795914,
0.022933458909392357,
0.006015528459101915,
0.014136352576315403,
0.01140988152474165,
0.04106665030121803,
-0.031018950045108795,
0.02112591080367565,
0.09319113940000534,
0.07255017757415771,
-0.07330683618783951,
-0.04321060702204704,
-0.051415637135505676,
-0.006875017192214727,
0.025805030018091202,
0.012408033013343811,
-0.0008890618337318301,
-0.014972604811191559,
0.07807913422584534,
0.05918572470545769,
-0.0250320453196764,
0.048444196581840515,
0.04458247497677803,
-0.049839138984680176,
0.014343882910907269,
-0.022590678185224533,
0.025142671540379524,
0.020291266962885857,
-0.04096514359116554,
-0.0629681795835495,
-0.07951194792985916,
-0.01994158886373043,
0.0243839044123888,
0.020129680633544922,
0.03416942059993744,
-0.17520560324192047,
-0.04247106611728668,
-0.0033504669554531574,
-0.0697738528251648,
0.007784624118357897,
0.029929092153906822,
0.005332868546247482,
-0.04090902954339981,
0.08426302671432495,
-0.024772755801677704,
-0.1001260057091713,
-0.009343794547021389,
0.05650239437818527,
-0.03196214884519577,
0.014315950684249401,
0.08224573731422424,
-0.047790903598070145,
-0.04651947692036629,
0.009294078685343266,
0.03741788864135742,
0.0781898945569992,
0.06180569902062416,
-0.015853043645620346,
-0.03951061889529228,
0.09858894348144531,
-0.01746971718966961,
0.03662038594484329,
-0.00871916115283966,
0.02779059112071991,
-0.02961307018995285,
0.055701930075883865,
-0.011507744900882244,
0.027013976126909256,
-0.00281263398937881,
-0.04555679112672806,
-0.01503149513155222,
-0.04234471544623375,
-0.008942566812038422,
0.010559724643826485,
0.009912402369081974,
-0.01352616399526596,
-0.06285511702299118,
-0.004998655524104834,
0.030737055465579033,
0.017116323113441467,
-0.029539253562688828,
-0.06897664815187454,
0.042619552463293076,
0.07333941012620926,
-0.0037753302603960037,
0.1119866594672203,
-1.8548356787075193e-33,
0.02781030535697937,
-0.014804600737988949,
0.06479988992214203,
0.09124299138784409,
0.043472688645124435,
-0.08352826535701752,
-0.04389866814017296,
-0.06284431368112564,
0.022383593022823334,
-0.07198068499565125,
-0.14221130311489105,
-0.0200333409011364,
0.0631113052368164,
0.0009584571234881878,
0.039200179278850555,
0.008949683047831059,
0.0030576614663004875,
-0.060435838997364044,
0.048288557678461075,
-0.000939783756621182,
0.011964917182922363,
0.008479448966681957,
0.031135547906160355,
0.03822990879416466,
-0.02240929566323757,
0.013475004583597183,
0.001740028033964336,
0.014139636419713497,
-0.019063197076320648,
-0.08789709210395813,
-0.02795097976922989,
-0.12156003713607788,
-0.006571315694600344,
0.010733922012150288,
0.04059343785047531,
0.007852203212678432,
-0.016561871394515038,
0.1332920491695404,
0.04400970786809921,
-0.0152877913787961,
0.05236014351248741,
-0.07485050708055496,
-0.09515921026468277,
-0.002328617963939905,
0.022486461326479912,
-0.029235800728201866,
-0.023835640400648117,
0.027550039812922478,
0.08913636952638626,
-0.014661959372460842,
-0.08289000391960144,
0.05726081132888794,
-0.020060913637280464,
0.03376322612166405,
0.02111588791012764,
0.047387585043907166,
-0.0576295368373394,
0.022136058658361435,
0.08521050959825516,
-0.0146231884136796,
-0.0701509639620781,
-0.004449845757335424,
0.014029508456587791,
0.038223203271627426,
0.05019916221499443,
0.016196029260754585,
0.03115435689687729,
-0.12222245335578918,
0.037207454442977905,
0.008575125597417355,
-0.007700686808675528,
0.06132953241467476,
0.08512253314256668,
-0.00400277366861701,
0.03444229066371918,
-0.003719954751431942,
0.049301035702228546,
-0.01035531796514988,
0.052070051431655884,
-0.038579151034355164,
-0.036305591464042664,
0.05973028391599655,
0.013100622221827507,
0.04356038570404053,
-0.0539948008954525,
-0.020779840648174286,
0.04884061962366104,
-0.016386164352297783,
0.009128447622060776,
-0.0419296994805336,
-0.027800535783171654,
0.04352966323494911,
0.07842759788036346,
0.07390294969081879,
-0.07707968354225159,
-4.303157652429945e-8,
-0.03222663328051567,
-0.024279333651065826,
0.03804735466837883,
0.03739035874605179,
0.09879200905561447,
-0.008408051915466785,
0.06141836568713188,
0.03846477344632149,
0.014284218661487103,
0.005993903148919344,
0.04369352385401726,
-0.044261686503887177,
-0.027073826640844345,
-0.0012032714439556003,
-0.0431719645857811,
0.017231402918696404,
0.00446745241060853,
-0.029889443889260292,
-0.049504354596138,
-0.006455517839640379,
-0.03396528214216232,
0.015718135982751846,
0.11692444980144501,
-0.01921159401535988,
-0.014941205270588398,
0.009475820697844028,
0.08276493102312088,
0.03584634140133858,
0.10075698047876358,
0.03781858831644058,
-0.014437634497880936,
0.021525368094444275,
0.005449927411973476,
0.010984371416270733,
0.05623379349708557,
-0.10295082628726959,
-0.0373147651553154,
-0.0028686844743788242,
0.003501559840515256,
-0.119560606777668,
0.035605352371931076,
-0.01145956851541996,
-0.04309782758355141,
0.02640322782099247,
0.14782550930976868,
-0.008538397960364819,
-0.1602182686328888,
-0.03769160062074661,
0.05118780583143234,
-0.005292163230478764,
-0.055262286216020584,
-0.08170021325349808,
0.027972586452960968,
0.022147895768284798,
-0.03068757988512516,
-0.004249867983162403,
0.04015436768531799,
-0.013900810852646828,
0.11737777292728424,
0.030038340017199516,
0.045480966567993164,
-0.02177618443965912,
-0.0425332672894001,
-0.04514927417039871
] |
1402.5401
|
Klaus von Haeften
|
Gediminas Galinis, Cephise Cacho, Richard T. Chapman, Andrew M. Ellis,
Marius Lewerenz, Luis G. Mendoza Luna, Russell S. Minns, Mirjana Mladenovic,
Arnaud Rouz\'ee, Emma Springate, I. C. Edmond Turcu, Mark J. Watkins, Klaus
von Haeften
|
Probing the structure and dynamics of molecular clusters using
rotational wavepackets
|
5 pages, 6 figures
| null |
10.1103/PhysRevLett.113.043004
| null |
physics.atm-clus physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The chemical and physical properties of molecular clusters can heavily depend
on their size, which makes them very attractive for the design of new materials
with tailored properties. Deriving the structure and dynamics of clusters is
therefore of major interest in science. Weakly bound clusters can be studied
using conventional spectroscopic techniques, but the number of lines observed
is often too small for a comprehensive structural analysis. Impulsive alignment
generates rotational wavepackets, which provides simultaneous information on
structure and dynamics, as has been demonstrated successfully for isolated
molecules. Here, we apply this technique for the firsttime to clusters
comprising of a molecule and a single helium atom. By forcing the population of
high rotational levels in intense laser fields we demonstrate the generation of
rich rotational line spectra for this system, establishing the highly
delocalised structure and the coherence of rotational wavepacket propagation.
Our findings enable studies of clusters of different sizes and complexity as
well as incipient superfluidity effects using wavepacket methods.
|
[
{
"created": "Fri, 21 Feb 2014 20:27:51 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Galinis",
"Gediminas",
""
],
[
"Cacho",
"Cephise",
""
],
[
"Chapman",
"Richard T.",
""
],
[
"Ellis",
"Andrew M.",
""
],
[
"Lewerenz",
"Marius",
""
],
[
"Luna",
"Luis G. Mendoza",
""
],
[
"Minns",
"Russell S.",
""
],
[
"Mladenovic",
"Mirjana",
""
],
[
"Rouzée",
"Arnaud",
""
],
[
"Springate",
"Emma",
""
],
[
"Turcu",
"I. C. Edmond",
""
],
[
"Watkins",
"Mark J.",
""
],
[
"von Haeften",
"Klaus",
""
]
] |
[
-0.08826452493667603,
-0.07828541100025177,
-0.10497631132602692,
0.04347986727952957,
0.022229056805372238,
0.015255776233971119,
-0.02267988584935665,
0.023016193881630898,
0.040365200489759445,
-0.09218741208314896,
0.02523047663271427,
-0.00623104814440012,
-0.021117648109793663,
-0.037713099271059036,
0.023923104628920555,
0.014315672218799591,
-0.049393974244594574,
-0.01620652712881565,
-0.021839622408151627,
0.012540450319647789,
-0.044952526688575745,
-0.05919899791479111,
0.01385474856942892,
0.0708138570189476,
-0.02554936148226261,
0.12385795265436172,
0.07919839024543762,
0.0016553992172703147,
0.021397195756435394,
-0.007891966961324215,
0.09963538497686386,
0.017373880371451378,
-0.027417123317718506,
0.04328151047229767,
0.04871443659067154,
-0.008957653306424618,
0.04168020188808441,
0.0819706842303276,
0.001259787823073566,
-0.06434088200330734,
0.023406915366649628,
0.0043996782042086124,
0.020531147718429565,
0.00842292420566082,
0.009968574158847332,
-0.026449475437402725,
-0.07775452733039856,
0.0058568790555000305,
-0.03131820261478424,
-0.027591923251748085,
0.010777127929031849,
0.03635163977742195,
-0.017176087945699692,
0.042013879865407944,
-0.0004985179402865469,
0.0942995622754097,
-0.04033616557717323,
-0.019991178065538406,
0.08870425820350647,
-0.10162966698408127,
0.04900967329740524,
0.0025500899646431208,
0.08635998517274857,
0.017340892925858498,
0.022654391825199127,
0.09218121320009232,
0.09884980320930481,
0.032226622104644775,
0.07252085208892822,
0.005064124707132578,
-0.040613479912281036,
0.08439873903989792,
0.030820230022072792,
0.07715073227882385,
0.06834292411804199,
0.05342407152056694,
-0.0603458508849144,
0.031111525371670723,
-0.024127062410116196,
0.018031476065516472,
-0.03936099261045456,
-0.028898362070322037,
0.0810549333691597,
0.0274205282330513,
-0.07189613580703735,
0.02706954814493656,
0.007533619180321693,
-0.04780535772442818,
-0.013355760835111141,
-0.045702967792749405,
-0.06916729360818863,
0.03359993174672127,
-0.03691806644201279,
-0.05212582275271416,
-0.031329862773418427,
0.01822921261191368,
0.052961453795433044,
-0.054458994418382645,
0.0665624737739563,
-0.0071311211213469505,
0.054935235530138016,
0.015983160585165024,
-0.0033176394645124674,
0.001943653100170195,
-0.11954137682914734,
-0.06230035051703453,
0.05928916111588478,
-0.004576739389449358,
-0.02927129529416561,
0.04736807569861412,
0.05168655887246132,
0.018464695662260056,
0.0035479762591421604,
-0.06811605393886566,
-0.05359001085162163,
-0.012212651781737804,
0.05195176601409912,
0.06653372943401337,
-0.018473798409104347,
0.022990819066762924,
0.0007907217368483543,
0.038332194089889526,
0.024984752759337425,
0.048042863607406616,
0.0016961286310106516,
-0.002710819710046053,
-0.1042993813753128,
-1.2573006761158568e-33,
0.03819518908858299,
0.027467360720038414,
0.03873852640390396,
0.06733186542987823,
-0.0033957152627408504,
-0.1114681139588356,
0.01799759827554226,
0.011108536273241043,
-0.0990341454744339,
0.04361801967024803,
-0.033305998891592026,
0.0165434330701828,
0.08445543795824051,
-0.015702730044722557,
-0.010433489456772804,
-0.0368262343108654,
0.06046172231435776,
0.0072144269943237305,
-0.10038824379444122,
0.001334819826297462,
-0.06629657745361328,
0.11062146723270416,
0.04711330309510231,
-0.03659702092409134,
-0.16791124641895294,
0.057096417993307114,
0.0048239566385746,
0.014917909167706966,
-0.020927084609866142,
0.001422820147126913,
-0.0002250363031635061,
0.011444301344454288,
-0.06763708591461182,
0.008382346481084824,
0.04858233779668808,
0.06781404465436935,
-0.0595216229557991,
-0.0718187689781189,
-0.019567567855119705,
-0.04476058483123779,
0.04816122353076935,
-0.018928997218608856,
0.020229818299412727,
-0.07625208050012589,
0.02148865908384323,
0.04064248129725456,
0.02574789710342884,
-0.07112964242696762,
0.014149590395390987,
-0.04370954632759094,
-0.04097637161612511,
0.02125151827931404,
0.012438646517693996,
0.0345129631459713,
0.03646912798285484,
-0.023141274228692055,
0.068510040640831,
-0.020346684381365776,
0.02917487733066082,
-0.04608830809593201,
-0.01614018715918064,
-0.06018003821372986,
-0.027022475376725197,
0.012263457290828228,
-0.03005576692521572,
0.02497771568596363,
-0.07342471927404404,
0.04754792898893356,
0.06543149054050446,
0.044134337455034256,
0.04209713265299797,
0.1156078577041626,
0.03926077485084534,
0.0025700421538203955,
0.03923236206173897,
0.10216060280799866,
0.01512509398162365,
0.04743466526269913,
0.0011628164211288095,
0.02302476391196251,
-0.0055602616630494595,
-0.0652158334851265,
0.019826607778668404,
-0.08470474183559418,
-0.06575355678796768,
-0.0185510516166687,
-0.04540736973285675,
-0.055916428565979004,
-0.1045403778553009,
0.025456076487898827,
-0.044964563101530075,
-0.06038682535290718,
0.06374751031398773,
-0.06219739839434624,
-0.05253605172038078,
-2.5302251415220804e-33,
0.026159025728702545,
0.040952201932668686,
0.0343005545437336,
-0.005606438498944044,
0.015098920091986656,
0.06509450823068619,
-0.047711797058582306,
0.05433112755417824,
0.03135707974433899,
-0.022883623838424683,
0.0713222324848175,
-0.011113762855529785,
0.004560386296361685,
-0.006860458757728338,
-0.0328136682510376,
0.04631498456001282,
0.024327214807271957,
-0.05393658205866814,
0.1670636385679245,
-0.049953654408454895,
-0.012950105592608452,
-0.07200045138597488,
0.03393574804067612,
0.06821832060813904,
-0.01422213390469551,
0.004374738782644272,
0.030391095206141472,
-0.08327062427997589,
-0.012806220911443233,
0.091603584587574,
-0.0022758562117815018,
0.003965488635003567,
-0.03175555169582367,
0.018855376169085503,
-0.09128405153751373,
0.039388999342918396,
-0.10302001982927322,
0.04781312122941017,
-0.03224095329642296,
-0.1092815101146698,
-0.09869812428951263,
-0.021045643836259842,
-0.08241292834281921,
-0.04262787476181984,
0.03381532058119774,
0.02051430754363537,
0.04582902789115906,
0.018020816147327423,
-0.031347014009952545,
0.01045638881623745,
-0.08068427443504333,
0.0452459454536438,
0.038139816373586655,
0.017455730587244034,
-0.018123691901564598,
0.06848318129777908,
-0.014556651934981346,
0.013369466178119183,
0.11444667726755142,
-0.0732070729136467,
-0.020574530586600304,
-0.07434922456741333,
-0.025495463982224464,
-0.04011837765574455,
-0.04331767186522484,
-0.058545731008052826,
0.03009301982820034,
-0.028911422938108444,
-0.019508251920342445,
0.045993465930223465,
-0.06762681901454926,
0.0034022501204162836,
0.04482734948396683,
0.07655154913663864,
0.0005447720759548247,
-0.03332431986927986,
0.10059913247823715,
-0.12164591252803802,
0.008722598664462566,
-0.00552003551274538,
-0.007847009226679802,
0.021360984072089195,
-0.05171132832765579,
-0.06064486876130104,
0.03486080840229988,
0.0405987910926342,
-0.02172716148197651,
-0.005038850475102663,
-0.025741754099726677,
-0.018049711361527443,
0.055571042001247406,
0.04647892341017723,
0.018748383969068527,
-0.0792757198214531,
0.04453251510858536,
-4.351288040993495e-8,
0.05641518533229828,
-0.03424719721078873,
0.00023293864796869457,
0.02542378380894661,
0.004460879601538181,
0.03267950937151909,
0.0009874305687844753,
0.06375298649072647,
-0.06826987862586975,
-0.05882621183991432,
0.014439708553254604,
-0.06153002753853798,
-0.028198571875691414,
-0.01200029905885458,
0.024379242211580276,
0.024159912019968033,
-0.07153183966875076,
0.012559419497847557,
-0.07398645579814911,
0.0006517626461572945,
-0.05348961800336838,
0.00017982990539167076,
0.05630320683121681,
-0.00361603288911283,
-0.004726746119558811,
-0.052632637321949005,
-0.0014743953943252563,
-0.029272140935063362,
-0.05773609131574631,
-0.06934064626693726,
-0.07348596304655075,
0.003902203170582652,
0.0878731906414032,
0.09285145998001099,
-0.048225272446870804,
0.004908751230686903,
-0.08519082516431808,
0.07901935279369354,
-0.07708543539047241,
0.0066091809421777725,
-0.0008622047025710344,
0.09535485506057739,
-0.04015541076660156,
-0.0025039769243448973,
-0.033674951642751694,
0.0801214724779129,
-0.06246441975235939,
0.07879138737916946,
-0.020666183903813362,
0.01599530316889286,
-0.034720342606306076,
0.05713774636387825,
-0.00013526978727895766,
-0.005408002529293299,
-0.05805175378918648,
-0.00808659102767706,
-0.12426777929067612,
-0.008406881242990494,
0.06036141514778137,
-0.03479907661676407,
-0.013472791761159897,
-0.02481214515864849,
-0.01719682104885578,
-0.025676872581243515
] | null | null | null | null | null | null | null |
[
-0.08826452493667603,
-0.07828541100025177,
-0.10497631132602692,
0.04347986727952957,
0.022229056805372238,
0.015255776233971119,
-0.02267988584935665,
0.023016193881630898,
0.040365200489759445,
-0.09218741208314896,
0.02523047663271427,
-0.00623104814440012,
-0.021117648109793663,
-0.037713099271059036,
0.023923104628920555,
0.014315672218799591,
-0.049393974244594574,
-0.01620652712881565,
-0.021839622408151627,
0.012540450319647789,
-0.044952526688575745,
-0.05919899791479111,
0.01385474856942892,
0.0708138570189476,
-0.02554936148226261,
0.12385795265436172,
0.07919839024543762,
0.0016553992172703147,
0.021397195756435394,
-0.007891966961324215,
0.09963538497686386,
0.017373880371451378,
-0.027417123317718506,
0.04328151047229767,
0.04871443659067154,
-0.008957653306424618,
0.04168020188808441,
0.0819706842303276,
0.001259787823073566,
-0.06434088200330734,
0.023406915366649628,
0.0043996782042086124,
0.020531147718429565,
0.00842292420566082,
0.009968574158847332,
-0.026449475437402725,
-0.07775452733039856,
0.0058568790555000305,
-0.03131820261478424,
-0.027591923251748085,
0.010777127929031849,
0.03635163977742195,
-0.017176087945699692,
0.042013879865407944,
-0.0004985179402865469,
0.0942995622754097,
-0.04033616557717323,
-0.019991178065538406,
0.08870425820350647,
-0.10162966698408127,
0.04900967329740524,
0.0025500899646431208,
0.08635998517274857,
0.017340892925858498,
0.022654391825199127,
0.09218121320009232,
0.09884980320930481,
0.032226622104644775,
0.07252085208892822,
0.005064124707132578,
-0.040613479912281036,
0.08439873903989792,
0.030820230022072792,
0.07715073227882385,
0.06834292411804199,
0.05342407152056694,
-0.0603458508849144,
0.031111525371670723,
-0.024127062410116196,
0.018031476065516472,
-0.03936099261045456,
-0.028898362070322037,
0.0810549333691597,
0.0274205282330513,
-0.07189613580703735,
0.02706954814493656,
0.007533619180321693,
-0.04780535772442818,
-0.013355760835111141,
-0.045702967792749405,
-0.06916729360818863,
0.03359993174672127,
-0.03691806644201279,
-0.05212582275271416,
-0.031329862773418427,
0.01822921261191368,
0.052961453795433044,
-0.054458994418382645,
0.0665624737739563,
-0.0071311211213469505,
0.054935235530138016,
0.015983160585165024,
-0.0033176394645124674,
0.001943653100170195,
-0.11954137682914734,
-0.06230035051703453,
0.05928916111588478,
-0.004576739389449358,
-0.02927129529416561,
0.04736807569861412,
0.05168655887246132,
0.018464695662260056,
0.0035479762591421604,
-0.06811605393886566,
-0.05359001085162163,
-0.012212651781737804,
0.05195176601409912,
0.06653372943401337,
-0.018473798409104347,
0.022990819066762924,
0.0007907217368483543,
0.038332194089889526,
0.024984752759337425,
0.048042863607406616,
0.0016961286310106516,
-0.002710819710046053,
-0.1042993813753128,
-1.2573006761158568e-33,
0.03819518908858299,
0.027467360720038414,
0.03873852640390396,
0.06733186542987823,
-0.0033957152627408504,
-0.1114681139588356,
0.01799759827554226,
0.011108536273241043,
-0.0990341454744339,
0.04361801967024803,
-0.033305998891592026,
0.0165434330701828,
0.08445543795824051,
-0.015702730044722557,
-0.010433489456772804,
-0.0368262343108654,
0.06046172231435776,
0.0072144269943237305,
-0.10038824379444122,
0.001334819826297462,
-0.06629657745361328,
0.11062146723270416,
0.04711330309510231,
-0.03659702092409134,
-0.16791124641895294,
0.057096417993307114,
0.0048239566385746,
0.014917909167706966,
-0.020927084609866142,
0.001422820147126913,
-0.0002250363031635061,
0.011444301344454288,
-0.06763708591461182,
0.008382346481084824,
0.04858233779668808,
0.06781404465436935,
-0.0595216229557991,
-0.0718187689781189,
-0.019567567855119705,
-0.04476058483123779,
0.04816122353076935,
-0.018928997218608856,
0.020229818299412727,
-0.07625208050012589,
0.02148865908384323,
0.04064248129725456,
0.02574789710342884,
-0.07112964242696762,
0.014149590395390987,
-0.04370954632759094,
-0.04097637161612511,
0.02125151827931404,
0.012438646517693996,
0.0345129631459713,
0.03646912798285484,
-0.023141274228692055,
0.068510040640831,
-0.020346684381365776,
0.02917487733066082,
-0.04608830809593201,
-0.01614018715918064,
-0.06018003821372986,
-0.027022475376725197,
0.012263457290828228,
-0.03005576692521572,
0.02497771568596363,
-0.07342471927404404,
0.04754792898893356,
0.06543149054050446,
0.044134337455034256,
0.04209713265299797,
0.1156078577041626,
0.03926077485084534,
0.0025700421538203955,
0.03923236206173897,
0.10216060280799866,
0.01512509398162365,
0.04743466526269913,
0.0011628164211288095,
0.02302476391196251,
-0.0055602616630494595,
-0.0652158334851265,
0.019826607778668404,
-0.08470474183559418,
-0.06575355678796768,
-0.0185510516166687,
-0.04540736973285675,
-0.055916428565979004,
-0.1045403778553009,
0.025456076487898827,
-0.044964563101530075,
-0.06038682535290718,
0.06374751031398773,
-0.06219739839434624,
-0.05253605172038078,
-2.5302251415220804e-33,
0.026159025728702545,
0.040952201932668686,
0.0343005545437336,
-0.005606438498944044,
0.015098920091986656,
0.06509450823068619,
-0.047711797058582306,
0.05433112755417824,
0.03135707974433899,
-0.022883623838424683,
0.0713222324848175,
-0.011113762855529785,
0.004560386296361685,
-0.006860458757728338,
-0.0328136682510376,
0.04631498456001282,
0.024327214807271957,
-0.05393658205866814,
0.1670636385679245,
-0.049953654408454895,
-0.012950105592608452,
-0.07200045138597488,
0.03393574804067612,
0.06821832060813904,
-0.01422213390469551,
0.004374738782644272,
0.030391095206141472,
-0.08327062427997589,
-0.012806220911443233,
0.091603584587574,
-0.0022758562117815018,
0.003965488635003567,
-0.03175555169582367,
0.018855376169085503,
-0.09128405153751373,
0.039388999342918396,
-0.10302001982927322,
0.04781312122941017,
-0.03224095329642296,
-0.1092815101146698,
-0.09869812428951263,
-0.021045643836259842,
-0.08241292834281921,
-0.04262787476181984,
0.03381532058119774,
0.02051430754363537,
0.04582902789115906,
0.018020816147327423,
-0.031347014009952545,
0.01045638881623745,
-0.08068427443504333,
0.0452459454536438,
0.038139816373586655,
0.017455730587244034,
-0.018123691901564598,
0.06848318129777908,
-0.014556651934981346,
0.013369466178119183,
0.11444667726755142,
-0.0732070729136467,
-0.020574530586600304,
-0.07434922456741333,
-0.025495463982224464,
-0.04011837765574455,
-0.04331767186522484,
-0.058545731008052826,
0.03009301982820034,
-0.028911422938108444,
-0.019508251920342445,
0.045993465930223465,
-0.06762681901454926,
0.0034022501204162836,
0.04482734948396683,
0.07655154913663864,
0.0005447720759548247,
-0.03332431986927986,
0.10059913247823715,
-0.12164591252803802,
0.008722598664462566,
-0.00552003551274538,
-0.007847009226679802,
0.021360984072089195,
-0.05171132832765579,
-0.06064486876130104,
0.03486080840229988,
0.0405987910926342,
-0.02172716148197651,
-0.005038850475102663,
-0.025741754099726677,
-0.018049711361527443,
0.055571042001247406,
0.04647892341017723,
0.018748383969068527,
-0.0792757198214531,
0.04453251510858536,
-4.351288040993495e-8,
0.05641518533229828,
-0.03424719721078873,
0.00023293864796869457,
0.02542378380894661,
0.004460879601538181,
0.03267950937151909,
0.0009874305687844753,
0.06375298649072647,
-0.06826987862586975,
-0.05882621183991432,
0.014439708553254604,
-0.06153002753853798,
-0.028198571875691414,
-0.01200029905885458,
0.024379242211580276,
0.024159912019968033,
-0.07153183966875076,
0.012559419497847557,
-0.07398645579814911,
0.0006517626461572945,
-0.05348961800336838,
0.00017982990539167076,
0.05630320683121681,
-0.00361603288911283,
-0.004726746119558811,
-0.052632637321949005,
-0.0014743953943252563,
-0.029272140935063362,
-0.05773609131574631,
-0.06934064626693726,
-0.07348596304655075,
0.003902203170582652,
0.0878731906414032,
0.09285145998001099,
-0.048225272446870804,
0.004908751230686903,
-0.08519082516431808,
0.07901935279369354,
-0.07708543539047241,
0.0066091809421777725,
-0.0008622047025710344,
0.09535485506057739,
-0.04015541076660156,
-0.0025039769243448973,
-0.033674951642751694,
0.0801214724779129,
-0.06246441975235939,
0.07879138737916946,
-0.020666183903813362,
0.01599530316889286,
-0.034720342606306076,
0.05713774636387825,
-0.00013526978727895766,
-0.005408002529293299,
-0.05805175378918648,
-0.00808659102767706,
-0.12426777929067612,
-0.008406881242990494,
0.06036141514778137,
-0.03479907661676407,
-0.013472791761159897,
-0.02481214515864849,
-0.01719682104885578,
-0.025676872581243515
] |
1402.5408
|
Benjamin Dreyfus
|
Benjamin W. Dreyfus, Vashti Sawtelle, Chandra Turpen, Julia Gouvea,
and Edward F. Redish
|
A Vision of Interdisciplinary Education: Students' Reasoning about
"High-Energy Bonds" and ATP
|
16 pages
|
Phys. Rev. ST Phys. Educ. Res 10, 010115 (2014)
|
10.1103/PhysRevSTPER.10.010115
| null |
physics.ed-ph physics.bio-ph physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
As interdisciplinary courses are developed, instructors and researchers have
to grapple with questions of how students should make connections across
disciplines. We explore the issue of interdisciplinary reconciliation (IDR):
how students reconcile seemingly contradictory ideas from different
disciplines. While IDR has elements in common with other frameworks for the
reconciliation of ideas across contexts, it differs in that each disciplinary
idea is considered canonically correct within its own discipline. The setting
for the research is an introductory physics course for biology majors that
seeks to build greater interdisciplinary coherence and therefore includes
biologically relevant topics such as ATP and chemical bond energy. In our
case-study data, students grapple with the apparent contradiction between the
energy released when the phosphate bond in ATP is broken and the idea that an
energy input is required to break a bond. We see students justifying
context-dependent modeling choices, showing nuance in articulating how system
choices may be related to disciplinary problems of interest. This represents a
desired endpoint of IDR, in which students can build coherent connections
between concepts from different disciplines while understanding each concept in
its own disciplinary context. Our case study also illustrates elements of the
instructional environment that play roles in the process of IDR.
|
[
{
"created": "Fri, 21 Feb 2014 20:57:28 GMT",
"version": "v1"
}
] |
2014-05-14
|
[
[
"Dreyfus",
"Benjamin W.",
""
],
[
"Sawtelle",
"Vashti",
""
],
[
"Turpen",
"Chandra",
""
],
[
"Gouvea",
"Julia",
""
],
[
"Redish",
"Edward F.",
""
]
] |
[
-0.040756937116384506,
-0.002841556677594781,
0.04517560079693794,
-0.0001627862366149202,
-0.013207104988396168,
-0.13845594227313995,
0.026061391457915306,
-0.0018273663008585572,
0.09262356907129288,
0.014053556136786938,
-0.01740974746644497,
0.0012177727185189724,
-0.02810957282781601,
0.07175908982753754,
0.001234480063430965,
-0.022510576993227005,
-0.01632615551352501,
0.07686295360326767,
-0.08585747331380844,
0.012848175130784512,
0.016435198485851288,
0.045329801738262177,
0.03776072338223457,
0.011216028593480587,
-0.003451710334047675,
0.07539235800504684,
0.046589288860559464,
0.014216148294508457,
-0.07002963125705719,
-0.026870176196098328,
-0.01660861261188984,
0.09160351008176804,
-0.08264940232038498,
0.01797477900981903,
-0.011959384195506573,
0.11090658605098724,
-0.051609862595796585,
0.08397432416677475,
0.03920753300189972,
0.02587565965950489,
-0.041338689625263214,
0.03744000196456909,
0.04897350072860718,
0.01917921006679535,
-0.003710382152348757,
-0.08311323076486588,
-0.01955324038863182,
-0.10039590299129486,
0.0034589290153235197,
-0.044978559017181396,
-0.05843501538038254,
-0.033753637224435806,
-0.08630596101284027,
-0.005314003210514784,
0.039515458047389984,
0.059358883649110794,
0.03458768501877785,
0.04236988350749016,
-0.0711316168308258,
-0.05818699672818184,
-0.03665373846888542,
-0.033102259039878845,
-0.06631122529506683,
0.03573976084589958,
0.035985786467790604,
-0.07415999472141266,
0.05135218799114227,
0.1423904150724411,
-0.00014641896996181458,
0.02462644875049591,
-0.015897003933787346,
0.06517122685909271,
-0.04670267552137375,
0.01106104627251625,
0.05175582319498062,
0.017919840291142464,
-0.034489210695028305,
0.12736918032169342,
0.0826517790555954,
-0.041194383054971695,
-0.007553051691502333,
-0.020571932196617126,
-0.010553153231739998,
-0.014454394578933716,
0.09267508238554001,
-0.03993861377239227,
0.026302961632609367,
-0.0017591504147276282,
0.00941152311861515,
0.0066271680407226086,
-0.01918097399175167,
-0.029259175062179565,
0.1507304310798645,
0.012810475192964077,
0.03790554404258728,
0.039900220930576324,
0.07253466546535492,
-0.06996429711580276,
0.013929970562458038,
0.0398339107632637,
0.022200889885425568,
0.12530793249607086,
-0.056433871388435364,
-0.014437668025493622,
-0.010754412971436977,
-0.05263178050518036,
-0.03483086824417114,
0.044371429830789566,
0.056543994694948196,
0.02720179222524166,
0.014028984121978283,
0.02234796993434429,
0.001878954004496336,
0.03822042793035507,
0.09233793616294861,
0.06688934564590454,
0.10746310651302338,
-0.028419841080904007,
0.07779798656702042,
0.02906177006661892,
-0.09736645966768265,
-0.06800971180200577,
-0.064601831138134,
-0.04496615380048752,
0.0068333945237100124,
-0.05619572475552559,
-0.056826189160346985,
2.460448715212231e-33,
0.032253578305244446,
0.0027264724485576153,
0.038957562297582626,
0.11255203187465668,
0.01984616369009018,
-0.008826681412756443,
-0.06832525134086609,
0.005080237518996,
-0.05065358430147171,
0.02055778168141842,
0.02576138637959957,
0.1128682941198349,
0.03236681967973709,
-0.0011947762686759233,
0.038071759045124054,
-0.021614106371998787,
-0.11607158184051514,
0.0818568766117096,
0.022628145292401314,
-0.022342292591929436,
-0.04825693368911743,
-0.015793059021234512,
0.015878841280937195,
-0.0397709459066391,
-0.02923273667693138,
0.0665026307106018,
0.034812796860933304,
-0.022454267367720604,
0.007989996112883091,
-0.022993318736553192,
-0.03189267963171005,
0.010825914330780506,
-0.045228585600852966,
0.056719474494457245,
-0.014001771807670593,
0.008970784954726696,
0.03794959560036659,
-0.05021260678768158,
-0.016039423644542694,
-0.07510942220687866,
0.0007111309678293765,
0.0029778655152767897,
-0.011598577722907066,
-0.011421033181250095,
0.05357494577765465,
0.0004270306963007897,
0.07759644091129303,
0.03438359126448631,
-0.06548038125038147,
0.005932383704930544,
-0.00461234338581562,
-0.02461976744234562,
0.11966033279895782,
-0.0482514388859272,
-0.04436887800693512,
-0.004595771431922913,
-0.012538031674921513,
-0.015354097820818424,
-0.06572505831718445,
-0.0042003910057246685,
0.06649923324584961,
0.0687488541007042,
-0.039446450769901276,
0.05326266959309578,
0.04302512854337692,
0.0891708955168724,
-0.14947529137134552,
0.00047236253158189356,
0.0478430800139904,
-0.0013745592441409826,
-0.09872784465551376,
-0.012518354691565037,
-0.00900342594832182,
-0.06324482709169388,
0.03197707608342171,
0.03057083860039711,
-0.0420532152056694,
-0.014934677630662918,
-0.02413741871714592,
0.02928798459470272,
0.03492260351777077,
-0.08860551565885544,
-0.01839919202029705,
-0.033428024500608444,
-0.14234457910060883,
-0.06999456882476807,
0.055394988507032394,
-0.06711769104003906,
0.020274579524993896,
-0.014059066772460938,
0.022043637931346893,
-0.06595174223184586,
0.019906340166926384,
-0.01012201514095068,
0.03620526194572449,
-4.332653241308111e-33,
0.056004561483860016,
-0.028187289834022522,
-0.019554588943719864,
-0.018691904842853546,
0.13181713223457336,
-0.03314255177974701,
-0.015616734512150288,
-0.09485721588134766,
0.025817004963755608,
-0.10602256655693054,
0.00350936152972281,
-0.03999141976237297,
-0.017227286472916603,
-0.00444029038771987,
-0.022858040407299995,
-0.030383683741092682,
-0.025152551010251045,
0.026012882590293884,
-0.022921044379472733,
0.06899405270814896,
0.02317158691585064,
0.02322467789053917,
-0.039946578443050385,
0.034891825169324875,
-0.03217799589037895,
0.05805220454931259,
0.009664411656558514,
-0.061474863439798355,
-0.02419302798807621,
0.005469951778650284,
0.018398728221654892,
-0.08881179988384247,
0.0005792548763565719,
-0.05767503008246422,
-0.06498031318187714,
0.030301153659820557,
0.019125647842884064,
0.0019341307925060391,
0.008657244965434074,
-0.015175067819654942,
0.024757852777838707,
-0.012408796697854996,
-0.056777726858854294,
-0.00236162799410522,
0.03609525412321091,
-0.02456144616007805,
-0.039821989834308624,
0.05658673122525215,
-0.037895772606134415,
-0.027077244594693184,
0.00853000394999981,
-0.005161231383681297,
-0.012525790371000767,
-0.1021013930439949,
0.05016915127635002,
-0.009569725953042507,
0.08439518511295319,
-0.0063905236311256886,
-0.02017758972942829,
0.04231354966759682,
0.00950515829026699,
-0.036640334874391556,
0.0017263772897422314,
0.01595369167625904,
-0.07996238023042679,
-0.05059060826897621,
-0.03918445110321045,
0.0011711157858371735,
-0.06259752064943314,
0.036779046058654785,
-0.03028571605682373,
0.04734180122613907,
-0.0005492247873917222,
-0.10931045562028885,
0.12094399333000183,
0.019667763262987137,
0.007211835589259863,
-0.10700437426567078,
-0.06421884149312973,
0.004340365994721651,
0.011376496404409409,
-0.011070153675973415,
-0.04818210378289223,
-0.012179959565401077,
-0.014929239638149738,
-0.02067212015390396,
-0.03958497196435928,
0.08280831575393677,
0.025106310844421387,
-0.07591922581195831,
-0.04239630326628685,
-0.04003643989562988,
-0.042655035853385925,
0.03923006355762482,
-0.061585187911987305,
-4.770328132508439e-8,
0.0720687136054039,
0.04873796924948692,
-0.0011676200665533543,
0.029695866629481316,
0.004106728360056877,
0.048001617193222046,
-0.05465340241789818,
0.010254139080643654,
-0.0005082940915599465,
0.09485196322202682,
0.038941703736782074,
0.0200105719268322,
-0.05223224684596062,
0.028696559369564056,
0.05359628051519394,
0.051804251968860626,
-0.011267341673374176,
-0.00415455037727952,
-0.04212704300880432,
-0.08076372742652893,
0.04033302515745163,
-0.027994230389595032,
-0.04884513467550278,
0.05483483895659447,
0.0922570750117302,
-0.05247745290398598,
0.004514254163950682,
0.032354921102523804,
0.0020871611777693033,
-0.03054182231426239,
0.020694775506854057,
-0.005997580476105213,
0.01375691406428814,
0.019670508801937103,
0.010018984787166119,
-0.03115278296172619,
0.020123548805713654,
0.004735223483294249,
0.024831784889101982,
-0.0024991112295538187,
-0.08762673288583755,
-0.013469806872308254,
-0.0693933442234993,
0.0840304046869278,
0.03693760558962822,
0.04125310480594635,
-0.04347684234380722,
0.08156105875968933,
-0.015877246856689453,
0.06405164301395416,
-0.06385179609060287,
0.04578956216573715,
-0.04756031930446625,
-0.09999525547027588,
0.0032366549130529165,
0.0714145228266716,
-0.0319402813911438,
0.004183806478977203,
-0.09591558575630188,
-0.025149408727884293,
0.1393178105354309,
0.0008355405298061669,
-0.07389231771230698,
-0.013776763342320919
] | null | null | null | null | null | null | null |
[
-0.040756937116384506,
-0.002841556677594781,
0.04517560079693794,
-0.0001627862366149202,
-0.013207104988396168,
-0.13845594227313995,
0.026061391457915306,
-0.0018273663008585572,
0.09262356907129288,
0.014053556136786938,
-0.01740974746644497,
0.0012177727185189724,
-0.02810957282781601,
0.07175908982753754,
0.001234480063430965,
-0.022510576993227005,
-0.01632615551352501,
0.07686295360326767,
-0.08585747331380844,
0.012848175130784512,
0.016435198485851288,
0.045329801738262177,
0.03776072338223457,
0.011216028593480587,
-0.003451710334047675,
0.07539235800504684,
0.046589288860559464,
0.014216148294508457,
-0.07002963125705719,
-0.026870176196098328,
-0.01660861261188984,
0.09160351008176804,
-0.08264940232038498,
0.01797477900981903,
-0.011959384195506573,
0.11090658605098724,
-0.051609862595796585,
0.08397432416677475,
0.03920753300189972,
0.02587565965950489,
-0.041338689625263214,
0.03744000196456909,
0.04897350072860718,
0.01917921006679535,
-0.003710382152348757,
-0.08311323076486588,
-0.01955324038863182,
-0.10039590299129486,
0.0034589290153235197,
-0.044978559017181396,
-0.05843501538038254,
-0.033753637224435806,
-0.08630596101284027,
-0.005314003210514784,
0.039515458047389984,
0.059358883649110794,
0.03458768501877785,
0.04236988350749016,
-0.0711316168308258,
-0.05818699672818184,
-0.03665373846888542,
-0.033102259039878845,
-0.06631122529506683,
0.03573976084589958,
0.035985786467790604,
-0.07415999472141266,
0.05135218799114227,
0.1423904150724411,
-0.00014641896996181458,
0.02462644875049591,
-0.015897003933787346,
0.06517122685909271,
-0.04670267552137375,
0.01106104627251625,
0.05175582319498062,
0.017919840291142464,
-0.034489210695028305,
0.12736918032169342,
0.0826517790555954,
-0.041194383054971695,
-0.007553051691502333,
-0.020571932196617126,
-0.010553153231739998,
-0.014454394578933716,
0.09267508238554001,
-0.03993861377239227,
0.026302961632609367,
-0.0017591504147276282,
0.00941152311861515,
0.0066271680407226086,
-0.01918097399175167,
-0.029259175062179565,
0.1507304310798645,
0.012810475192964077,
0.03790554404258728,
0.039900220930576324,
0.07253466546535492,
-0.06996429711580276,
0.013929970562458038,
0.0398339107632637,
0.022200889885425568,
0.12530793249607086,
-0.056433871388435364,
-0.014437668025493622,
-0.010754412971436977,
-0.05263178050518036,
-0.03483086824417114,
0.044371429830789566,
0.056543994694948196,
0.02720179222524166,
0.014028984121978283,
0.02234796993434429,
0.001878954004496336,
0.03822042793035507,
0.09233793616294861,
0.06688934564590454,
0.10746310651302338,
-0.028419841080904007,
0.07779798656702042,
0.02906177006661892,
-0.09736645966768265,
-0.06800971180200577,
-0.064601831138134,
-0.04496615380048752,
0.0068333945237100124,
-0.05619572475552559,
-0.056826189160346985,
2.460448715212231e-33,
0.032253578305244446,
0.0027264724485576153,
0.038957562297582626,
0.11255203187465668,
0.01984616369009018,
-0.008826681412756443,
-0.06832525134086609,
0.005080237518996,
-0.05065358430147171,
0.02055778168141842,
0.02576138637959957,
0.1128682941198349,
0.03236681967973709,
-0.0011947762686759233,
0.038071759045124054,
-0.021614106371998787,
-0.11607158184051514,
0.0818568766117096,
0.022628145292401314,
-0.022342292591929436,
-0.04825693368911743,
-0.015793059021234512,
0.015878841280937195,
-0.0397709459066391,
-0.02923273667693138,
0.0665026307106018,
0.034812796860933304,
-0.022454267367720604,
0.007989996112883091,
-0.022993318736553192,
-0.03189267963171005,
0.010825914330780506,
-0.045228585600852966,
0.056719474494457245,
-0.014001771807670593,
0.008970784954726696,
0.03794959560036659,
-0.05021260678768158,
-0.016039423644542694,
-0.07510942220687866,
0.0007111309678293765,
0.0029778655152767897,
-0.011598577722907066,
-0.011421033181250095,
0.05357494577765465,
0.0004270306963007897,
0.07759644091129303,
0.03438359126448631,
-0.06548038125038147,
0.005932383704930544,
-0.00461234338581562,
-0.02461976744234562,
0.11966033279895782,
-0.0482514388859272,
-0.04436887800693512,
-0.004595771431922913,
-0.012538031674921513,
-0.015354097820818424,
-0.06572505831718445,
-0.0042003910057246685,
0.06649923324584961,
0.0687488541007042,
-0.039446450769901276,
0.05326266959309578,
0.04302512854337692,
0.0891708955168724,
-0.14947529137134552,
0.00047236253158189356,
0.0478430800139904,
-0.0013745592441409826,
-0.09872784465551376,
-0.012518354691565037,
-0.00900342594832182,
-0.06324482709169388,
0.03197707608342171,
0.03057083860039711,
-0.0420532152056694,
-0.014934677630662918,
-0.02413741871714592,
0.02928798459470272,
0.03492260351777077,
-0.08860551565885544,
-0.01839919202029705,
-0.033428024500608444,
-0.14234457910060883,
-0.06999456882476807,
0.055394988507032394,
-0.06711769104003906,
0.020274579524993896,
-0.014059066772460938,
0.022043637931346893,
-0.06595174223184586,
0.019906340166926384,
-0.01012201514095068,
0.03620526194572449,
-4.332653241308111e-33,
0.056004561483860016,
-0.028187289834022522,
-0.019554588943719864,
-0.018691904842853546,
0.13181713223457336,
-0.03314255177974701,
-0.015616734512150288,
-0.09485721588134766,
0.025817004963755608,
-0.10602256655693054,
0.00350936152972281,
-0.03999141976237297,
-0.017227286472916603,
-0.00444029038771987,
-0.022858040407299995,
-0.030383683741092682,
-0.025152551010251045,
0.026012882590293884,
-0.022921044379472733,
0.06899405270814896,
0.02317158691585064,
0.02322467789053917,
-0.039946578443050385,
0.034891825169324875,
-0.03217799589037895,
0.05805220454931259,
0.009664411656558514,
-0.061474863439798355,
-0.02419302798807621,
0.005469951778650284,
0.018398728221654892,
-0.08881179988384247,
0.0005792548763565719,
-0.05767503008246422,
-0.06498031318187714,
0.030301153659820557,
0.019125647842884064,
0.0019341307925060391,
0.008657244965434074,
-0.015175067819654942,
0.024757852777838707,
-0.012408796697854996,
-0.056777726858854294,
-0.00236162799410522,
0.03609525412321091,
-0.02456144616007805,
-0.039821989834308624,
0.05658673122525215,
-0.037895772606134415,
-0.027077244594693184,
0.00853000394999981,
-0.005161231383681297,
-0.012525790371000767,
-0.1021013930439949,
0.05016915127635002,
-0.009569725953042507,
0.08439518511295319,
-0.0063905236311256886,
-0.02017758972942829,
0.04231354966759682,
0.00950515829026699,
-0.036640334874391556,
0.0017263772897422314,
0.01595369167625904,
-0.07996238023042679,
-0.05059060826897621,
-0.03918445110321045,
0.0011711157858371735,
-0.06259752064943314,
0.036779046058654785,
-0.03028571605682373,
0.04734180122613907,
-0.0005492247873917222,
-0.10931045562028885,
0.12094399333000183,
0.019667763262987137,
0.007211835589259863,
-0.10700437426567078,
-0.06421884149312973,
0.004340365994721651,
0.011376496404409409,
-0.011070153675973415,
-0.04818210378289223,
-0.012179959565401077,
-0.014929239638149738,
-0.02067212015390396,
-0.03958497196435928,
0.08280831575393677,
0.025106310844421387,
-0.07591922581195831,
-0.04239630326628685,
-0.04003643989562988,
-0.042655035853385925,
0.03923006355762482,
-0.061585187911987305,
-4.770328132508439e-8,
0.0720687136054039,
0.04873796924948692,
-0.0011676200665533543,
0.029695866629481316,
0.004106728360056877,
0.048001617193222046,
-0.05465340241789818,
0.010254139080643654,
-0.0005082940915599465,
0.09485196322202682,
0.038941703736782074,
0.0200105719268322,
-0.05223224684596062,
0.028696559369564056,
0.05359628051519394,
0.051804251968860626,
-0.011267341673374176,
-0.00415455037727952,
-0.04212704300880432,
-0.08076372742652893,
0.04033302515745163,
-0.027994230389595032,
-0.04884513467550278,
0.05483483895659447,
0.0922570750117302,
-0.05247745290398598,
0.004514254163950682,
0.032354921102523804,
0.0020871611777693033,
-0.03054182231426239,
0.020694775506854057,
-0.005997580476105213,
0.01375691406428814,
0.019670508801937103,
0.010018984787166119,
-0.03115278296172619,
0.020123548805713654,
0.004735223483294249,
0.024831784889101982,
-0.0024991112295538187,
-0.08762673288583755,
-0.013469806872308254,
-0.0693933442234993,
0.0840304046869278,
0.03693760558962822,
0.04125310480594635,
-0.04347684234380722,
0.08156105875968933,
-0.015877246856689453,
0.06405164301395416,
-0.06385179609060287,
0.04578956216573715,
-0.04756031930446625,
-0.09999525547027588,
0.0032366549130529165,
0.0714145228266716,
-0.0319402813911438,
0.004183806478977203,
-0.09591558575630188,
-0.025149408727884293,
0.1393178105354309,
0.0008355405298061669,
-0.07389231771230698,
-0.013776763342320919
] |
1402.5422
|
Mu Li
|
Mu Li and Vishal Monga
|
Twofold Video Hashing with Automatic Synchronization
|
submitted to Image Processing (ICIP), 2014 21st IEEE International
Conference on
| null | null | null |
cs.MM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Video hashing finds a wide array of applications in content authentication,
robust retrieval and anti-piracy search. While much of the existing research
has focused on extracting robust and secure content descriptors, a significant
open challenge still remains: Most existing video hashing methods are fallible
to temporal desynchronization. That is, when the query video results by
deleting or inserting some frames from the reference video, most existing
methods assume the positions of the deleted (or inserted) frames are either
perfectly known or reliably estimated. This assumption may be okay under
typical transcoding and frame-rate changes but is highly inappropriate in
adversarial scenarios such as anti-piracy video search. For example, an illegal
uploader will try to bypass the 'piracy check' mechanism of YouTube/Dailymotion
etc by performing a cleverly designed non-uniform resampling of the video. We
present a new solution based on dynamic time warping (DTW), which can implement
automatic synchronization and can be used together with existing video hashing
methods. The second contribution of this paper is to propose a new robust
feature extraction method called flow hashing (FH), based on frame averaging
and optical flow descriptors. Finally, a fusion mechanism called distance
boosting is proposed to combine the information extracted by DTW and FH.
Experiments on real video collections show that such a hash extraction and
comparison enables unprecedented robustness under both spatial and temporal
attacks.
|
[
{
"created": "Fri, 21 Feb 2014 21:02:01 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Li",
"Mu",
""
],
[
"Monga",
"Vishal",
""
]
] |
[
-0.08846857398748398,
-0.07555516809225082,
-0.04352843761444092,
-0.07561647891998291,
0.10869739949703217,
0.02083204686641693,
-0.02266259491443634,
-0.07883573323488235,
0.06841660290956497,
-0.10949184000492096,
-0.023423893377184868,
0.04370899870991707,
-0.037125568836927414,
0.05909799039363861,
-0.08649714291095734,
-0.03261450678110123,
0.06895188987255096,
0.11165415495634079,
-0.09218516200780869,
-0.04981560260057449,
0.002134237438440323,
-0.09080269187688828,
0.0103287473320961,
0.0209757462143898,
0.014988106675446033,
0.041808612644672394,
0.0017027347348630428,
0.00998058170080185,
-0.015545000322163105,
0.028364980593323708,
-0.018776478245854378,
0.03671741858124733,
-0.04521506279706955,
-0.0035333766136318445,
-0.08852311968803406,
-0.025376994162797928,
-0.038714125752449036,
0.03666730970144272,
-0.030343465507030487,
-0.11718849092721939,
0.019177842885255814,
-0.021638860926032066,
-0.011231831274926662,
0.016141269356012344,
-0.05844186991453171,
0.041213929653167725,
0.013282052241265774,
0.034534845501184464,
0.011300674639642239,
-0.026516638696193695,
-0.03294874727725983,
0.11838952451944351,
-0.04222800210118294,
0.047593854367733,
-0.07343392819166183,
-0.042632997035980225,
0.059804435819387436,
-0.005938290618360043,
0.035301025956869125,
0.0417008176445961,
0.021424395963549614,
-0.022975318133831024,
0.09805213660001755,
0.010089999996125698,
0.029155518859624863,
-0.014402594417333603,
0.03361719101667404,
0.007831008173525333,
0.019535379484295845,
-0.014918958768248558,
-0.05953188240528107,
0.040889106690883636,
-0.03671618923544884,
0.08764418214559555,
-0.06495547294616699,
0.03698624297976494,
0.008996367454528809,
-0.004089694004505873,
-0.02797609008848667,
-0.08550572395324707,
0.022490117698907852,
-0.07474161684513092,
0.06461095064878464,
0.02250949665904045,
0.05942961946129799,
0.0018442614236846566,
-0.028370970860123634,
-0.006550448015332222,
0.0557495541870594,
0.052440986037254333,
-0.12275926023721695,
0.07036841660737991,
0.06788945943117142,
-0.05093294382095337,
0.16643187403678894,
-0.044545695185661316,
-0.0199604369699955,
0.01782778836786747,
0.009398706257343292,
0.05817973241209984,
-0.045067206025123596,
0.026186581701040268,
0.001935949083417654,
-0.09135955572128296,
0.11762712895870209,
0.07603955268859863,
0.05631262809038162,
0.03141018748283386,
0.0507984533905983,
0.010998575948178768,
0.022191567346453667,
0.05843951553106308,
0.0361146442592144,
-0.0688459500670433,
0.057090502232313156,
0.03532703220844269,
-0.07597583532333374,
0.04693154990673065,
-0.05233443155884743,
0.05459452420473099,
0.06337890774011612,
-0.028299782425165176,
-0.014538973569869995,
-0.07102102786302567,
0.01501703541725874,
-0.028782138600945473,
0.04445364698767662,
3.695347958750269e-33,
0.017081107944250107,
0.036186397075653076,
0.024944279342889786,
-0.035378266125917435,
0.003105669282376766,
0.02234344743192196,
0.0026147786993533373,
0.1344395875930786,
0.0016737334663048387,
-0.0019503282383084297,
-0.03882560133934021,
-0.02995547279715538,
-0.02595318667590618,
0.0005140031571500003,
-0.046607088297605515,
-0.008185320533812046,
-0.002573977690190077,
-0.006884815637022257,
0.06543505191802979,
0.029611630365252495,
0.06648211181163788,
-0.09445760399103165,
-0.014556552283465862,
-0.012646174058318138,
-0.04551364481449127,
-0.06861201673746109,
-0.0338655449450016,
-0.05740904062986374,
0.04264064133167267,
0.0018185002263635397,
-0.08738162368535995,
-0.05581517890095711,
0.01275716908276081,
-0.015165247023105621,
0.0828409492969513,
-0.052168820053339005,
-0.06879117339849472,
-0.02142160013318062,
0.005993878934532404,
-0.059344857931137085,
-0.0010602619731798768,
-0.0339946523308754,
-0.05591205507516861,
-0.08522077649831772,
-0.10065438598394394,
0.0025097550824284554,
0.01120890211313963,
0.0009785342263057828,
-0.08665644377470016,
0.0791349858045578,
0.11114025115966797,
0.0488126203417778,
-0.020810473710298538,
-0.14730806648731232,
-0.06306112557649612,
-0.002997973235324025,
0.05581078678369522,
-0.0049377260729670525,
-0.005238657351583242,
0.07149961590766907,
-0.0007011735578998923,
0.016495198011398315,
-0.04522092267870903,
-0.00989080686122179,
0.015558430925011635,
-0.0778547152876854,
0.14085857570171356,
0.07582110911607742,
-0.025932276621460915,
0.058604586869478226,
-0.017372366040945053,
0.023264698684215546,
0.0387655571103096,
-0.013357455842196941,
-0.018519645556807518,
0.02141476981341839,
0.05176553130149841,
0.045764900743961334,
-0.029609790071845055,
-0.01066594198346138,
-0.005240395199507475,
-0.055922314524650574,
0.10876427590847015,
-0.03151628002524376,
-0.05182132124900818,
0.03129228577017784,
0.027191750705242157,
-0.09148585051298141,
0.0008781364886090159,
-0.03170491009950638,
-0.028710555285215378,
0.009636923670768738,
-0.008147371001541615,
-0.021046029403805733,
0.08249545097351074,
-3.3041526223462275e-33,
0.03289613500237465,
-0.024566615000367165,
0.00986632052809,
0.01736147329211235,
0.05588117614388466,
-0.06007993593811989,
-0.04341301694512367,
0.04099150002002716,
0.028247272595763206,
-0.0709330290555954,
-0.014299798756837845,
-0.09946046769618988,
-0.0510103777050972,
-0.04018854722380638,
0.0014484850689768791,
0.05766613781452179,
0.009893781505525112,
0.02426522970199585,
-0.11831799894571304,
0.03647402301430702,
0.07807357609272003,
0.029841383919119835,
-0.08617822080850601,
-0.025721829384565353,
-0.0038574517238885164,
-0.0014349306002259254,
0.030869856476783752,
0.005224680993705988,
0.025038959458470345,
0.01215779222548008,
0.019626513123512268,
0.008633911609649658,
-0.06546584516763687,
-0.079735666513443,
-0.04089107736945152,
-0.03477436676621437,
0.041080813854932785,
0.04272841289639473,
-0.0235202144831419,
0.08425236493349075,
0.052167169749736786,
0.07813487201929092,
-0.05868099629878998,
-0.024567987769842148,
-0.009882213547825813,
0.008703739382326603,
-0.03997581824660301,
0.0820656269788742,
-0.013842465355992317,
-0.014283598400652409,
0.025068124756217003,
0.022297529503703117,
-0.057227808982133865,
0.006492071319371462,
0.05122207850217819,
0.03332313150167465,
-0.037176039069890976,
0.02491823211312294,
0.03601577505469322,
0.05217357724905014,
-0.01452111080288887,
-0.048029955476522446,
-0.05243018642067909,
-0.001542540267109871,
0.0115992845967412,
-0.00006995289732003585,
-0.01200878620147705,
0.02112744189798832,
-0.10598181933164597,
0.041104111820459366,
0.036371927708387375,
-0.03657498583197594,
-0.04608849808573723,
0.032177943736314774,
0.011308789253234863,
-0.056653887033462524,
0.10164333134889603,
0.0002490534679964185,
0.011951514519751072,
0.002412895206362009,
-0.03237491846084595,
0.016682373359799385,
0.04168029874563217,
0.05463958531618118,
0.03020620346069336,
0.062333784997463226,
0.032173410058021545,
-0.034180402755737305,
0.03991932421922684,
-0.012853281572461128,
-0.04444267600774765,
0.03994346782565117,
-0.07376087456941605,
0.009587371721863747,
0.06604933738708496,
-4.4889976180684243e-8,
-0.10296321660280228,
0.037923309952020645,
-0.05571161210536957,
0.043302346020936966,
-0.008546451106667519,
0.03634587675333023,
-0.006110281217843294,
0.06422973424196243,
0.020673194900155067,
-0.11698413640260696,
0.058891747146844864,
-0.03417564928531647,
-0.017435165122151375,
-0.04916210100054741,
-0.07872365415096283,
0.028776682913303375,
-0.0040100994519889355,
0.009062767960131168,
-0.02512986958026886,
0.01914876513183117,
-0.021767759695649147,
0.028248896822333336,
0.06397416442632675,
-0.041171640157699585,
-0.048689402639865875,
-0.024514682590961456,
0.03204713761806488,
0.0018847535829991102,
0.12590862810611725,
0.05876418203115463,
0.0038229981437325478,
0.02600391022861004,
0.02496027946472168,
-0.1297728419303894,
0.0496336929500103,
0.03392115235328674,
-0.06345284730195999,
-0.006902551278471947,
-0.061880480498075485,
0.03760160133242607,
0.05805916339159012,
0.06029713153839111,
0.009803607128560543,
0.0017324062064290047,
0.012525584548711777,
-0.01191225741058588,
0.06905785202980042,
0.00003945754360756837,
0.020884035155177116,
0.021450046449899673,
0.03340384364128113,
0.002146631944924593,
0.012913905084133148,
0.09352484345436096,
0.06339819729328156,
0.02910246141254902,
0.021395331248641014,
-0.06532303988933563,
0.05829913541674614,
0.052078697830438614,
0.022373128682374954,
-0.013439085334539413,
0.0638570785522461,
-0.024288788437843323
] | null | null | null | null | null | null | null |
[
-0.08846857398748398,
-0.07555516809225082,
-0.04352843761444092,
-0.07561647891998291,
0.10869739949703217,
0.02083204686641693,
-0.02266259491443634,
-0.07883573323488235,
0.06841660290956497,
-0.10949184000492096,
-0.023423893377184868,
0.04370899870991707,
-0.037125568836927414,
0.05909799039363861,
-0.08649714291095734,
-0.03261450678110123,
0.06895188987255096,
0.11165415495634079,
-0.09218516200780869,
-0.04981560260057449,
0.002134237438440323,
-0.09080269187688828,
0.0103287473320961,
0.0209757462143898,
0.014988106675446033,
0.041808612644672394,
0.0017027347348630428,
0.00998058170080185,
-0.015545000322163105,
0.028364980593323708,
-0.018776478245854378,
0.03671741858124733,
-0.04521506279706955,
-0.0035333766136318445,
-0.08852311968803406,
-0.025376994162797928,
-0.038714125752449036,
0.03666730970144272,
-0.030343465507030487,
-0.11718849092721939,
0.019177842885255814,
-0.021638860926032066,
-0.011231831274926662,
0.016141269356012344,
-0.05844186991453171,
0.041213929653167725,
0.013282052241265774,
0.034534845501184464,
0.011300674639642239,
-0.026516638696193695,
-0.03294874727725983,
0.11838952451944351,
-0.04222800210118294,
0.047593854367733,
-0.07343392819166183,
-0.042632997035980225,
0.059804435819387436,
-0.005938290618360043,
0.035301025956869125,
0.0417008176445961,
0.021424395963549614,
-0.022975318133831024,
0.09805213660001755,
0.010089999996125698,
0.029155518859624863,
-0.014402594417333603,
0.03361719101667404,
0.007831008173525333,
0.019535379484295845,
-0.014918958768248558,
-0.05953188240528107,
0.040889106690883636,
-0.03671618923544884,
0.08764418214559555,
-0.06495547294616699,
0.03698624297976494,
0.008996367454528809,
-0.004089694004505873,
-0.02797609008848667,
-0.08550572395324707,
0.022490117698907852,
-0.07474161684513092,
0.06461095064878464,
0.02250949665904045,
0.05942961946129799,
0.0018442614236846566,
-0.028370970860123634,
-0.006550448015332222,
0.0557495541870594,
0.052440986037254333,
-0.12275926023721695,
0.07036841660737991,
0.06788945943117142,
-0.05093294382095337,
0.16643187403678894,
-0.044545695185661316,
-0.0199604369699955,
0.01782778836786747,
0.009398706257343292,
0.05817973241209984,
-0.045067206025123596,
0.026186581701040268,
0.001935949083417654,
-0.09135955572128296,
0.11762712895870209,
0.07603955268859863,
0.05631262809038162,
0.03141018748283386,
0.0507984533905983,
0.010998575948178768,
0.022191567346453667,
0.05843951553106308,
0.0361146442592144,
-0.0688459500670433,
0.057090502232313156,
0.03532703220844269,
-0.07597583532333374,
0.04693154990673065,
-0.05233443155884743,
0.05459452420473099,
0.06337890774011612,
-0.028299782425165176,
-0.014538973569869995,
-0.07102102786302567,
0.01501703541725874,
-0.028782138600945473,
0.04445364698767662,
3.695347958750269e-33,
0.017081107944250107,
0.036186397075653076,
0.024944279342889786,
-0.035378266125917435,
0.003105669282376766,
0.02234344743192196,
0.0026147786993533373,
0.1344395875930786,
0.0016737334663048387,
-0.0019503282383084297,
-0.03882560133934021,
-0.02995547279715538,
-0.02595318667590618,
0.0005140031571500003,
-0.046607088297605515,
-0.008185320533812046,
-0.002573977690190077,
-0.006884815637022257,
0.06543505191802979,
0.029611630365252495,
0.06648211181163788,
-0.09445760399103165,
-0.014556552283465862,
-0.012646174058318138,
-0.04551364481449127,
-0.06861201673746109,
-0.0338655449450016,
-0.05740904062986374,
0.04264064133167267,
0.0018185002263635397,
-0.08738162368535995,
-0.05581517890095711,
0.01275716908276081,
-0.015165247023105621,
0.0828409492969513,
-0.052168820053339005,
-0.06879117339849472,
-0.02142160013318062,
0.005993878934532404,
-0.059344857931137085,
-0.0010602619731798768,
-0.0339946523308754,
-0.05591205507516861,
-0.08522077649831772,
-0.10065438598394394,
0.0025097550824284554,
0.01120890211313963,
0.0009785342263057828,
-0.08665644377470016,
0.0791349858045578,
0.11114025115966797,
0.0488126203417778,
-0.020810473710298538,
-0.14730806648731232,
-0.06306112557649612,
-0.002997973235324025,
0.05581078678369522,
-0.0049377260729670525,
-0.005238657351583242,
0.07149961590766907,
-0.0007011735578998923,
0.016495198011398315,
-0.04522092267870903,
-0.00989080686122179,
0.015558430925011635,
-0.0778547152876854,
0.14085857570171356,
0.07582110911607742,
-0.025932276621460915,
0.058604586869478226,
-0.017372366040945053,
0.023264698684215546,
0.0387655571103096,
-0.013357455842196941,
-0.018519645556807518,
0.02141476981341839,
0.05176553130149841,
0.045764900743961334,
-0.029609790071845055,
-0.01066594198346138,
-0.005240395199507475,
-0.055922314524650574,
0.10876427590847015,
-0.03151628002524376,
-0.05182132124900818,
0.03129228577017784,
0.027191750705242157,
-0.09148585051298141,
0.0008781364886090159,
-0.03170491009950638,
-0.028710555285215378,
0.009636923670768738,
-0.008147371001541615,
-0.021046029403805733,
0.08249545097351074,
-3.3041526223462275e-33,
0.03289613500237465,
-0.024566615000367165,
0.00986632052809,
0.01736147329211235,
0.05588117614388466,
-0.06007993593811989,
-0.04341301694512367,
0.04099150002002716,
0.028247272595763206,
-0.0709330290555954,
-0.014299798756837845,
-0.09946046769618988,
-0.0510103777050972,
-0.04018854722380638,
0.0014484850689768791,
0.05766613781452179,
0.009893781505525112,
0.02426522970199585,
-0.11831799894571304,
0.03647402301430702,
0.07807357609272003,
0.029841383919119835,
-0.08617822080850601,
-0.025721829384565353,
-0.0038574517238885164,
-0.0014349306002259254,
0.030869856476783752,
0.005224680993705988,
0.025038959458470345,
0.01215779222548008,
0.019626513123512268,
0.008633911609649658,
-0.06546584516763687,
-0.079735666513443,
-0.04089107736945152,
-0.03477436676621437,
0.041080813854932785,
0.04272841289639473,
-0.0235202144831419,
0.08425236493349075,
0.052167169749736786,
0.07813487201929092,
-0.05868099629878998,
-0.024567987769842148,
-0.009882213547825813,
0.008703739382326603,
-0.03997581824660301,
0.0820656269788742,
-0.013842465355992317,
-0.014283598400652409,
0.025068124756217003,
0.022297529503703117,
-0.057227808982133865,
0.006492071319371462,
0.05122207850217819,
0.03332313150167465,
-0.037176039069890976,
0.02491823211312294,
0.03601577505469322,
0.05217357724905014,
-0.01452111080288887,
-0.048029955476522446,
-0.05243018642067909,
-0.001542540267109871,
0.0115992845967412,
-0.00006995289732003585,
-0.01200878620147705,
0.02112744189798832,
-0.10598181933164597,
0.041104111820459366,
0.036371927708387375,
-0.03657498583197594,
-0.04608849808573723,
0.032177943736314774,
0.011308789253234863,
-0.056653887033462524,
0.10164333134889603,
0.0002490534679964185,
0.011951514519751072,
0.002412895206362009,
-0.03237491846084595,
0.016682373359799385,
0.04168029874563217,
0.05463958531618118,
0.03020620346069336,
0.062333784997463226,
0.032173410058021545,
-0.034180402755737305,
0.03991932421922684,
-0.012853281572461128,
-0.04444267600774765,
0.03994346782565117,
-0.07376087456941605,
0.009587371721863747,
0.06604933738708496,
-4.4889976180684243e-8,
-0.10296321660280228,
0.037923309952020645,
-0.05571161210536957,
0.043302346020936966,
-0.008546451106667519,
0.03634587675333023,
-0.006110281217843294,
0.06422973424196243,
0.020673194900155067,
-0.11698413640260696,
0.058891747146844864,
-0.03417564928531647,
-0.017435165122151375,
-0.04916210100054741,
-0.07872365415096283,
0.028776682913303375,
-0.0040100994519889355,
0.009062767960131168,
-0.02512986958026886,
0.01914876513183117,
-0.021767759695649147,
0.028248896822333336,
0.06397416442632675,
-0.041171640157699585,
-0.048689402639865875,
-0.024514682590961456,
0.03204713761806488,
0.0018847535829991102,
0.12590862810611725,
0.05876418203115463,
0.0038229981437325478,
0.02600391022861004,
0.02496027946472168,
-0.1297728419303894,
0.0496336929500103,
0.03392115235328674,
-0.06345284730195999,
-0.006902551278471947,
-0.061880480498075485,
0.03760160133242607,
0.05805916339159012,
0.06029713153839111,
0.009803607128560543,
0.0017324062064290047,
0.012525584548711777,
-0.01191225741058588,
0.06905785202980042,
0.00003945754360756837,
0.020884035155177116,
0.021450046449899673,
0.03340384364128113,
0.002146631944924593,
0.012913905084133148,
0.09352484345436096,
0.06339819729328156,
0.02910246141254902,
0.021395331248641014,
-0.06532303988933563,
0.05829913541674614,
0.052078697830438614,
0.022373128682374954,
-0.013439085334539413,
0.0638570785522461,
-0.024288788437843323
] |
1402.5428
|
Khalid Jebari hassani
|
Khalid jebari, Mohammed Madiafi and Abdelaziz Elmoujahid
|
An Evolutionary approach for solving Shr\"odinger Equation
|
arXiv admin note: substantial text overlap with arXiv:1401.0523
| null | null | null |
cs.NE
|
http://creativecommons.org/licenses/by/3.0/
|
The purpose of this paper is to present a method of solving the Shr\"odinger
Equation (SE) by Genetic Algorithms and Grammatical Evolution. The method forms
generations of trial solutions expressed in an analytical form. We illustrate
the effectiveness of this method providing, for example, the results of its
application to a quantum system minimal energy, and we compare these results
with those produced by traditional analytical methods
|
[
{
"created": "Fri, 21 Feb 2014 21:18:58 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"jebari",
"Khalid",
""
],
[
"Madiafi",
"Mohammed",
""
],
[
"Elmoujahid",
"Abdelaziz",
""
]
] |
[
-0.1260318160057068,
0.12479013204574585,
0.033466629683971405,
0.06636229902505875,
-0.05309104174375534,
0.04182428494095802,
-0.03876987099647522,
0.0489501953125,
0.009894311428070068,
0.045483555644750595,
0.04399259760975838,
-0.11357767879962921,
-0.04014969244599342,
-0.027803916484117508,
0.009346848353743553,
0.009151197969913483,
-0.08173239231109619,
0.000008791962500254158,
-0.007716096471995115,
-0.07330696284770966,
-0.027674753218889236,
0.07292939722537994,
-0.042118314653635025,
-0.017671268433332443,
0.04675152897834778,
-0.029195278882980347,
0.0663367286324501,
0.010750914923846722,
0.1348104327917099,
0.012472007423639297,
0.1341911107301712,
-0.042968057096004486,
-0.010971038602292538,
-0.026958545669913292,
-0.049475133419036865,
0.0492049977183342,
-0.029745040461421013,
-0.020312076434493065,
0.0017800605855882168,
-0.037521570920944214,
-0.048953890800476074,
0.101137675344944,
-0.07551389187574387,
-0.009623000398278236,
0.031007086858153343,
-0.004380081780254841,
-0.0807621106505394,
0.03657381236553192,
-0.045212093740701675,
-0.05723839998245239,
-0.06905147433280945,
0.016885582357645035,
0.01722121238708496,
-0.016834160313010216,
0.13422520458698273,
-0.09230183809995651,
0.048145826905965805,
-0.07143273949623108,
0.05373234674334526,
-0.08868203312158585,
0.019560011103749275,
-0.05429577827453613,
-0.0020733042620122433,
-0.057548899203538895,
0.09681346267461777,
-0.0013280849670991302,
0.08458559960126877,
-0.02753952518105507,
-0.012549163773655891,
0.013400985859334469,
-0.07995433360338211,
-0.010234516113996506,
-0.028263388201594353,
0.025438550859689713,
-0.01452681515365839,
-0.028404738754034042,
0.0027379258535802364,
0.07483579218387604,
-0.012876417487859726,
0.07620534300804138,
-0.015757134184241295,
-0.05421217530965805,
-0.07906835526227951,
0.046526193618774414,
-0.006663135718554258,
0.004573500249534845,
-0.11365135759115219,
-0.02991480566561222,
0.04982130602002144,
-0.009361698292195797,
-0.02702934667468071,
-0.07291122525930405,
0.0011887976434081793,
-0.05424953252077103,
-0.03653902933001518,
0.030324703082442284,
-0.011943836696445942,
0.0989750474691391,
0.04736483097076416,
-0.004179138224571943,
0.03508676961064339,
-0.01795795187354088,
0.06306007504463196,
0.014059111475944519,
0.025576595216989517,
-0.003181791864335537,
0.0034915830474346876,
-0.001363149844110012,
-0.0025692989584058523,
0.0012220111675560474,
0.013823643326759338,
-0.0018522554310038686,
-0.029950417578220367,
0.06070088595151901,
-0.07300662994384766,
-0.0002454274508636445,
0.0627141147851944,
0.04020601511001587,
0.00902566872537136,
0.05927921459078789,
0.0401463583111763,
0.005850483663380146,
0.0023937318474054337,
-0.004720724653452635,
-0.04120173677802086,
0.012789835222065449,
-0.03972736746072769,
-2.6473738064990756e-33,
-0.04805073142051697,
0.07445218414068222,
0.02102360501885414,
-0.04592425376176834,
0.01163023803383112,
-0.03358886390924454,
0.02524980530142784,
-0.0006912053213454783,
-0.03356914967298508,
-0.022601816803216934,
-0.08374524116516113,
-0.04061535373330116,
0.006980504374951124,
-0.03384565934538841,
0.057913102209568024,
-0.0774986520409584,
-0.09055721759796143,
-0.037193045020103455,
-0.01783544383943081,
-0.014214436523616314,
0.07463284581899643,
-0.005546840373426676,
0.025908349081873894,
-0.022398626431822777,
-0.010273287072777748,
-0.01981480047106743,
0.14976224303245544,
-0.08562596142292023,
-0.0365181565284729,
-0.02558811940252781,
0.024080896750092506,
-0.0007452585268765688,
-0.06309045851230621,
-0.023602239787578583,
0.04015559330582619,
0.0034379279240965843,
0.10357476770877838,
0.08136533945798874,
0.007739730179309845,
0.03184836357831955,
-0.0342412032186985,
-0.017805974930524826,
0.028544899076223373,
0.05027558282017708,
0.04625631496310234,
0.00988483801484108,
0.018413081765174866,
-0.007472434546798468,
0.052327752113342285,
0.018772609531879425,
-0.043856456875801086,
-0.07254158705472946,
-0.03231430798768997,
-0.0053280373103916645,
0.07421577721834183,
0.006387199740856886,
-0.005429225508123636,
-0.0462631918489933,
-0.045641422271728516,
0.054528623819351196,
0.025951970368623734,
-0.03466951474547386,
0.07293049246072769,
0.009363580495119095,
0.03587137535214424,
-0.061350252479314804,
0.046242792159318924,
-0.0514991357922554,
0.01969839073717594,
0.028044313192367554,
0.0755634680390358,
-0.057138945907354355,
0.03971676155924797,
-0.00835130363702774,
0.11760323494672775,
-0.10811002552509308,
0.037466660141944885,
-0.012980086728930473,
-0.041484396904706955,
-0.04452492296695709,
-0.005664330907166004,
0.07582202553749084,
-0.007741282228380442,
0.04526430368423462,
-0.0347641296684742,
-0.13017074763774872,
-0.024306342005729675,
-0.005115728359669447,
-0.04881814494729042,
-0.007692777551710606,
-0.006223633419722319,
-0.07063153386116028,
-0.024030009284615517,
0.03324519470334053,
-0.03673982992768288,
8.598343413772299e-35,
-0.06610474735498428,
-0.026703983545303345,
0.03478090837597847,
0.015420266427099705,
-0.06928880512714386,
-0.016840331256389618,
-0.014494424685835838,
-0.0033545978367328644,
-0.03146356716752052,
-0.0621667206287384,
0.05698053166270256,
0.09911096841096878,
0.0208676028996706,
0.07338283956050873,
0.030554112046957016,
0.06605985015630722,
-0.01916342042386532,
0.0311531201004982,
0.030446890741586685,
0.026890374720096588,
0.009064679965376854,
0.06345327198505402,
0.04373138025403023,
-0.05414234846830368,
0.040447261184453964,
0.022762825712561607,
0.057584743946790695,
0.09711688756942749,
0.02892984077334404,
0.0627935454249382,
-0.03282348811626434,
-0.05381570756435394,
-0.021434349939227104,
0.006729609798640013,
-0.05949407443404198,
0.09212923049926758,
0.07736276835203171,
0.11507062613964081,
0.022297099232673645,
0.02103525586426258,
-0.044117577373981476,
0.014939893037080765,
0.0010317255510017276,
0.016114240512251854,
0.026467062532901764,
0.023066919296979904,
0.0033998340368270874,
0.002423673402518034,
0.014432737603783607,
0.04375180974602699,
0.07664583623409271,
-0.02722625620663166,
0.03878938779234886,
0.0336482971906662,
-0.13051344454288483,
0.023131398484110832,
-0.010969812981784344,
0.012918024323880672,
0.007194837089627981,
0.0029766454827040434,
-0.0069749378599226475,
-0.02944006770849228,
0.10344759374856949,
0.053897786885499954,
-0.03933928906917572,
-0.03611667826771736,
-0.05938376486301422,
0.018920959904789925,
-0.016313724219799042,
-0.10264130681753159,
-0.07067669928073883,
-0.03015134669840336,
0.06395643204450607,
-0.007842148654162884,
0.02781478501856327,
0.002315733814612031,
-0.02162974327802658,
-0.054413024336099625,
0.00009235685865860432,
-0.14540328085422516,
0.003867757273837924,
0.07278239727020264,
-0.014008386991918087,
-0.12583990395069122,
-0.028297211974859238,
-0.1136598065495491,
0.03289363905787468,
-0.0028703734278678894,
-0.004435664974153042,
-0.025197075679898262,
-0.06554139405488968,
0.007856668904423714,
0.023495959118008614,
-0.01296435110270977,
-0.006581318099051714,
-4.1192535604750447e-8,
0.0625978335738182,
-0.04017919674515724,
-0.0171513669192791,
-0.009407775476574898,
0.13758356869220734,
0.023213600739836693,
-0.07461290806531906,
-0.1087397113442421,
0.007428053300827742,
-0.02882848121225834,
-0.014619573019444942,
0.023094147443771362,
-0.0215873122215271,
0.027171360328793526,
0.03035779483616352,
0.022885719314217567,
-0.006819401402026415,
0.023609736934304237,
-0.023570885881781578,
-0.02754499949514866,
0.06342024356126785,
0.06422089040279388,
-0.021878672763705254,
-0.011918967589735985,
0.014229281805455685,
0.05129735916852951,
-0.009613298811018467,
-0.09340568631887436,
0.057837072759866714,
0.03722672536969185,
-0.020448723807930946,
0.048089396208524704,
0.00634279428049922,
0.09689565747976303,
-0.004090087953954935,
-0.009768563322722912,
-0.049611058086156845,
-0.015312467701733112,
-0.0225214920938015,
0.04450022801756859,
-0.02655518427491188,
0.0493655726313591,
-0.0656469464302063,
0.00821235217154026,
0.012168833054602146,
0.04923059046268463,
-0.06131098419427872,
0.017757004126906395,
0.04188668355345726,
0.10732334107160568,
-0.020263999700546265,
-0.047318603843450546,
-0.045192230492830276,
-0.10164733231067657,
-0.08156374096870422,
-0.0415937714278698,
-0.022427180781960487,
0.002633799333125353,
-0.012567277066409588,
-0.0018209174741059542,
0.0724700316786766,
0.104076087474823,
0.04922271519899368,
0.03850174322724342
] | null | null | null | null | null | null | null |
[
-0.1260318160057068,
0.12479013204574585,
0.033466629683971405,
0.06636229902505875,
-0.05309104174375534,
0.04182428494095802,
-0.03876987099647522,
0.0489501953125,
0.009894311428070068,
0.045483555644750595,
0.04399259760975838,
-0.11357767879962921,
-0.04014969244599342,
-0.027803916484117508,
0.009346848353743553,
0.009151197969913483,
-0.08173239231109619,
0.000008791962500254158,
-0.007716096471995115,
-0.07330696284770966,
-0.027674753218889236,
0.07292939722537994,
-0.042118314653635025,
-0.017671268433332443,
0.04675152897834778,
-0.029195278882980347,
0.0663367286324501,
0.010750914923846722,
0.1348104327917099,
0.012472007423639297,
0.1341911107301712,
-0.042968057096004486,
-0.010971038602292538,
-0.026958545669913292,
-0.049475133419036865,
0.0492049977183342,
-0.029745040461421013,
-0.020312076434493065,
0.0017800605855882168,
-0.037521570920944214,
-0.048953890800476074,
0.101137675344944,
-0.07551389187574387,
-0.009623000398278236,
0.031007086858153343,
-0.004380081780254841,
-0.0807621106505394,
0.03657381236553192,
-0.045212093740701675,
-0.05723839998245239,
-0.06905147433280945,
0.016885582357645035,
0.01722121238708496,
-0.016834160313010216,
0.13422520458698273,
-0.09230183809995651,
0.048145826905965805,
-0.07143273949623108,
0.05373234674334526,
-0.08868203312158585,
0.019560011103749275,
-0.05429577827453613,
-0.0020733042620122433,
-0.057548899203538895,
0.09681346267461777,
-0.0013280849670991302,
0.08458559960126877,
-0.02753952518105507,
-0.012549163773655891,
0.013400985859334469,
-0.07995433360338211,
-0.010234516113996506,
-0.028263388201594353,
0.025438550859689713,
-0.01452681515365839,
-0.028404738754034042,
0.0027379258535802364,
0.07483579218387604,
-0.012876417487859726,
0.07620534300804138,
-0.015757134184241295,
-0.05421217530965805,
-0.07906835526227951,
0.046526193618774414,
-0.006663135718554258,
0.004573500249534845,
-0.11365135759115219,
-0.02991480566561222,
0.04982130602002144,
-0.009361698292195797,
-0.02702934667468071,
-0.07291122525930405,
0.0011887976434081793,
-0.05424953252077103,
-0.03653902933001518,
0.030324703082442284,
-0.011943836696445942,
0.0989750474691391,
0.04736483097076416,
-0.004179138224571943,
0.03508676961064339,
-0.01795795187354088,
0.06306007504463196,
0.014059111475944519,
0.025576595216989517,
-0.003181791864335537,
0.0034915830474346876,
-0.001363149844110012,
-0.0025692989584058523,
0.0012220111675560474,
0.013823643326759338,
-0.0018522554310038686,
-0.029950417578220367,
0.06070088595151901,
-0.07300662994384766,
-0.0002454274508636445,
0.0627141147851944,
0.04020601511001587,
0.00902566872537136,
0.05927921459078789,
0.0401463583111763,
0.005850483663380146,
0.0023937318474054337,
-0.004720724653452635,
-0.04120173677802086,
0.012789835222065449,
-0.03972736746072769,
-2.6473738064990756e-33,
-0.04805073142051697,
0.07445218414068222,
0.02102360501885414,
-0.04592425376176834,
0.01163023803383112,
-0.03358886390924454,
0.02524980530142784,
-0.0006912053213454783,
-0.03356914967298508,
-0.022601816803216934,
-0.08374524116516113,
-0.04061535373330116,
0.006980504374951124,
-0.03384565934538841,
0.057913102209568024,
-0.0774986520409584,
-0.09055721759796143,
-0.037193045020103455,
-0.01783544383943081,
-0.014214436523616314,
0.07463284581899643,
-0.005546840373426676,
0.025908349081873894,
-0.022398626431822777,
-0.010273287072777748,
-0.01981480047106743,
0.14976224303245544,
-0.08562596142292023,
-0.0365181565284729,
-0.02558811940252781,
0.024080896750092506,
-0.0007452585268765688,
-0.06309045851230621,
-0.023602239787578583,
0.04015559330582619,
0.0034379279240965843,
0.10357476770877838,
0.08136533945798874,
0.007739730179309845,
0.03184836357831955,
-0.0342412032186985,
-0.017805974930524826,
0.028544899076223373,
0.05027558282017708,
0.04625631496310234,
0.00988483801484108,
0.018413081765174866,
-0.007472434546798468,
0.052327752113342285,
0.018772609531879425,
-0.043856456875801086,
-0.07254158705472946,
-0.03231430798768997,
-0.0053280373103916645,
0.07421577721834183,
0.006387199740856886,
-0.005429225508123636,
-0.0462631918489933,
-0.045641422271728516,
0.054528623819351196,
0.025951970368623734,
-0.03466951474547386,
0.07293049246072769,
0.009363580495119095,
0.03587137535214424,
-0.061350252479314804,
0.046242792159318924,
-0.0514991357922554,
0.01969839073717594,
0.028044313192367554,
0.0755634680390358,
-0.057138945907354355,
0.03971676155924797,
-0.00835130363702774,
0.11760323494672775,
-0.10811002552509308,
0.037466660141944885,
-0.012980086728930473,
-0.041484396904706955,
-0.04452492296695709,
-0.005664330907166004,
0.07582202553749084,
-0.007741282228380442,
0.04526430368423462,
-0.0347641296684742,
-0.13017074763774872,
-0.024306342005729675,
-0.005115728359669447,
-0.04881814494729042,
-0.007692777551710606,
-0.006223633419722319,
-0.07063153386116028,
-0.024030009284615517,
0.03324519470334053,
-0.03673982992768288,
8.598343413772299e-35,
-0.06610474735498428,
-0.026703983545303345,
0.03478090837597847,
0.015420266427099705,
-0.06928880512714386,
-0.016840331256389618,
-0.014494424685835838,
-0.0033545978367328644,
-0.03146356716752052,
-0.0621667206287384,
0.05698053166270256,
0.09911096841096878,
0.0208676028996706,
0.07338283956050873,
0.030554112046957016,
0.06605985015630722,
-0.01916342042386532,
0.0311531201004982,
0.030446890741586685,
0.026890374720096588,
0.009064679965376854,
0.06345327198505402,
0.04373138025403023,
-0.05414234846830368,
0.040447261184453964,
0.022762825712561607,
0.057584743946790695,
0.09711688756942749,
0.02892984077334404,
0.0627935454249382,
-0.03282348811626434,
-0.05381570756435394,
-0.021434349939227104,
0.006729609798640013,
-0.05949407443404198,
0.09212923049926758,
0.07736276835203171,
0.11507062613964081,
0.022297099232673645,
0.02103525586426258,
-0.044117577373981476,
0.014939893037080765,
0.0010317255510017276,
0.016114240512251854,
0.026467062532901764,
0.023066919296979904,
0.0033998340368270874,
0.002423673402518034,
0.014432737603783607,
0.04375180974602699,
0.07664583623409271,
-0.02722625620663166,
0.03878938779234886,
0.0336482971906662,
-0.13051344454288483,
0.023131398484110832,
-0.010969812981784344,
0.012918024323880672,
0.007194837089627981,
0.0029766454827040434,
-0.0069749378599226475,
-0.02944006770849228,
0.10344759374856949,
0.053897786885499954,
-0.03933928906917572,
-0.03611667826771736,
-0.05938376486301422,
0.018920959904789925,
-0.016313724219799042,
-0.10264130681753159,
-0.07067669928073883,
-0.03015134669840336,
0.06395643204450607,
-0.007842148654162884,
0.02781478501856327,
0.002315733814612031,
-0.02162974327802658,
-0.054413024336099625,
0.00009235685865860432,
-0.14540328085422516,
0.003867757273837924,
0.07278239727020264,
-0.014008386991918087,
-0.12583990395069122,
-0.028297211974859238,
-0.1136598065495491,
0.03289363905787468,
-0.0028703734278678894,
-0.004435664974153042,
-0.025197075679898262,
-0.06554139405488968,
0.007856668904423714,
0.023495959118008614,
-0.01296435110270977,
-0.006581318099051714,
-4.1192535604750447e-8,
0.0625978335738182,
-0.04017919674515724,
-0.0171513669192791,
-0.009407775476574898,
0.13758356869220734,
0.023213600739836693,
-0.07461290806531906,
-0.1087397113442421,
0.007428053300827742,
-0.02882848121225834,
-0.014619573019444942,
0.023094147443771362,
-0.0215873122215271,
0.027171360328793526,
0.03035779483616352,
0.022885719314217567,
-0.006819401402026415,
0.023609736934304237,
-0.023570885881781578,
-0.02754499949514866,
0.06342024356126785,
0.06422089040279388,
-0.021878672763705254,
-0.011918967589735985,
0.014229281805455685,
0.05129735916852951,
-0.009613298811018467,
-0.09340568631887436,
0.057837072759866714,
0.03722672536969185,
-0.020448723807930946,
0.048089396208524704,
0.00634279428049922,
0.09689565747976303,
-0.004090087953954935,
-0.009768563322722912,
-0.049611058086156845,
-0.015312467701733112,
-0.0225214920938015,
0.04450022801756859,
-0.02655518427491188,
0.0493655726313591,
-0.0656469464302063,
0.00821235217154026,
0.012168833054602146,
0.04923059046268463,
-0.06131098419427872,
0.017757004126906395,
0.04188668355345726,
0.10732334107160568,
-0.020263999700546265,
-0.047318603843450546,
-0.045192230492830276,
-0.10164733231067657,
-0.08156374096870422,
-0.0415937714278698,
-0.022427180781960487,
0.002633799333125353,
-0.012567277066409588,
-0.0018209174741059542,
0.0724700316786766,
0.104076087474823,
0.04922271519899368,
0.03850174322724342
] |
1402.5433
|
Fang Liu
|
Fang Liu, Lin Lin, Derek Vigil-Fowler, Johannes Lischner, Alexander F.
Kemper, Sahar Sharifzadeh, Felipe Homrich da Jornada, Jack Deslippe, Chao
Yang, Jeffrey B. Neaton, Steven G. Louie
|
Numerical integration for ab initio many-electron self energy
calculations within the GW approximation
|
22 pages, 9 figures
| null |
10.1016/j.jcp.2015.01.023
| null |
physics.comp-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present a numerical integration scheme for evaluating the convolution of a
Green's function with a screened Coulomb potential on the real axis in the GW
approximation of the self energy. Our scheme takes the zero broadening limit in
Green's function first, replaces the numerator of the integrand with a
piecewise polynomial approximation, and performs principal value integration on
subintervals analytically. We give the error bound of our numerical integration
scheme and show by numerical examples that it is more reliable and accurate
than the standard quadrature rules such as the composite trapezoidal rule. We
also discuss the benefit of using different self energy expressions to perform
the numerical convolution at different frequencies.
|
[
{
"created": "Fri, 21 Feb 2014 21:56:13 GMT",
"version": "v1"
}
] |
2015-05-20
|
[
[
"Liu",
"Fang",
""
],
[
"Lin",
"Lin",
""
],
[
"Vigil-Fowler",
"Derek",
""
],
[
"Lischner",
"Johannes",
""
],
[
"Kemper",
"Alexander F.",
""
],
[
"Sharifzadeh",
"Sahar",
""
],
[
"da Jornada",
"Felipe Homrich",
""
],
[
"Deslippe",
"Jack",
""
],
[
"Yang",
"Chao",
""
],
[
"Neaton",
"Jeffrey B.",
""
],
[
"Louie",
"Steven G.",
""
]
] |
[
-0.054643671959638596,
0.088083416223526,
0.022014977410435677,
-0.05300221964716911,
-0.016443617641925812,
-0.09871193766593933,
0.0028069792315363884,
0.04792626574635506,
-0.02618410438299179,
-0.03252623230218887,
-0.011640019714832306,
-0.06086745113134384,
-0.05872690677642822,
0.0037791342474520206,
0.03410658612847328,
-0.060288555920124054,
-0.034060973674058914,
0.012565480545163155,
-0.06254027038812637,
-0.03052050992846489,
0.030207710340619087,
0.012724505737423897,
-0.03292201831936836,
-0.07656604051589966,
0.16841758787631989,
-0.04993325471878052,
-0.014324229210615158,
0.05378025397658348,
0.04704790562391281,
-0.0626353770494461,
0.08286412060260773,
-0.01338670402765274,
-0.03774113580584526,
-0.007834183052182198,
0.007364182732999325,
-0.011036657728254795,
0.0907818004488945,
0.0208932776004076,
0.014494752511382103,
0.014547632075846195,
0.040138352662324905,
0.05039454996585846,
0.054929252713918686,
0.009175613522529602,
-0.013743466697633266,
0.03233145549893379,
0.05281349644064903,
-0.019328486174345016,
0.03378098085522652,
-0.06181113421916962,
0.08867399394512177,
0.05923894792795181,
0.015158012509346008,
0.07056797295808792,
0.0387335866689682,
0.00689490744844079,
0.05502692237496376,
-0.04846491664648056,
0.015595660544931889,
0.013034516014158726,
-0.0068925125524401665,
-0.036562949419021606,
-0.0034725386649370193,
0.02606911212205887,
-0.012857839465141296,
-0.08979015052318573,
0.01180566567927599,
-0.072089284658432,
0.005179910454899073,
0.033686716109514236,
-0.011383316479623318,
0.025655686855316162,
-0.038647353649139404,
-0.0537869930267334,
0.0032046749256551266,
0.02788250707089901,
-0.007597243878990412,
0.04304506257176399,
0.008409257978200912,
-0.013695267029106617,
0.07528004795312881,
0.049604352563619614,
-0.02867930568754673,
-0.06258490681648254,
0.0820925310254097,
0.0802764743566513,
-0.08857406675815582,
0.04579058289527893,
0.029386283829808235,
0.018346605822443962,
-0.008058831095695496,
-0.012373514473438263,
-0.11944998800754547,
-0.07590387016534805,
0.0077183605171740055,
0.0014686818467453122,
0.029624665156006813,
-0.1581796109676361,
0.01697450689971447,
0.023609584197402,
-0.04849861562252045,
-0.08676353096961975,
0.052274011075496674,
0.008754055947065353,
0.005319184623658657,
0.00007189566531451419,
-0.0026558891404420137,
0.15216945111751556,
0.09293974190950394,
-0.012520414777100086,
0.002454136498272419,
-0.02033081464469433,
0.011489524506032467,
0.026612265035510063,
0.024568606168031693,
0.09856027364730835,
0.06933659315109253,
0.01699243299663067,
0.05485646054148674,
-0.08437799662351608,
-0.04377678409218788,
-0.003405781462788582,
-0.00440346309915185,
0.053990740329027176,
-0.06663843244314194,
-0.017709610983729362,
-0.04991499334573746,
3.2337654899869274e-33,
-0.006183775141835213,
0.0533900186419487,
0.029125425964593887,
-0.08661703765392303,
0.0003098855959251523,
-0.03675198554992676,
0.025676488876342773,
0.010437939316034317,
-0.031170623376965523,
0.037171732634305954,
-0.05879383906722069,
0.012740695849061012,
-0.003143617184832692,
0.0014907323056831956,
-0.0023398464545607567,
0.04448655620217323,
-0.05322665721178055,
0.0023616317193955183,
0.02832501195371151,
0.0009154221625067294,
0.1130833551287651,
-0.020462961867451668,
0.08414734154939651,
0.07596465200185776,
-0.005298030097037554,
0.059484705328941345,
0.03868496045470238,
0.03210931271314621,
0.062022291123867035,
0.00873434729874134,
0.0164928138256073,
0.02790355682373047,
0.02677328698337078,
-0.07746346294879913,
0.05177632346749306,
-0.06870462745428085,
-0.007262511644512415,
0.007476139348000288,
0.027191923931241035,
0.032295968383550644,
-0.03767523542046547,
0.0019891641568392515,
0.02752818912267685,
-0.04694867879152298,
-0.03754245117306709,
-0.04318336769938469,
0.0878392681479454,
0.023377586156129837,
0.036177147179841995,
0.0217589158564806,
0.002366392407566309,
0.06289587169885635,
-0.06382498890161514,
0.005724404472857714,
0.015021434985101223,
0.014760781079530716,
0.06017759069800377,
0.04729694500565529,
-0.002586033660918474,
-0.014752857387065887,
0.014389907009899616,
0.08809255063533783,
-0.027802836149930954,
-0.012520832940936089,
0.0137200141325593,
-0.024634258821606636,
0.005301824305206537,
-0.012398879043757915,
-0.0022869587410241365,
-0.004225985612720251,
0.0038646631874144077,
-0.004017824772745371,
-0.05771965533494949,
-0.15064047276973724,
0.09777642786502838,
-0.0276598259806633,
-0.020405402407050133,
-0.03992319107055664,
0.012090958654880524,
-0.0045703803189098835,
0.034887008368968964,
0.04064125940203667,
-0.009301259182393551,
-0.005922717973589897,
-0.045922912657260895,
-0.0579206719994545,
-0.01830596849322319,
-0.03635389357805252,
-0.04464658349752426,
-0.09967993199825287,
-0.024723952636122704,
-0.03885553404688835,
0.07668635249137878,
-0.05685446038842201,
-0.10073544085025787,
-4.077554436790366e-33,
0.003706487361341715,
0.0728091150522232,
0.02420605719089508,
0.04591737687587738,
0.022675225511193275,
-0.004615782760083675,
0.04178965836763382,
-0.015016850084066391,
0.046361785382032394,
-0.025455428287386894,
-0.020885078236460686,
0.038104042410850525,
-0.08265560120344162,
0.13584041595458984,
0.06565747410058975,
-0.06928014010190964,
-0.08483488857746124,
0.030252831056714058,
-0.040554020553827286,
-0.015031694434583187,
-0.0001416052837157622,
0.021775366738438606,
0.128460094332695,
0.006107337772846222,
-0.028391297906637192,
0.03458673134446144,
-0.0018419143743813038,
-0.009907014667987823,
-0.007694852538406849,
-0.0161777064204216,
-0.06569385528564453,
0.10249035060405731,
-0.04966500774025917,
-0.06643389165401459,
-0.0009308070293627679,
-0.008858812041580677,
0.023884471505880356,
0.007895994931459427,
0.03719118610024452,
-0.03139925375580788,
0.03394255414605141,
0.05343319848179817,
0.03440448269248009,
-0.09703805297613144,
-0.056322723627090454,
-0.05764523893594742,
-0.06396923959255219,
0.0738455280661583,
-0.082152359187603,
0.058824408799409866,
-0.062426839023828506,
0.042090609669685364,
-0.06613446027040482,
0.02563513070344925,
-0.015126568265259266,
0.012711475603282452,
-0.001273211557418108,
0.018869485706090927,
0.018259720876812935,
-0.04929867759346962,
-0.12585990130901337,
-0.0668879896402359,
0.04810454323887825,
0.03977904096245766,
-0.008783217519521713,
0.05109853297472,
-0.031082598492503166,
-0.021166138350963593,
-0.003209081245586276,
0.025276117026805878,
-0.011007201857864857,
-0.043878473341464996,
0.055943287909030914,
0.02285154163837433,
-0.08705396205186844,
-0.08138307929039001,
0.0720234140753746,
-0.09887015074491501,
-0.004238968715071678,
0.07511106878519058,
-0.01159242819994688,
0.06988885998725891,
0.006520959548652172,
-0.05240105092525482,
0.056356631219387054,
-0.05049898102879524,
-0.03695649281144142,
0.07024472951889038,
0.01147945411503315,
-0.008638287894427776,
0.0012132131960242987,
0.06591590493917465,
0.08981236070394516,
0.07973474264144897,
0.08529779314994812,
-4.6055159685920444e-8,
0.019403016194701195,
-0.007865133695304394,
-0.04065350815653801,
0.00323462369851768,
0.03080592304468155,
0.0032255237456411123,
-0.07817213237285614,
-0.07481879740953445,
0.028734950348734856,
-0.06584817916154861,
0.08105245977640152,
-0.04817219078540802,
-0.017420338466763496,
-0.08293735235929489,
-0.05715200677514076,
0.026988759636878967,
-0.010720707476139069,
-0.10390467941761017,
-0.005609835498034954,
-0.0586031898856163,
-0.058406341820955276,
0.011163990944623947,
-0.047294311225414276,
-0.029993947595357895,
-0.04191691428422928,
0.03122875466942787,
-0.10942509770393372,
-0.03854052349925041,
-0.005857465788722038,
0.07702001929283142,
-0.06470762193202972,
0.08143927901983261,
0.019713010638952255,
0.030371781438589096,
-0.007564574014395475,
-0.0588836669921875,
0.019133707508444786,
0.10989587754011154,
-0.043829068541526794,
-0.005229749716818333,
0.03317895904183388,
0.06290602684020996,
0.04664764925837517,
-0.022245319560170174,
0.024584658443927765,
0.0481901578605175,
-0.014464637264609337,
0.04319675639271736,
0.04915868863463402,
0.10887539386749268,
-0.06048121675848961,
0.05601326376199722,
-0.0627208948135376,
0.022091807797551155,
0.010257406160235405,
-0.08372538536787033,
-0.11112914234399796,
-0.046992331743240356,
-0.016824020072817802,
0.047762107104063034,
-0.0049580419436097145,
-0.023106684908270836,
-0.03685227036476135,
0.008863229304552078
] | null | null | null | null | null | null | null |
[
-0.054643671959638596,
0.088083416223526,
0.022014977410435677,
-0.05300221964716911,
-0.016443617641925812,
-0.09871193766593933,
0.0028069792315363884,
0.04792626574635506,
-0.02618410438299179,
-0.03252623230218887,
-0.011640019714832306,
-0.06086745113134384,
-0.05872690677642822,
0.0037791342474520206,
0.03410658612847328,
-0.060288555920124054,
-0.034060973674058914,
0.012565480545163155,
-0.06254027038812637,
-0.03052050992846489,
0.030207710340619087,
0.012724505737423897,
-0.03292201831936836,
-0.07656604051589966,
0.16841758787631989,
-0.04993325471878052,
-0.014324229210615158,
0.05378025397658348,
0.04704790562391281,
-0.0626353770494461,
0.08286412060260773,
-0.01338670402765274,
-0.03774113580584526,
-0.007834183052182198,
0.007364182732999325,
-0.011036657728254795,
0.0907818004488945,
0.0208932776004076,
0.014494752511382103,
0.014547632075846195,
0.040138352662324905,
0.05039454996585846,
0.054929252713918686,
0.009175613522529602,
-0.013743466697633266,
0.03233145549893379,
0.05281349644064903,
-0.019328486174345016,
0.03378098085522652,
-0.06181113421916962,
0.08867399394512177,
0.05923894792795181,
0.015158012509346008,
0.07056797295808792,
0.0387335866689682,
0.00689490744844079,
0.05502692237496376,
-0.04846491664648056,
0.015595660544931889,
0.013034516014158726,
-0.0068925125524401665,
-0.036562949419021606,
-0.0034725386649370193,
0.02606911212205887,
-0.012857839465141296,
-0.08979015052318573,
0.01180566567927599,
-0.072089284658432,
0.005179910454899073,
0.033686716109514236,
-0.011383316479623318,
0.025655686855316162,
-0.038647353649139404,
-0.0537869930267334,
0.0032046749256551266,
0.02788250707089901,
-0.007597243878990412,
0.04304506257176399,
0.008409257978200912,
-0.013695267029106617,
0.07528004795312881,
0.049604352563619614,
-0.02867930568754673,
-0.06258490681648254,
0.0820925310254097,
0.0802764743566513,
-0.08857406675815582,
0.04579058289527893,
0.029386283829808235,
0.018346605822443962,
-0.008058831095695496,
-0.012373514473438263,
-0.11944998800754547,
-0.07590387016534805,
0.0077183605171740055,
0.0014686818467453122,
0.029624665156006813,
-0.1581796109676361,
0.01697450689971447,
0.023609584197402,
-0.04849861562252045,
-0.08676353096961975,
0.052274011075496674,
0.008754055947065353,
0.005319184623658657,
0.00007189566531451419,
-0.0026558891404420137,
0.15216945111751556,
0.09293974190950394,
-0.012520414777100086,
0.002454136498272419,
-0.02033081464469433,
0.011489524506032467,
0.026612265035510063,
0.024568606168031693,
0.09856027364730835,
0.06933659315109253,
0.01699243299663067,
0.05485646054148674,
-0.08437799662351608,
-0.04377678409218788,
-0.003405781462788582,
-0.00440346309915185,
0.053990740329027176,
-0.06663843244314194,
-0.017709610983729362,
-0.04991499334573746,
3.2337654899869274e-33,
-0.006183775141835213,
0.0533900186419487,
0.029125425964593887,
-0.08661703765392303,
0.0003098855959251523,
-0.03675198554992676,
0.025676488876342773,
0.010437939316034317,
-0.031170623376965523,
0.037171732634305954,
-0.05879383906722069,
0.012740695849061012,
-0.003143617184832692,
0.0014907323056831956,
-0.0023398464545607567,
0.04448655620217323,
-0.05322665721178055,
0.0023616317193955183,
0.02832501195371151,
0.0009154221625067294,
0.1130833551287651,
-0.020462961867451668,
0.08414734154939651,
0.07596465200185776,
-0.005298030097037554,
0.059484705328941345,
0.03868496045470238,
0.03210931271314621,
0.062022291123867035,
0.00873434729874134,
0.0164928138256073,
0.02790355682373047,
0.02677328698337078,
-0.07746346294879913,
0.05177632346749306,
-0.06870462745428085,
-0.007262511644512415,
0.007476139348000288,
0.027191923931241035,
0.032295968383550644,
-0.03767523542046547,
0.0019891641568392515,
0.02752818912267685,
-0.04694867879152298,
-0.03754245117306709,
-0.04318336769938469,
0.0878392681479454,
0.023377586156129837,
0.036177147179841995,
0.0217589158564806,
0.002366392407566309,
0.06289587169885635,
-0.06382498890161514,
0.005724404472857714,
0.015021434985101223,
0.014760781079530716,
0.06017759069800377,
0.04729694500565529,
-0.002586033660918474,
-0.014752857387065887,
0.014389907009899616,
0.08809255063533783,
-0.027802836149930954,
-0.012520832940936089,
0.0137200141325593,
-0.024634258821606636,
0.005301824305206537,
-0.012398879043757915,
-0.0022869587410241365,
-0.004225985612720251,
0.0038646631874144077,
-0.004017824772745371,
-0.05771965533494949,
-0.15064047276973724,
0.09777642786502838,
-0.0276598259806633,
-0.020405402407050133,
-0.03992319107055664,
0.012090958654880524,
-0.0045703803189098835,
0.034887008368968964,
0.04064125940203667,
-0.009301259182393551,
-0.005922717973589897,
-0.045922912657260895,
-0.0579206719994545,
-0.01830596849322319,
-0.03635389357805252,
-0.04464658349752426,
-0.09967993199825287,
-0.024723952636122704,
-0.03885553404688835,
0.07668635249137878,
-0.05685446038842201,
-0.10073544085025787,
-4.077554436790366e-33,
0.003706487361341715,
0.0728091150522232,
0.02420605719089508,
0.04591737687587738,
0.022675225511193275,
-0.004615782760083675,
0.04178965836763382,
-0.015016850084066391,
0.046361785382032394,
-0.025455428287386894,
-0.020885078236460686,
0.038104042410850525,
-0.08265560120344162,
0.13584041595458984,
0.06565747410058975,
-0.06928014010190964,
-0.08483488857746124,
0.030252831056714058,
-0.040554020553827286,
-0.015031694434583187,
-0.0001416052837157622,
0.021775366738438606,
0.128460094332695,
0.006107337772846222,
-0.028391297906637192,
0.03458673134446144,
-0.0018419143743813038,
-0.009907014667987823,
-0.007694852538406849,
-0.0161777064204216,
-0.06569385528564453,
0.10249035060405731,
-0.04966500774025917,
-0.06643389165401459,
-0.0009308070293627679,
-0.008858812041580677,
0.023884471505880356,
0.007895994931459427,
0.03719118610024452,
-0.03139925375580788,
0.03394255414605141,
0.05343319848179817,
0.03440448269248009,
-0.09703805297613144,
-0.056322723627090454,
-0.05764523893594742,
-0.06396923959255219,
0.0738455280661583,
-0.082152359187603,
0.058824408799409866,
-0.062426839023828506,
0.042090609669685364,
-0.06613446027040482,
0.02563513070344925,
-0.015126568265259266,
0.012711475603282452,
-0.001273211557418108,
0.018869485706090927,
0.018259720876812935,
-0.04929867759346962,
-0.12585990130901337,
-0.0668879896402359,
0.04810454323887825,
0.03977904096245766,
-0.008783217519521713,
0.05109853297472,
-0.031082598492503166,
-0.021166138350963593,
-0.003209081245586276,
0.025276117026805878,
-0.011007201857864857,
-0.043878473341464996,
0.055943287909030914,
0.02285154163837433,
-0.08705396205186844,
-0.08138307929039001,
0.0720234140753746,
-0.09887015074491501,
-0.004238968715071678,
0.07511106878519058,
-0.01159242819994688,
0.06988885998725891,
0.006520959548652172,
-0.05240105092525482,
0.056356631219387054,
-0.05049898102879524,
-0.03695649281144142,
0.07024472951889038,
0.01147945411503315,
-0.008638287894427776,
0.0012132131960242987,
0.06591590493917465,
0.08981236070394516,
0.07973474264144897,
0.08529779314994812,
-4.6055159685920444e-8,
0.019403016194701195,
-0.007865133695304394,
-0.04065350815653801,
0.00323462369851768,
0.03080592304468155,
0.0032255237456411123,
-0.07817213237285614,
-0.07481879740953445,
0.028734950348734856,
-0.06584817916154861,
0.08105245977640152,
-0.04817219078540802,
-0.017420338466763496,
-0.08293735235929489,
-0.05715200677514076,
0.026988759636878967,
-0.010720707476139069,
-0.10390467941761017,
-0.005609835498034954,
-0.0586031898856163,
-0.058406341820955276,
0.011163990944623947,
-0.047294311225414276,
-0.029993947595357895,
-0.04191691428422928,
0.03122875466942787,
-0.10942509770393372,
-0.03854052349925041,
-0.005857465788722038,
0.07702001929283142,
-0.06470762193202972,
0.08143927901983261,
0.019713010638952255,
0.030371781438589096,
-0.007564574014395475,
-0.0588836669921875,
0.019133707508444786,
0.10989587754011154,
-0.043829068541526794,
-0.005229749716818333,
0.03317895904183388,
0.06290602684020996,
0.04664764925837517,
-0.022245319560170174,
0.024584658443927765,
0.0481901578605175,
-0.014464637264609337,
0.04319675639271736,
0.04915868863463402,
0.10887539386749268,
-0.06048121675848961,
0.05601326376199722,
-0.0627208948135376,
0.022091807797551155,
0.010257406160235405,
-0.08372538536787033,
-0.11112914234399796,
-0.046992331743240356,
-0.016824020072817802,
0.047762107104063034,
-0.0049580419436097145,
-0.023106684908270836,
-0.03685227036476135,
0.008863229304552078
] |
1402.5436
|
Alessandro Provetti
|
Gianpaolo Brignoli, Stefania Costantini, Ottavio D'Antona, Alessandro
Provetti
|
Characterizing and computing stable models of logic programs: The
non-stratified case
|
Proceedings of the Conference on Information Technology. Bhubaneswar,
India, 1999. https://sites.google.com/site/citconference/
| null | null | null |
cs.AI cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Stable Logic Programming (SLP) is an emergent, alternative style of logic
programming: each solution to a problem is represented by a stable model of a
deductive database/function-free logic program encoding the problem itself.
Several implementations now exist for stable logic programming, and their
performance is rapidly improving. To make SLP generally applicable, it should
be possible to check for consistency (i.e., existence of stable models) of the
input program before attempting to answer queries. In the literature, only
rather strong sufficient conditions have been proposed for consistency, e.g.,
stratification. This paper extends these results in several directions. First,
the syntactic features of programs, viz. cyclic negative dependencies,
affecting the existence of stable models are characterized, and their relevance
is discussed. Next, a new graph representation of logic programs, the Extended
Dependency Graph (EDG), is introduced, which conveys enough information for
reasoning about stable models (while the traditional Dependency Graph does
not). Finally, we show that the problem of the existence of stable models can
be reformulated in terms of coloring of the EDG.
|
[
{
"created": "Fri, 21 Feb 2014 22:17:39 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Brignoli",
"Gianpaolo",
""
],
[
"Costantini",
"Stefania",
""
],
[
"D'Antona",
"Ottavio",
""
],
[
"Provetti",
"Alessandro",
""
]
] |
[
0.01516534760594368,
-0.03714676946401596,
-0.019439278170466423,
-0.013723074458539486,
0.004903601948171854,
-0.021981608122587204,
-0.027187969535589218,
0.04277336969971657,
-0.08847852796316147,
0.0046445950865745544,
0.03171936795115471,
0.02834242954850197,
0.10107439011335373,
0.017073294147849083,
0.03835459426045418,
0.06611569225788116,
0.03329743072390556,
-0.03126716613769531,
-0.048287760466337204,
-0.021360058337450027,
-0.0377158522605896,
-0.013905328698456287,
-0.13328440487384796,
-0.0054112267680466175,
-0.04874110594391823,
-0.007740694563835859,
-0.014227497391402721,
-0.004518025554716587,
0.028713811188936234,
0.009685035794973373,
-0.03264534845948219,
0.0038102760445326567,
-0.08537547290325165,
0.02491053193807602,
0.048141684383153915,
0.03509018197655678,
-0.0055154794827103615,
-0.01749744452536106,
-0.009167990647256374,
0.03655973821878433,
-0.09831377118825912,
-0.010923951864242554,
-0.04302339255809784,
-0.040600817650556564,
0.02716640941798687,
-0.02012881264090538,
-0.038383953273296356,
0.07495516538619995,
-0.08965647965669632,
-0.03533005714416504,
0.001292576314881444,
0.0014762970386072993,
-0.03203083202242851,
-0.054534800350666046,
0.0874529555439949,
0.002727566519752145,
0.009524538181722164,
-0.03563060611486435,
-0.12073933333158493,
-0.07681754231452942,
-0.06637746095657349,
0.02698301337659359,
-0.04167279973626137,
-0.012147952802479267,
0.029689520597457886,
0.030012458562850952,
0.015886010602116585,
0.025163782760500908,
0.07510484755039215,
0.031225506216287613,
-0.05035988613963127,
0.015754254534840584,
-0.05584976077079773,
-0.006643807981163263,
-0.08353766053915024,
0.0861913338303566,
0.11187117546796799,
0.009864456951618195,
0.01795642450451851,
-0.05030378699302673,
0.0027887767646461725,
0.021391551941633224,
-0.01247553899884224,
0.06045706197619438,
0.0743255466222763,
-0.023548351600766182,
0.03404086455702782,
-0.009319666773080826,
0.07752464711666107,
0.07549070566892624,
-0.00184337398968637,
0.0521334670484066,
0.1207122802734375,
0.03790371119976044,
0.041559863835573196,
0.04132421687245369,
0.04787193238735199,
-0.05032689869403839,
-0.03255273774266243,
0.11743265390396118,
-0.024896681308746338,
0.12187667936086655,
0.0645657554268837,
-0.07855185121297836,
0.0159042589366436,
-0.04239669814705849,
0.011345732025802135,
-0.03105628676712513,
-0.019253257662057877,
-0.0875035971403122,
-0.00815826840698719,
0.008532325737178326,
0.016355255618691444,
-0.04002577066421509,
-0.07515719532966614,
0.01029534637928009,
-0.030933639034628868,
0.011959899216890335,
-0.010020064190030098,
-0.043238069862127304,
0.03246377035975456,
0.07438892126083374,
0.003840470453724265,
0.05385866016149521,
0.0637756958603859,
-0.02028440497815609,
-0.009009944275021553,
-8.502425026249494e-34,
-0.018615977838635445,
-0.013036257587373257,
0.06632475554943085,
0.01591329090297222,
0.01963200606405735,
0.01574629731476307,
0.023035654798150063,
0.0739234983921051,
-0.1559242457151413,
-0.005372870713472366,
0.03364938870072365,
0.026034245267510414,
-0.10317111015319824,
0.04005461186170578,
0.04390721395611763,
0.01615031249821186,
0.0271911583840847,
0.005071231629699469,
-0.02056596614420414,
-0.04427009075880051,
0.034737687557935715,
-0.07329289615154266,
-0.03178134560585022,
0.03283631429076195,
0.018713315948843956,
0.0792250707745552,
0.000597288366407156,
0.03464258462190628,
-0.040540192276239395,
-0.010916858911514282,
-0.07242316007614136,
-0.03961615264415741,
0.031726446002721786,
0.01791195012629032,
0.009348277933895588,
-0.047535184770822525,
-0.07168934494256973,
-0.060409482568502426,
0.05049633979797363,
-0.03383126109838486,
0.003988435957580805,
0.059414561837911606,
0.07446569949388504,
0.05171366408467293,
0.02901143580675125,
0.014403886161744595,
-0.052015021443367004,
-0.009574451483786106,
-0.06987211108207703,
-0.053453024476766586,
0.07752254605293274,
0.06213882938027382,
-0.004223250318318605,
-0.014912660233676434,
-0.01950899511575699,
0.008801650255918503,
-0.04250557720661163,
0.08286648243665695,
0.02469421550631523,
0.052295882254838943,
0.029287634417414665,
-0.04626990482211113,
-0.025191111490130424,
0.0006123012863099575,
0.032289329916238785,
0.0958874523639679,
-0.16716378927230835,
-0.020221462473273277,
0.11422191560268402,
0.020148353651165962,
-0.021581590175628662,
-0.02957005985081196,
0.014344863593578339,
-0.019509131088852882,
0.008459732867777348,
0.005189794115722179,
-0.056583236902952194,
-0.11519012600183487,
0.011697852052748203,
0.0017552691278979182,
-0.019199231639504433,
-0.018239110708236694,
-0.11980397254228592,
-0.02465156465768814,
0.004595490172505379,
-0.1059502586722374,
-0.005004803650081158,
0.01626790128648281,
0.007542709354311228,
-0.030247529968619347,
-0.06241588294506073,
0.01732754148542881,
0.04574304446578026,
-0.08921162784099579,
0.08838249742984772,
-1.9849217610412677e-33,
-0.009843352250754833,
0.02073710411787033,
-0.05169268324971199,
0.026011111214756966,
0.002242466202005744,
-0.07034273445606232,
0.0007260359707288444,
-0.027301525697112083,
-0.01644032448530197,
-0.01300783921033144,
-0.0049290768802165985,
-0.02993851713836193,
0.056533340364694595,
0.007345146033912897,
-0.0019197730580344796,
0.08352818340063095,
-0.06993663311004639,
-0.0067706941626966,
-0.04711797088384628,
0.1393141895532608,
0.031397219747304916,
0.10059861093759537,
-0.11803314834833145,
-0.01068356167525053,
0.06827691197395325,
0.025706760585308075,
-0.06329985707998276,
0.02765296958386898,
0.02478080615401268,
0.06665034592151642,
-0.003630854655057192,
-0.006803784519433975,
-0.02563762478530407,
-0.07607607543468475,
-0.006074974313378334,
-0.07312370836734772,
-0.02068864367902279,
-0.047783516347408295,
-0.04936840012669563,
-0.038265544921159744,
-0.010248254053294659,
-0.014468850567936897,
0.014926768839359283,
0.046783965080976486,
0.043783411383628845,
0.07320698350667953,
-0.0427221842110157,
0.023954644799232483,
-0.006364631466567516,
-0.07652023434638977,
-0.02734341472387314,
-0.06416879594326019,
-0.005691966041922569,
0.02505248785018921,
0.05834319442510605,
0.04337520897388458,
0.01568848453462124,
0.008401961997151375,
-0.05720815062522888,
0.032400358468294144,
-0.0656096339225769,
0.014829044230282307,
0.07804693281650543,
-0.04591679573059082,
0.03120558150112629,
-0.010037099942564964,
-0.010249782353639603,
-0.07581758499145508,
0.032939642667770386,
-0.015454842709004879,
0.027810348197817802,
0.02257881499826908,
-0.022642046213150024,
-0.009626283310353756,
0.022170988842844963,
0.04445604979991913,
-0.03168943151831627,
0.030526872724294662,
0.0002871736360248178,
-0.00021498427668120712,
-0.06254854798316956,
-0.05151151493191719,
0.07919120043516159,
0.12293865531682968,
-0.1022031158208847,
-0.06286334991455078,
0.05030474439263344,
0.04315568879246712,
0.01230077538639307,
0.07683289051055908,
-0.02760802023112774,
0.044750455766916275,
-0.001772055635228753,
0.09441521018743515,
-0.0295400433242321,
-4.428249056331879e-8,
-0.038643114268779755,
0.007882529869675636,
0.022153131663799286,
0.04256483167409897,
0.07512902468442917,
-0.04957045614719391,
0.015057911165058613,
-0.0802733525633812,
0.0052292137406766415,
0.0002573467791080475,
-0.022613145411014557,
0.02867414429783821,
-0.021249571815133095,
-0.08967231214046478,
-0.003005561651661992,
0.07358969002962112,
0.017328711226582527,
-0.049513690173625946,
-0.0325811542570591,
0.021832508966326714,
-0.01987200602889061,
0.021000023931264877,
-0.03469688072800636,
0.14632773399353027,
-0.013152310624718666,
-0.05230674520134926,
0.008128472603857517,
0.07987704873085022,
0.05904285982251167,
0.03696054220199585,
0.07646720111370087,
0.003866964252665639,
0.15473230183124542,
-0.02438822202384472,
0.061167292296886444,
0.007192765362560749,
-0.017148803919553757,
0.016973143443465233,
0.012314737774431705,
-0.06841006875038147,
0.08095281571149826,
0.06559409201145172,
-0.05102001130580902,
0.008773691952228546,
0.05226525664329529,
-0.029293594881892204,
0.028941713273525238,
-0.08203286677598953,
-0.09562714397907257,
0.011132141575217247,
-0.07895231992006302,
-0.02925754524767399,
-0.06556464731693268,
-0.000765654374845326,
-0.061411116272211075,
0.052302513271570206,
-0.044220730662345886,
-0.04223356768488884,
-0.005580914672464132,
-0.03795718029141426,
-0.03351004794239998,
0.010035869665443897,
0.09330359101295471,
-0.022891471162438393
] | null | null | null | null | null | null | null |
[
0.01516534760594368,
-0.03714676946401596,
-0.019439278170466423,
-0.013723074458539486,
0.004903601948171854,
-0.021981608122587204,
-0.027187969535589218,
0.04277336969971657,
-0.08847852796316147,
0.0046445950865745544,
0.03171936795115471,
0.02834242954850197,
0.10107439011335373,
0.017073294147849083,
0.03835459426045418,
0.06611569225788116,
0.03329743072390556,
-0.03126716613769531,
-0.048287760466337204,
-0.021360058337450027,
-0.0377158522605896,
-0.013905328698456287,
-0.13328440487384796,
-0.0054112267680466175,
-0.04874110594391823,
-0.007740694563835859,
-0.014227497391402721,
-0.004518025554716587,
0.028713811188936234,
0.009685035794973373,
-0.03264534845948219,
0.0038102760445326567,
-0.08537547290325165,
0.02491053193807602,
0.048141684383153915,
0.03509018197655678,
-0.0055154794827103615,
-0.01749744452536106,
-0.009167990647256374,
0.03655973821878433,
-0.09831377118825912,
-0.010923951864242554,
-0.04302339255809784,
-0.040600817650556564,
0.02716640941798687,
-0.02012881264090538,
-0.038383953273296356,
0.07495516538619995,
-0.08965647965669632,
-0.03533005714416504,
0.001292576314881444,
0.0014762970386072993,
-0.03203083202242851,
-0.054534800350666046,
0.0874529555439949,
0.002727566519752145,
0.009524538181722164,
-0.03563060611486435,
-0.12073933333158493,
-0.07681754231452942,
-0.06637746095657349,
0.02698301337659359,
-0.04167279973626137,
-0.012147952802479267,
0.029689520597457886,
0.030012458562850952,
0.015886010602116585,
0.025163782760500908,
0.07510484755039215,
0.031225506216287613,
-0.05035988613963127,
0.015754254534840584,
-0.05584976077079773,
-0.006643807981163263,
-0.08353766053915024,
0.0861913338303566,
0.11187117546796799,
0.009864456951618195,
0.01795642450451851,
-0.05030378699302673,
0.0027887767646461725,
0.021391551941633224,
-0.01247553899884224,
0.06045706197619438,
0.0743255466222763,
-0.023548351600766182,
0.03404086455702782,
-0.009319666773080826,
0.07752464711666107,
0.07549070566892624,
-0.00184337398968637,
0.0521334670484066,
0.1207122802734375,
0.03790371119976044,
0.041559863835573196,
0.04132421687245369,
0.04787193238735199,
-0.05032689869403839,
-0.03255273774266243,
0.11743265390396118,
-0.024896681308746338,
0.12187667936086655,
0.0645657554268837,
-0.07855185121297836,
0.0159042589366436,
-0.04239669814705849,
0.011345732025802135,
-0.03105628676712513,
-0.019253257662057877,
-0.0875035971403122,
-0.00815826840698719,
0.008532325737178326,
0.016355255618691444,
-0.04002577066421509,
-0.07515719532966614,
0.01029534637928009,
-0.030933639034628868,
0.011959899216890335,
-0.010020064190030098,
-0.043238069862127304,
0.03246377035975456,
0.07438892126083374,
0.003840470453724265,
0.05385866016149521,
0.0637756958603859,
-0.02028440497815609,
-0.009009944275021553,
-8.502425026249494e-34,
-0.018615977838635445,
-0.013036257587373257,
0.06632475554943085,
0.01591329090297222,
0.01963200606405735,
0.01574629731476307,
0.023035654798150063,
0.0739234983921051,
-0.1559242457151413,
-0.005372870713472366,
0.03364938870072365,
0.026034245267510414,
-0.10317111015319824,
0.04005461186170578,
0.04390721395611763,
0.01615031249821186,
0.0271911583840847,
0.005071231629699469,
-0.02056596614420414,
-0.04427009075880051,
0.034737687557935715,
-0.07329289615154266,
-0.03178134560585022,
0.03283631429076195,
0.018713315948843956,
0.0792250707745552,
0.000597288366407156,
0.03464258462190628,
-0.040540192276239395,
-0.010916858911514282,
-0.07242316007614136,
-0.03961615264415741,
0.031726446002721786,
0.01791195012629032,
0.009348277933895588,
-0.047535184770822525,
-0.07168934494256973,
-0.060409482568502426,
0.05049633979797363,
-0.03383126109838486,
0.003988435957580805,
0.059414561837911606,
0.07446569949388504,
0.05171366408467293,
0.02901143580675125,
0.014403886161744595,
-0.052015021443367004,
-0.009574451483786106,
-0.06987211108207703,
-0.053453024476766586,
0.07752254605293274,
0.06213882938027382,
-0.004223250318318605,
-0.014912660233676434,
-0.01950899511575699,
0.008801650255918503,
-0.04250557720661163,
0.08286648243665695,
0.02469421550631523,
0.052295882254838943,
0.029287634417414665,
-0.04626990482211113,
-0.025191111490130424,
0.0006123012863099575,
0.032289329916238785,
0.0958874523639679,
-0.16716378927230835,
-0.020221462473273277,
0.11422191560268402,
0.020148353651165962,
-0.021581590175628662,
-0.02957005985081196,
0.014344863593578339,
-0.019509131088852882,
0.008459732867777348,
0.005189794115722179,
-0.056583236902952194,
-0.11519012600183487,
0.011697852052748203,
0.0017552691278979182,
-0.019199231639504433,
-0.018239110708236694,
-0.11980397254228592,
-0.02465156465768814,
0.004595490172505379,
-0.1059502586722374,
-0.005004803650081158,
0.01626790128648281,
0.007542709354311228,
-0.030247529968619347,
-0.06241588294506073,
0.01732754148542881,
0.04574304446578026,
-0.08921162784099579,
0.08838249742984772,
-1.9849217610412677e-33,
-0.009843352250754833,
0.02073710411787033,
-0.05169268324971199,
0.026011111214756966,
0.002242466202005744,
-0.07034273445606232,
0.0007260359707288444,
-0.027301525697112083,
-0.01644032448530197,
-0.01300783921033144,
-0.0049290768802165985,
-0.02993851713836193,
0.056533340364694595,
0.007345146033912897,
-0.0019197730580344796,
0.08352818340063095,
-0.06993663311004639,
-0.0067706941626966,
-0.04711797088384628,
0.1393141895532608,
0.031397219747304916,
0.10059861093759537,
-0.11803314834833145,
-0.01068356167525053,
0.06827691197395325,
0.025706760585308075,
-0.06329985707998276,
0.02765296958386898,
0.02478080615401268,
0.06665034592151642,
-0.003630854655057192,
-0.006803784519433975,
-0.02563762478530407,
-0.07607607543468475,
-0.006074974313378334,
-0.07312370836734772,
-0.02068864367902279,
-0.047783516347408295,
-0.04936840012669563,
-0.038265544921159744,
-0.010248254053294659,
-0.014468850567936897,
0.014926768839359283,
0.046783965080976486,
0.043783411383628845,
0.07320698350667953,
-0.0427221842110157,
0.023954644799232483,
-0.006364631466567516,
-0.07652023434638977,
-0.02734341472387314,
-0.06416879594326019,
-0.005691966041922569,
0.02505248785018921,
0.05834319442510605,
0.04337520897388458,
0.01568848453462124,
0.008401961997151375,
-0.05720815062522888,
0.032400358468294144,
-0.0656096339225769,
0.014829044230282307,
0.07804693281650543,
-0.04591679573059082,
0.03120558150112629,
-0.010037099942564964,
-0.010249782353639603,
-0.07581758499145508,
0.032939642667770386,
-0.015454842709004879,
0.027810348197817802,
0.02257881499826908,
-0.022642046213150024,
-0.009626283310353756,
0.022170988842844963,
0.04445604979991913,
-0.03168943151831627,
0.030526872724294662,
0.0002871736360248178,
-0.00021498427668120712,
-0.06254854798316956,
-0.05151151493191719,
0.07919120043516159,
0.12293865531682968,
-0.1022031158208847,
-0.06286334991455078,
0.05030474439263344,
0.04315568879246712,
0.01230077538639307,
0.07683289051055908,
-0.02760802023112774,
0.044750455766916275,
-0.001772055635228753,
0.09441521018743515,
-0.0295400433242321,
-4.428249056331879e-8,
-0.038643114268779755,
0.007882529869675636,
0.022153131663799286,
0.04256483167409897,
0.07512902468442917,
-0.04957045614719391,
0.015057911165058613,
-0.0802733525633812,
0.0052292137406766415,
0.0002573467791080475,
-0.022613145411014557,
0.02867414429783821,
-0.021249571815133095,
-0.08967231214046478,
-0.003005561651661992,
0.07358969002962112,
0.017328711226582527,
-0.049513690173625946,
-0.0325811542570591,
0.021832508966326714,
-0.01987200602889061,
0.021000023931264877,
-0.03469688072800636,
0.14632773399353027,
-0.013152310624718666,
-0.05230674520134926,
0.008128472603857517,
0.07987704873085022,
0.05904285982251167,
0.03696054220199585,
0.07646720111370087,
0.003866964252665639,
0.15473230183124542,
-0.02438822202384472,
0.061167292296886444,
0.007192765362560749,
-0.017148803919553757,
0.016973143443465233,
0.012314737774431705,
-0.06841006875038147,
0.08095281571149826,
0.06559409201145172,
-0.05102001130580902,
0.008773691952228546,
0.05226525664329529,
-0.029293594881892204,
0.028941713273525238,
-0.08203286677598953,
-0.09562714397907257,
0.011132141575217247,
-0.07895231992006302,
-0.02925754524767399,
-0.06556464731693268,
-0.000765654374845326,
-0.061411116272211075,
0.052302513271570206,
-0.044220730662345886,
-0.04223356768488884,
-0.005580914672464132,
-0.03795718029141426,
-0.03351004794239998,
0.010035869665443897,
0.09330359101295471,
-0.022891471162438393
] |
1402.5438
|
Xiaoxiao Xue
|
Xiaoxiao Xue, Yi Xuan, Pei-Hsun Wang, Jian Wang, Dan E. Leaird,
Minghao Qi, and Andrew M. Weiner
|
Tunable Frequency Comb Generation from a Microring with a Thermal Heater
|
submitted to CLEO2014
| null | null | null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We demonstrate a novel comb tuning method for microresonator-based Kerr comb
generators. Continuously tunable, low-noise, and coherent comb generation is
achieved in a CMOS-compatible silicon nitride microring resonator.
|
[
{
"created": "Fri, 21 Feb 2014 22:19:08 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Xue",
"Xiaoxiao",
""
],
[
"Xuan",
"Yi",
""
],
[
"Wang",
"Pei-Hsun",
""
],
[
"Wang",
"Jian",
""
],
[
"Leaird",
"Dan E.",
""
],
[
"Qi",
"Minghao",
""
],
[
"Weiner",
"Andrew M.",
""
]
] |
[
0.01050639245659113,
0.04488484561443329,
0.009160066954791546,
0.034686457365751266,
-0.1511940062046051,
-0.06244143098592758,
0.0698690190911293,
-0.114493727684021,
0.008535943925380707,
-0.01955677755177021,
0.023817403241991997,
0.026316089555621147,
-0.0659017488360405,
0.004612927790731192,
-0.055918093770742416,
0.0782625749707222,
-0.003868807340040803,
0.07811731100082397,
0.022386780008673668,
-0.00015443461597897112,
0.07742884755134583,
-0.007005912251770496,
0.024678759276866913,
-0.05394184589385986,
0.0004196389636490494,
-0.06831556558609009,
0.015918267890810966,
-0.037771668285131454,
0.014775389805436134,
0.027493217960000038,
0.021642159670591354,
0.04963844269514084,
-0.02936612442135811,
-0.07125918567180634,
-0.0038407468236982822,
0.014222879894077778,
0.05397377535700798,
0.06461350619792938,
0.001681346446275711,
0.0033955080434679985,
-0.027820581570267677,
0.0016730731585994363,
0.11784285306930542,
0.050642721354961395,
-0.051321253180503845,
0.035453278571367264,
-0.031620003283023834,
-0.010523317381739616,
-0.04347475245594978,
0.0022957578767091036,
0.009777824394404888,
0.0018304531695321202,
-0.01854822225868702,
-0.06736783683300018,
0.05603799968957901,
0.054430004209280014,
-0.0005459238891489804,
-0.02842559851706028,
0.028657369315624237,
-0.053757525980472565,
0.055837325751781464,
-0.06537129729986191,
-0.03336290270090103,
0.008761037141084671,
-0.08713960647583008,
-0.0021179604809731245,
0.09959516674280167,
0.02076527290046215,
0.012556813657283783,
-0.037235066294670105,
-0.00560307502746582,
-0.07024446129798889,
0.001901700277812779,
0.07865891605615616,
0.05057559907436371,
0.07835378497838974,
0.06687445193529129,
0.027503568679094315,
0.05213089659810066,
0.09898882359266281,
0.011989044025540352,
-0.04248126968741417,
0.026805274188518524,
-0.04191334918141365,
0.05050693079829216,
0.026166139170527458,
0.021849025040864944,
-0.05211451277136803,
-0.004316048696637154,
-0.03157401084899902,
-0.043485093861818314,
0.04129211604595184,
-0.0003324265999253839,
-0.10581004619598389,
0.09116222709417343,
-0.029754018411040306,
-0.07400372624397278,
-0.016976166516542435,
0.006604352500289679,
-0.008431673981249332,
0.03253741189837456,
-0.007959550246596336,
-0.00848626159131527,
0.03558690845966339,
-0.05622520670294762,
-0.000764784577768296,
-0.024007467553019524,
0.04737353324890137,
-0.019056623801589012,
0.05091625079512596,
0.003404727904126048,
0.08073509484529495,
0.06295502185821533,
-0.04415653273463249,
0.057572927325963974,
0.03631773963570595,
-0.051819704473018646,
0.05004175007343292,
0.0794486477971077,
0.0860297754406929,
-0.08808982372283936,
0.0489451140165329,
-0.1706644892692566,
-0.06498964875936508,
-0.04104897007346153,
0.11229896545410156,
0.0043827807530760765,
-1.313919922726647e-33,
0.06228862702846527,
0.09779661148786545,
0.01963018625974655,
-0.023203548043966293,
-0.032386358827352524,
0.02682124637067318,
0.045138780027627945,
-0.10651067644357681,
-0.050489481538534164,
-0.016250910237431526,
-0.011605937965214252,
-0.04112404212355614,
-0.06431026011705399,
-0.009415453299880028,
0.029201073572039604,
-0.022009169682860374,
0.029290571808815002,
-0.029593242332339287,
-0.004912023898214102,
-0.0015894223470240831,
-0.024387631565332413,
-0.021677862852811813,
0.02363300509750843,
-0.02394607849419117,
0.01387000735849142,
-0.04089837521314621,
-0.0036343103274703026,
0.01619686372578144,
0.025901515036821365,
-0.05458014830946922,
-0.015704041346907616,
0.048755936324596405,
0.06161445006728172,
-0.058140452951192856,
0.03689417243003845,
0.01272953487932682,
0.0025005016941577196,
0.09610897302627563,
0.006564173381775618,
0.06054291874170303,
-0.012829317711293697,
-0.003744459245353937,
0.05238034203648567,
0.038613125681877136,
0.0009642204386182129,
-0.037894196808338165,
-0.09980267286300659,
-0.0018562260083854198,
-0.005786911118775606,
-0.003488271962851286,
0.02653677389025688,
-0.012461615726351738,
-0.029932808130979538,
0.06590111553668976,
0.08845784515142441,
-0.04849956929683685,
0.0660695731639862,
-0.04706301912665367,
-0.03270367160439491,
0.014101034961640835,
0.030578548088669777,
-0.04684098809957504,
0.035286806523799896,
0.005099391099065542,
0.06257408112287521,
0.04440004378557205,
0.07589105516672134,
0.006912355776876211,
-0.05339191108942032,
0.010591265745460987,
0.00793557707220316,
0.016394706442952156,
-0.005968784913420677,
-0.0927879586815834,
-0.03738889843225479,
-0.04002636671066284,
-0.006555912084877491,
-0.01978520303964615,
0.027501961216330528,
0.033891454339027405,
0.13265641033649445,
0.01584194228053093,
-0.05438481643795967,
-0.034624479711055756,
0.00805495586246252,
-0.008797056041657925,
-0.04206078499555588,
-0.02701001800596714,
0.01277926005423069,
-0.08662290126085281,
-0.0009643601952120662,
-0.04625222086906433,
0.05143936350941658,
-0.02999628707766533,
-0.07853392511606216,
-3.803745435627377e-34,
0.04990777373313904,
-0.07774392515420914,
0.08747192472219467,
0.07218951731920242,
0.0181861724704504,
0.09973321855068207,
0.05488530173897743,
-0.03978810831904411,
-0.06892652809619904,
-0.086079902946949,
-0.027636347338557243,
-0.03436441719532013,
0.08552812784910202,
0.013801179826259613,
-0.0408259853720665,
-0.04342241957783699,
0.04915611818432808,
-0.06536886096000671,
0.09340323507785797,
0.05555203557014465,
0.0880756825208664,
0.026155471801757812,
-0.010556885041296482,
0.027716664597392082,
-0.016271410509943962,
-0.08180268108844757,
0.002047213027253747,
-0.0171031691133976,
0.024122759699821472,
-0.005353938788175583,
0.12807410955429077,
-0.042748089879751205,
0.08597414940595627,
0.002134222537279129,
0.007115123327821493,
0.0443592444062233,
0.11493267863988876,
0.04169489070773125,
0.017166487872600555,
0.014899427071213722,
0.0005475354846566916,
0.020414283499121666,
0.026594839990139008,
0.06293369084596634,
-0.04054905101656914,
0.027968863025307655,
-0.039454612880945206,
-0.06095379590988159,
-0.07586553692817688,
-0.053904127329587936,
-0.054661087691783905,
0.0076710558496415615,
-0.02755928225815296,
0.03329865261912346,
-0.08528584241867065,
0.018671328201889992,
-0.07336148619651794,
0.04365217313170433,
-0.01645907200872898,
0.06399692595005035,
-0.03606678545475006,
0.003769352799281478,
0.013476850464940071,
-0.10316862165927887,
-0.0364471860229969,
0.05239395797252655,
-0.004754101391881704,
-0.012097933329641819,
0.03532423824071884,
-0.034567154943943024,
-0.11685840785503387,
0.011577297933399677,
0.042549505829811096,
-0.05850176885724068,
-0.003162552835419774,
-0.019236618652939796,
-0.005700259935110807,
-0.05420205742120743,
0.08987749367952347,
0.0777016282081604,
0.04342100769281387,
0.03459550440311432,
-0.02250538021326065,
0.039305854588747025,
0.00503946840763092,
-0.06640215963125229,
0.04452766850590706,
-0.006276535335928202,
-0.014750877395272255,
0.018083756789565086,
-0.058829378336668015,
-0.026668455451726913,
0.009620738215744495,
-0.03457343205809593,
-0.017820069566369057,
-2.5423274152558406e-8,
0.09702899307012558,
0.010333494283258915,
-0.02757875807583332,
0.04621735215187073,
-0.0025599056389182806,
0.012328013777732849,
-0.005026961211115122,
-0.07471320778131485,
-0.0317663811147213,
0.01898757554590702,
0.033219754695892334,
-0.023503271862864494,
-0.07848407328128815,
-0.009519402869045734,
0.11022303253412247,
-0.06287164986133575,
0.050488684326410294,
0.040289055556058884,
0.038496702909469604,
-0.045460231602191925,
0.0021240117494016886,
0.08199012279510498,
0.014288266189396381,
-0.03852752968668938,
-0.011389987543225288,
-0.0612703301012516,
-0.06642855703830719,
-0.012417532503604889,
-0.02548358589410782,
0.006026007700711489,
-0.04570922628045082,
-0.024767166003584862,
-0.006003763992339373,
-0.030317548662424088,
-0.10687210410833359,
-0.06422091275453568,
-0.09390375763177872,
0.02930302731692791,
0.09776023030281067,
-0.13101889193058014,
0.048322442919015884,
0.044007617980241776,
-0.07798086851835251,
0.0349564254283905,
-0.13903138041496277,
-0.02744787000119686,
0.06671446561813354,
-0.05778039991855621,
-0.08666829764842987,
0.09434738010168076,
0.003584387945011258,
-0.002305353758856654,
0.03485773876309395,
-0.026157792657613754,
-0.054445914924144745,
0.01854535937309265,
0.005657218862324953,
0.02665666490793228,
-0.024652637541294098,
0.05066671594977379,
-0.03499671816825867,
-0.04956261068582535,
-0.027822546660900116,
0.014996659941971302
] | null | null | null | null | null | null | null |
[
0.01050639245659113,
0.04488484561443329,
0.009160066954791546,
0.034686457365751266,
-0.1511940062046051,
-0.06244143098592758,
0.0698690190911293,
-0.114493727684021,
0.008535943925380707,
-0.01955677755177021,
0.023817403241991997,
0.026316089555621147,
-0.0659017488360405,
0.004612927790731192,
-0.055918093770742416,
0.0782625749707222,
-0.003868807340040803,
0.07811731100082397,
0.022386780008673668,
-0.00015443461597897112,
0.07742884755134583,
-0.007005912251770496,
0.024678759276866913,
-0.05394184589385986,
0.0004196389636490494,
-0.06831556558609009,
0.015918267890810966,
-0.037771668285131454,
0.014775389805436134,
0.027493217960000038,
0.021642159670591354,
0.04963844269514084,
-0.02936612442135811,
-0.07125918567180634,
-0.0038407468236982822,
0.014222879894077778,
0.05397377535700798,
0.06461350619792938,
0.001681346446275711,
0.0033955080434679985,
-0.027820581570267677,
0.0016730731585994363,
0.11784285306930542,
0.050642721354961395,
-0.051321253180503845,
0.035453278571367264,
-0.031620003283023834,
-0.010523317381739616,
-0.04347475245594978,
0.0022957578767091036,
0.009777824394404888,
0.0018304531695321202,
-0.01854822225868702,
-0.06736783683300018,
0.05603799968957901,
0.054430004209280014,
-0.0005459238891489804,
-0.02842559851706028,
0.028657369315624237,
-0.053757525980472565,
0.055837325751781464,
-0.06537129729986191,
-0.03336290270090103,
0.008761037141084671,
-0.08713960647583008,
-0.0021179604809731245,
0.09959516674280167,
0.02076527290046215,
0.012556813657283783,
-0.037235066294670105,
-0.00560307502746582,
-0.07024446129798889,
0.001901700277812779,
0.07865891605615616,
0.05057559907436371,
0.07835378497838974,
0.06687445193529129,
0.027503568679094315,
0.05213089659810066,
0.09898882359266281,
0.011989044025540352,
-0.04248126968741417,
0.026805274188518524,
-0.04191334918141365,
0.05050693079829216,
0.026166139170527458,
0.021849025040864944,
-0.05211451277136803,
-0.004316048696637154,
-0.03157401084899902,
-0.043485093861818314,
0.04129211604595184,
-0.0003324265999253839,
-0.10581004619598389,
0.09116222709417343,
-0.029754018411040306,
-0.07400372624397278,
-0.016976166516542435,
0.006604352500289679,
-0.008431673981249332,
0.03253741189837456,
-0.007959550246596336,
-0.00848626159131527,
0.03558690845966339,
-0.05622520670294762,
-0.000764784577768296,
-0.024007467553019524,
0.04737353324890137,
-0.019056623801589012,
0.05091625079512596,
0.003404727904126048,
0.08073509484529495,
0.06295502185821533,
-0.04415653273463249,
0.057572927325963974,
0.03631773963570595,
-0.051819704473018646,
0.05004175007343292,
0.0794486477971077,
0.0860297754406929,
-0.08808982372283936,
0.0489451140165329,
-0.1706644892692566,
-0.06498964875936508,
-0.04104897007346153,
0.11229896545410156,
0.0043827807530760765,
-1.313919922726647e-33,
0.06228862702846527,
0.09779661148786545,
0.01963018625974655,
-0.023203548043966293,
-0.032386358827352524,
0.02682124637067318,
0.045138780027627945,
-0.10651067644357681,
-0.050489481538534164,
-0.016250910237431526,
-0.011605937965214252,
-0.04112404212355614,
-0.06431026011705399,
-0.009415453299880028,
0.029201073572039604,
-0.022009169682860374,
0.029290571808815002,
-0.029593242332339287,
-0.004912023898214102,
-0.0015894223470240831,
-0.024387631565332413,
-0.021677862852811813,
0.02363300509750843,
-0.02394607849419117,
0.01387000735849142,
-0.04089837521314621,
-0.0036343103274703026,
0.01619686372578144,
0.025901515036821365,
-0.05458014830946922,
-0.015704041346907616,
0.048755936324596405,
0.06161445006728172,
-0.058140452951192856,
0.03689417243003845,
0.01272953487932682,
0.0025005016941577196,
0.09610897302627563,
0.006564173381775618,
0.06054291874170303,
-0.012829317711293697,
-0.003744459245353937,
0.05238034203648567,
0.038613125681877136,
0.0009642204386182129,
-0.037894196808338165,
-0.09980267286300659,
-0.0018562260083854198,
-0.005786911118775606,
-0.003488271962851286,
0.02653677389025688,
-0.012461615726351738,
-0.029932808130979538,
0.06590111553668976,
0.08845784515142441,
-0.04849956929683685,
0.0660695731639862,
-0.04706301912665367,
-0.03270367160439491,
0.014101034961640835,
0.030578548088669777,
-0.04684098809957504,
0.035286806523799896,
0.005099391099065542,
0.06257408112287521,
0.04440004378557205,
0.07589105516672134,
0.006912355776876211,
-0.05339191108942032,
0.010591265745460987,
0.00793557707220316,
0.016394706442952156,
-0.005968784913420677,
-0.0927879586815834,
-0.03738889843225479,
-0.04002636671066284,
-0.006555912084877491,
-0.01978520303964615,
0.027501961216330528,
0.033891454339027405,
0.13265641033649445,
0.01584194228053093,
-0.05438481643795967,
-0.034624479711055756,
0.00805495586246252,
-0.008797056041657925,
-0.04206078499555588,
-0.02701001800596714,
0.01277926005423069,
-0.08662290126085281,
-0.0009643601952120662,
-0.04625222086906433,
0.05143936350941658,
-0.02999628707766533,
-0.07853392511606216,
-3.803745435627377e-34,
0.04990777373313904,
-0.07774392515420914,
0.08747192472219467,
0.07218951731920242,
0.0181861724704504,
0.09973321855068207,
0.05488530173897743,
-0.03978810831904411,
-0.06892652809619904,
-0.086079902946949,
-0.027636347338557243,
-0.03436441719532013,
0.08552812784910202,
0.013801179826259613,
-0.0408259853720665,
-0.04342241957783699,
0.04915611818432808,
-0.06536886096000671,
0.09340323507785797,
0.05555203557014465,
0.0880756825208664,
0.026155471801757812,
-0.010556885041296482,
0.027716664597392082,
-0.016271410509943962,
-0.08180268108844757,
0.002047213027253747,
-0.0171031691133976,
0.024122759699821472,
-0.005353938788175583,
0.12807410955429077,
-0.042748089879751205,
0.08597414940595627,
0.002134222537279129,
0.007115123327821493,
0.0443592444062233,
0.11493267863988876,
0.04169489070773125,
0.017166487872600555,
0.014899427071213722,
0.0005475354846566916,
0.020414283499121666,
0.026594839990139008,
0.06293369084596634,
-0.04054905101656914,
0.027968863025307655,
-0.039454612880945206,
-0.06095379590988159,
-0.07586553692817688,
-0.053904127329587936,
-0.054661087691783905,
0.0076710558496415615,
-0.02755928225815296,
0.03329865261912346,
-0.08528584241867065,
0.018671328201889992,
-0.07336148619651794,
0.04365217313170433,
-0.01645907200872898,
0.06399692595005035,
-0.03606678545475006,
0.003769352799281478,
0.013476850464940071,
-0.10316862165927887,
-0.0364471860229969,
0.05239395797252655,
-0.004754101391881704,
-0.012097933329641819,
0.03532423824071884,
-0.034567154943943024,
-0.11685840785503387,
0.011577297933399677,
0.042549505829811096,
-0.05850176885724068,
-0.003162552835419774,
-0.019236618652939796,
-0.005700259935110807,
-0.05420205742120743,
0.08987749367952347,
0.0777016282081604,
0.04342100769281387,
0.03459550440311432,
-0.02250538021326065,
0.039305854588747025,
0.00503946840763092,
-0.06640215963125229,
0.04452766850590706,
-0.006276535335928202,
-0.014750877395272255,
0.018083756789565086,
-0.058829378336668015,
-0.026668455451726913,
0.009620738215744495,
-0.03457343205809593,
-0.017820069566369057,
-2.5423274152558406e-8,
0.09702899307012558,
0.010333494283258915,
-0.02757875807583332,
0.04621735215187073,
-0.0025599056389182806,
0.012328013777732849,
-0.005026961211115122,
-0.07471320778131485,
-0.0317663811147213,
0.01898757554590702,
0.033219754695892334,
-0.023503271862864494,
-0.07848407328128815,
-0.009519402869045734,
0.11022303253412247,
-0.06287164986133575,
0.050488684326410294,
0.040289055556058884,
0.038496702909469604,
-0.045460231602191925,
0.0021240117494016886,
0.08199012279510498,
0.014288266189396381,
-0.03852752968668938,
-0.011389987543225288,
-0.0612703301012516,
-0.06642855703830719,
-0.012417532503604889,
-0.02548358589410782,
0.006026007700711489,
-0.04570922628045082,
-0.024767166003584862,
-0.006003763992339373,
-0.030317548662424088,
-0.10687210410833359,
-0.06422091275453568,
-0.09390375763177872,
0.02930302731692791,
0.09776023030281067,
-0.13101889193058014,
0.048322442919015884,
0.044007617980241776,
-0.07798086851835251,
0.0349564254283905,
-0.13903138041496277,
-0.02744787000119686,
0.06671446561813354,
-0.05778039991855621,
-0.08666829764842987,
0.09434738010168076,
0.003584387945011258,
-0.002305353758856654,
0.03485773876309395,
-0.026157792657613754,
-0.054445914924144745,
0.01854535937309265,
0.005657218862324953,
0.02665666490793228,
-0.024652637541294098,
0.05066671594977379,
-0.03499671816825867,
-0.04956261068582535,
-0.027822546660900116,
0.014996659941971302
] |
1402.5439
|
Agnese Callegari
|
Agnese Callegari and Mite Mijalkov and A. Burak G\"ok\"oz and Giovanni
Volpe
|
Computational toolbox for optical tweezers in geometrical optics
|
9 pages, 8 figures
| null |
10.1364/JOSAB.32.000B11
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Optical tweezers have found widespread application in many fields, from
physics to biology. Here, we explain in detail how optical forces and torques
can be described within the geometrical optics approximation and we show that
this approximation provides reliable results in agreement with experiments for
particles whose characteristic dimensions are larger than the wavelength of the
trapping light. Furthermore, we provide an object-oriented software package
implemented in MatLab for the calculation of optical forces and torques in the
geometrical optics regime: \texttt{OTGO - Optical Tweezers in Geometrical
Optics}. We provide all source codes for \texttt{OTGO} as well as the
documentation and code examples -- e.g., standard optical tweezers, optical
tweezers with elongated particle, windmill effect, Kramers transitions between
two optical traps -- necessary to enable users to effectively employ it in
their research and teaching.
|
[
{
"created": "Fri, 21 Feb 2014 22:29:13 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Callegari",
"Agnese",
""
],
[
"Mijalkov",
"Mite",
""
],
[
"Gököz",
"A. Burak",
""
],
[
"Volpe",
"Giovanni",
""
]
] |
[
-0.06710879504680634,
-0.03499790281057358,
0.028263702988624573,
-0.008819681592285633,
-0.06918330490589142,
-0.06969285756349564,
0.00630695465952158,
0.04655158519744873,
0.06902177631855011,
0.06310015171766281,
0.04796681925654411,
0.0259308610111475,
-0.03950127959251404,
-0.0022243184503167868,
0.03277793154120445,
0.07021069526672363,
-0.050801437348127365,
0.022907627746462822,
0.033726852387189865,
0.01594325713813305,
0.04635951668024063,
-0.031374961137771606,
0.01067905593663454,
0.033915892243385315,
0.012547625228762627,
-0.0013740666909143329,
-0.017109084874391556,
0.007933506742119789,
-0.019691787660121918,
0.019429506734013557,
-0.02050543576478958,
0.0027140239253640175,
-0.1768827885389328,
-0.014813153073191643,
-0.01841874048113823,
-0.04102909937500954,
0.02997663803398609,
0.003988047130405903,
-0.07592941075563431,
0.02807494066655636,
-0.012444832362234592,
0.05064311623573303,
0.019173098728060722,
-0.022144855931401253,
0.04443402215838432,
0.037280067801475525,
0.07383103668689728,
-0.004569022450596094,
-0.05493130907416344,
-0.05843917652964592,
-0.06726391613483429,
-0.056647706776857376,
-0.007969648577272892,
-0.008575361222028732,
0.06532547622919083,
0.037782132625579834,
0.047408293932676315,
-0.06374780088663101,
0.0018655528547242284,
-0.017810266464948654,
0.0836329385638237,
-0.021172799170017242,
-0.08153987675905228,
0.042624592781066895,
0.043286751955747604,
-0.03847966343164444,
-0.00471175042912364,
-0.03198014199733734,
0.011477754451334476,
0.007262490689754486,
-0.11533532291650772,
0.01621130108833313,
-0.032199759036302567,
0.13140936195850372,
0.01050159428268671,
0.0011970683699473739,
0.029546285048127174,
0.06211771070957184,
0.00959846843034029,
0.02258370816707611,
0.008705450221896172,
-0.04346244037151337,
-0.005736783146858215,
0.032216861844062805,
-0.061090897768735886,
0.05503219738602638,
0.07079870253801346,
0.11117387562990189,
0.01414442528039217,
0.020514627918601036,
0.006271760910749435,
-0.046727780252695084,
0.003385135205462575,
-0.07576316595077515,
0.04619777575135231,
-0.11458777636289597,
-0.010607743635773659,
-0.0721907690167427,
-0.07547537237405777,
-0.012847519479691982,
-0.0016871816478669643,
-0.07685180753469467,
0.04237193614244461,
0.0060604712925851345,
-0.0823313370347023,
0.024952925741672516,
0.03080151230096817,
0.017385585233569145,
0.08012153953313828,
0.05655533820390701,
0.024011315777897835,
0.044286005198955536,
-0.039498746395111084,
-0.03412839025259018,
-0.007670131511986256,
0.016546405851840973,
-0.02870970219373703,
0.004436751361936331,
0.06280689686536789,
0.01683077961206436,
0.03216538578271866,
-0.013714944943785667,
-0.05467825010418892,
0.02295258641242981,
0.03911339491605759,
0.0658256933093071,
-0.06455032527446747,
-2.100934053588804e-33,
0.09832999110221863,
0.0783342495560646,
-0.010404754430055618,
-0.0065672690980136395,
-0.05891161412000656,
-0.0069669620133936405,
0.1052139401435852,
0.054270822554826736,
-0.056098438799381256,
0.052807457745075226,
-0.051272571086883545,
0.03105810284614563,
-0.02742045186460018,
0.018248049542307854,
0.011060167104005814,
-0.03187412768602371,
0.016089877113699913,
0.09739718586206436,
-0.019239895045757294,
0.0489819161593914,
-0.02237659879028797,
0.023002048954367638,
-0.027956394478678703,
0.02417166344821453,
-0.04849529638886452,
0.131894052028656,
-0.07003302872180939,
0.04107290133833885,
0.03024105541408062,
0.00671050138771534,
0.05708131939172745,
0.06986245512962341,
-0.0046798777766525745,
0.03187258541584015,
0.08491026610136032,
-0.05346532538533211,
-0.027416594326496124,
-0.056278295814991,
0.04491677135229111,
-0.06010810285806656,
0.0017066719010472298,
0.0352533683180809,
0.012236819602549076,
-0.0704861581325531,
0.019279152154922485,
0.008070221170783043,
-0.020722728222608566,
0.03823501244187355,
-0.007842987775802612,
0.021472962573170662,
0.04621279612183571,
-0.007633799687027931,
0.03084172122180462,
0.017910990864038467,
0.08821681141853333,
0.034076496958732605,
-0.021322637796401978,
0.017904311418533325,
-0.028277164325118065,
-0.04057849571108818,
-0.014453988522291183,
-0.006961186416447163,
0.0735199823975563,
-0.053414564579725266,
0.02130270190536976,
0.023140013217926025,
-0.04319613799452782,
0.04123472049832344,
-0.013188374228775501,
0.07599880546331406,
-0.0692337229847908,
0.0067535401321947575,
-0.08259112387895584,
-0.008952942676842213,
0.05197002366185188,
0.04211324080824852,
0.05447772145271301,
-0.06352844834327698,
0.01293712668120861,
0.08289807289838791,
-0.021143639460206032,
-0.0670890137553215,
0.03207947313785553,
-0.08012993633747101,
-0.10044744610786438,
0.010829972103238106,
0.037919092923402786,
-0.07353562861680984,
-0.07571803778409958,
-0.03610081970691681,
0.01138036698102951,
-0.05596276372671127,
-0.050846122205257416,
0.04255102574825287,
-0.06197743862867355,
-1.3319285880167406e-33,
-0.019961636513471603,
-0.04749896004796028,
-0.0623679980635643,
0.01726386323571205,
0.019105924293398857,
0.05696840584278107,
-0.00663145212456584,
-0.02211015485227108,
0.010409162379801273,
-0.0755731537938118,
0.06705869734287262,
-0.028952883556485176,
-0.15440639853477478,
0.013132785446941853,
0.04636886715888977,
-0.02357213757932186,
-0.028664955869317055,
-0.07115836441516876,
-0.051519397646188736,
-0.008229687809944153,
0.008138196542859077,
0.07422885298728943,
0.05154795944690704,
-0.010932003147900105,
0.048202816396951675,
0.005091668106615543,
0.1047036275267601,
-0.04761914536356926,
-0.1092456504702568,
-0.00609594164416194,
-0.020745916292071342,
-0.1105278879404068,
0.03673112392425537,
0.06281927973031998,
-0.07747460156679153,
-0.0057831755839288235,
0.0336361825466156,
-0.010554957203567028,
0.09635481983423233,
-0.08178222179412842,
0.03897746652364731,
-0.023777132853865623,
0.0681660920381546,
-0.014125649817287922,
-0.05401358753442764,
0.010101920925080776,
-0.04423816129565239,
-0.002287110546603799,
-0.050700534135103226,
-0.0030356973875313997,
-0.07071027159690857,
0.02551363594830036,
0.049026813358068466,
-0.04046168178319931,
-0.05183861777186394,
-0.053069502115249634,
0.04313230141997337,
-0.044100094586610794,
0.05945543199777603,
0.06519214808940887,
-0.12040189653635025,
-0.0559471920132637,
0.04867388308048248,
0.04749680310487747,
-0.05251557007431984,
0.05435802415013313,
-0.014175955206155777,
-0.029215095564723015,
-0.0026643523015081882,
-0.04403271898627281,
0.057084035128355026,
0.0480363704264164,
0.042518097907304764,
-0.0010420173639431596,
0.013730257749557495,
-0.001975874649360776,
0.07283168286085129,
-0.0756467804312706,
-0.07156766206026077,
-0.02479696087539196,
0.02811601385474205,
0.055962711572647095,
0.043134987354278564,
0.03912048041820526,
-0.028942132368683815,
-0.016505686566233635,
-0.014745980501174927,
-0.00259340088814497,
-0.03896883502602577,
0.04289378598332405,
-0.0021327645517885685,
0.041592590510845184,
0.12929008901119232,
-0.034811247140169144,
0.08274386078119278,
-4.349044147033965e-8,
0.06828693300485611,
0.017731495201587677,
0.0705932229757309,
0.0011566632892936468,
-0.009435628540813923,
0.13906316459178925,
-0.045689329504966736,
0.06242116913199425,
-0.04657105356454849,
-0.01996782049536705,
0.03881539776921272,
0.020048730075359344,
0.028839386999607086,
0.07047095149755478,
0.019968155771493912,
-0.01874605007469654,
-0.059268802404403687,
-0.11311119049787521,
-0.04236805811524391,
-0.04467412829399109,
-0.06849098205566406,
-0.012203933671116829,
0.0915367603302002,
-0.014305654913187027,
-0.023174982517957687,
0.026409417390823364,
-0.0788445770740509,
0.018193155527114868,
0.06018437072634697,
0.006848306395113468,
0.03689422830939293,
0.017324214801192284,
-0.013005000539124012,
-0.0005846492713317275,
-0.0876871794462204,
0.040113452821969986,
-0.1233673021197319,
0.04639328643679619,
0.009066377766430378,
0.06196560338139534,
-0.04557162895798683,
0.06596140563488007,
-0.035008225589990616,
-0.0006818905822001398,
-0.004562725313007832,
0.09194774925708771,
-0.04700104892253876,
-0.038760021328926086,
-0.09220317751169205,
0.07325251400470734,
-0.0347045473754406,
0.08024735003709793,
-0.09868171811103821,
-0.005065653473138809,
-0.07230095565319061,
0.005653106141835451,
-0.02323724888265133,
-0.06131817027926445,
-0.06393138319253922,
-0.03965659439563751,
0.03295263648033142,
-0.025878192856907845,
-0.0030117372516542673,
0.01552764791995287
] | null | null | null | null | null | null | null |
[
-0.06710879504680634,
-0.03499790281057358,
0.028263702988624573,
-0.008819681592285633,
-0.06918330490589142,
-0.06969285756349564,
0.00630695465952158,
0.04655158519744873,
0.06902177631855011,
0.06310015171766281,
0.04796681925654411,
0.0259308610111475,
-0.03950127959251404,
-0.0022243184503167868,
0.03277793154120445,
0.07021069526672363,
-0.050801437348127365,
0.022907627746462822,
0.033726852387189865,
0.01594325713813305,
0.04635951668024063,
-0.031374961137771606,
0.01067905593663454,
0.033915892243385315,
0.012547625228762627,
-0.0013740666909143329,
-0.017109084874391556,
0.007933506742119789,
-0.019691787660121918,
0.019429506734013557,
-0.02050543576478958,
0.0027140239253640175,
-0.1768827885389328,
-0.014813153073191643,
-0.01841874048113823,
-0.04102909937500954,
0.02997663803398609,
0.003988047130405903,
-0.07592941075563431,
0.02807494066655636,
-0.012444832362234592,
0.05064311623573303,
0.019173098728060722,
-0.022144855931401253,
0.04443402215838432,
0.037280067801475525,
0.07383103668689728,
-0.004569022450596094,
-0.05493130907416344,
-0.05843917652964592,
-0.06726391613483429,
-0.056647706776857376,
-0.007969648577272892,
-0.008575361222028732,
0.06532547622919083,
0.037782132625579834,
0.047408293932676315,
-0.06374780088663101,
0.0018655528547242284,
-0.017810266464948654,
0.0836329385638237,
-0.021172799170017242,
-0.08153987675905228,
0.042624592781066895,
0.043286751955747604,
-0.03847966343164444,
-0.00471175042912364,
-0.03198014199733734,
0.011477754451334476,
0.007262490689754486,
-0.11533532291650772,
0.01621130108833313,
-0.032199759036302567,
0.13140936195850372,
0.01050159428268671,
0.0011970683699473739,
0.029546285048127174,
0.06211771070957184,
0.00959846843034029,
0.02258370816707611,
0.008705450221896172,
-0.04346244037151337,
-0.005736783146858215,
0.032216861844062805,
-0.061090897768735886,
0.05503219738602638,
0.07079870253801346,
0.11117387562990189,
0.01414442528039217,
0.020514627918601036,
0.006271760910749435,
-0.046727780252695084,
0.003385135205462575,
-0.07576316595077515,
0.04619777575135231,
-0.11458777636289597,
-0.010607743635773659,
-0.0721907690167427,
-0.07547537237405777,
-0.012847519479691982,
-0.0016871816478669643,
-0.07685180753469467,
0.04237193614244461,
0.0060604712925851345,
-0.0823313370347023,
0.024952925741672516,
0.03080151230096817,
0.017385585233569145,
0.08012153953313828,
0.05655533820390701,
0.024011315777897835,
0.044286005198955536,
-0.039498746395111084,
-0.03412839025259018,
-0.007670131511986256,
0.016546405851840973,
-0.02870970219373703,
0.004436751361936331,
0.06280689686536789,
0.01683077961206436,
0.03216538578271866,
-0.013714944943785667,
-0.05467825010418892,
0.02295258641242981,
0.03911339491605759,
0.0658256933093071,
-0.06455032527446747,
-2.100934053588804e-33,
0.09832999110221863,
0.0783342495560646,
-0.010404754430055618,
-0.0065672690980136395,
-0.05891161412000656,
-0.0069669620133936405,
0.1052139401435852,
0.054270822554826736,
-0.056098438799381256,
0.052807457745075226,
-0.051272571086883545,
0.03105810284614563,
-0.02742045186460018,
0.018248049542307854,
0.011060167104005814,
-0.03187412768602371,
0.016089877113699913,
0.09739718586206436,
-0.019239895045757294,
0.0489819161593914,
-0.02237659879028797,
0.023002048954367638,
-0.027956394478678703,
0.02417166344821453,
-0.04849529638886452,
0.131894052028656,
-0.07003302872180939,
0.04107290133833885,
0.03024105541408062,
0.00671050138771534,
0.05708131939172745,
0.06986245512962341,
-0.0046798777766525745,
0.03187258541584015,
0.08491026610136032,
-0.05346532538533211,
-0.027416594326496124,
-0.056278295814991,
0.04491677135229111,
-0.06010810285806656,
0.0017066719010472298,
0.0352533683180809,
0.012236819602549076,
-0.0704861581325531,
0.019279152154922485,
0.008070221170783043,
-0.020722728222608566,
0.03823501244187355,
-0.007842987775802612,
0.021472962573170662,
0.04621279612183571,
-0.007633799687027931,
0.03084172122180462,
0.017910990864038467,
0.08821681141853333,
0.034076496958732605,
-0.021322637796401978,
0.017904311418533325,
-0.028277164325118065,
-0.04057849571108818,
-0.014453988522291183,
-0.006961186416447163,
0.0735199823975563,
-0.053414564579725266,
0.02130270190536976,
0.023140013217926025,
-0.04319613799452782,
0.04123472049832344,
-0.013188374228775501,
0.07599880546331406,
-0.0692337229847908,
0.0067535401321947575,
-0.08259112387895584,
-0.008952942676842213,
0.05197002366185188,
0.04211324080824852,
0.05447772145271301,
-0.06352844834327698,
0.01293712668120861,
0.08289807289838791,
-0.021143639460206032,
-0.0670890137553215,
0.03207947313785553,
-0.08012993633747101,
-0.10044744610786438,
0.010829972103238106,
0.037919092923402786,
-0.07353562861680984,
-0.07571803778409958,
-0.03610081970691681,
0.01138036698102951,
-0.05596276372671127,
-0.050846122205257416,
0.04255102574825287,
-0.06197743862867355,
-1.3319285880167406e-33,
-0.019961636513471603,
-0.04749896004796028,
-0.0623679980635643,
0.01726386323571205,
0.019105924293398857,
0.05696840584278107,
-0.00663145212456584,
-0.02211015485227108,
0.010409162379801273,
-0.0755731537938118,
0.06705869734287262,
-0.028952883556485176,
-0.15440639853477478,
0.013132785446941853,
0.04636886715888977,
-0.02357213757932186,
-0.028664955869317055,
-0.07115836441516876,
-0.051519397646188736,
-0.008229687809944153,
0.008138196542859077,
0.07422885298728943,
0.05154795944690704,
-0.010932003147900105,
0.048202816396951675,
0.005091668106615543,
0.1047036275267601,
-0.04761914536356926,
-0.1092456504702568,
-0.00609594164416194,
-0.020745916292071342,
-0.1105278879404068,
0.03673112392425537,
0.06281927973031998,
-0.07747460156679153,
-0.0057831755839288235,
0.0336361825466156,
-0.010554957203567028,
0.09635481983423233,
-0.08178222179412842,
0.03897746652364731,
-0.023777132853865623,
0.0681660920381546,
-0.014125649817287922,
-0.05401358753442764,
0.010101920925080776,
-0.04423816129565239,
-0.002287110546603799,
-0.050700534135103226,
-0.0030356973875313997,
-0.07071027159690857,
0.02551363594830036,
0.049026813358068466,
-0.04046168178319931,
-0.05183861777186394,
-0.053069502115249634,
0.04313230141997337,
-0.044100094586610794,
0.05945543199777603,
0.06519214808940887,
-0.12040189653635025,
-0.0559471920132637,
0.04867388308048248,
0.04749680310487747,
-0.05251557007431984,
0.05435802415013313,
-0.014175955206155777,
-0.029215095564723015,
-0.0026643523015081882,
-0.04403271898627281,
0.057084035128355026,
0.0480363704264164,
0.042518097907304764,
-0.0010420173639431596,
0.013730257749557495,
-0.001975874649360776,
0.07283168286085129,
-0.0756467804312706,
-0.07156766206026077,
-0.02479696087539196,
0.02811601385474205,
0.055962711572647095,
0.043134987354278564,
0.03912048041820526,
-0.028942132368683815,
-0.016505686566233635,
-0.014745980501174927,
-0.00259340088814497,
-0.03896883502602577,
0.04289378598332405,
-0.0021327645517885685,
0.041592590510845184,
0.12929008901119232,
-0.034811247140169144,
0.08274386078119278,
-4.349044147033965e-8,
0.06828693300485611,
0.017731495201587677,
0.0705932229757309,
0.0011566632892936468,
-0.009435628540813923,
0.13906316459178925,
-0.045689329504966736,
0.06242116913199425,
-0.04657105356454849,
-0.01996782049536705,
0.03881539776921272,
0.020048730075359344,
0.028839386999607086,
0.07047095149755478,
0.019968155771493912,
-0.01874605007469654,
-0.059268802404403687,
-0.11311119049787521,
-0.04236805811524391,
-0.04467412829399109,
-0.06849098205566406,
-0.012203933671116829,
0.0915367603302002,
-0.014305654913187027,
-0.023174982517957687,
0.026409417390823364,
-0.0788445770740509,
0.018193155527114868,
0.06018437072634697,
0.006848306395113468,
0.03689422830939293,
0.017324214801192284,
-0.013005000539124012,
-0.0005846492713317275,
-0.0876871794462204,
0.040113452821969986,
-0.1233673021197319,
0.04639328643679619,
0.009066377766430378,
0.06196560338139534,
-0.04557162895798683,
0.06596140563488007,
-0.035008225589990616,
-0.0006818905822001398,
-0.004562725313007832,
0.09194774925708771,
-0.04700104892253876,
-0.038760021328926086,
-0.09220317751169205,
0.07325251400470734,
-0.0347045473754406,
0.08024735003709793,
-0.09868171811103821,
-0.005065653473138809,
-0.07230095565319061,
0.005653106141835451,
-0.02323724888265133,
-0.06131817027926445,
-0.06393138319253922,
-0.03965659439563751,
0.03295263648033142,
-0.025878192856907845,
-0.0030117372516542673,
0.01552764791995287
] |
1402.5440
|
Youyi Zheng
|
Youyi Zheng and Julie Dorsey and Niloy Mitra
|
Ergonomic-driven Geometric Exploration and Reshaping
| null | null | null | null |
cs.GR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The paper addresses the following problem: given a set of man-made shapes,
e.g., chairs, can we quickly rank and explore the set of shapes with respect to
a given avatar pose? Answering this question requires identifying which shapes
are more suitable for the defined avatar and pose; and moreover, to provide
fast preview of how to alter the input geometry to better fit the deformed
shapes to the given avatar pose? The problem naturally links physical
proportions of human body and its interaction with object shapes in an attempt
to connect ergonomics with shape geometry. We designed an interaction system
that allows users to explore shape collections using the deformation of human
characters while at the same time providing interactive previews of how to
alter the shapes to better fit the user-specified character. We achieve this by
first mapping ergonomics guidelines into a set of simultaneous multi-part
constraints based on target contacts; and then, proposing a novel contact-based
deformation model to realize multi-contact constraints. We evaluate our
framework on various chair models and validate the results via a small user
study.
|
[
{
"created": "Fri, 21 Feb 2014 22:31:26 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Zheng",
"Youyi",
""
],
[
"Dorsey",
"Julie",
""
],
[
"Mitra",
"Niloy",
""
]
] |
[
-0.0309449415653944,
0.019051123410463333,
0.04409896582365036,
-0.010769511573016644,
0.008198126219213009,
-0.027212688699364662,
0.03526775538921356,
0.008711354807019234,
0.02095700241625309,
-0.03105526603758335,
-0.024783551692962646,
-0.06557503342628479,
0.0430951826274395,
0.06884978711605072,
0.006025781389325857,
-0.08858144283294678,
0.07932720333337784,
0.059107471257448196,
-0.024722198024392128,
0.15247178077697754,
-0.003467123955488205,
-0.006118372548371553,
0.05025095492601395,
-0.050484612584114075,
-0.043636418879032135,
-0.09899216890335083,
0.03619152680039406,
-0.07875879853963852,
-0.06172899156808853,
-0.06762153655290604,
-0.03474236652255058,
0.015016943216323853,
0.02350936084985733,
-0.007538303267210722,
-0.07042670249938965,
0.018969833850860596,
0.02775898203253746,
0.03980153053998947,
-0.09315845370292664,
-0.08149266242980957,
-0.1005682721734047,
0.045214056968688965,
0.004895313642919064,
0.0656636506319046,
0.10076329857110977,
0.08146600425243378,
-0.05314110592007637,
0.029345573857426643,
-0.024238966405391693,
0.01368729304522276,
-0.04557023569941521,
-0.09367737174034119,
0.04957255348563194,
-0.012760194949805737,
-0.0038238854613155127,
0.012086278758943081,
-0.013131271116435528,
-0.05500707030296326,
0.001316665206104517,
0.0338866263628006,
0.06554976105690002,
-0.010408141650259495,
0.017116786912083626,
0.030369272455573082,
-0.04226323217153549,
-0.0342947356402874,
0.06823266297578812,
-0.04660306125879288,
-0.09170689433813095,
-0.0023848763667047024,
-0.09113236516714096,
-0.006527512799948454,
-0.011555951088666916,
-0.036549169570207596,
0.06688814610242844,
-0.007241899613291025,
-0.05430358275771141,
-0.025542398914694786,
0.02111212909221649,
-0.006189045496284962,
-0.010117191821336746,
0.026524148881435394,
0.07275237143039703,
-0.020939962938427925,
-0.03528369218111038,
0.0276039969176054,
-0.016345977783203125,
-0.01617700792849064,
-0.04664309695363045,
0.015724996104836464,
-0.022296512499451637,
-0.0035375694278627634,
0.06073465198278427,
0.0007000129553489387,
0.023733418434858322,
0.028123995289206505,
0.014977041631937027,
-0.004940449260175228,
0.0059570022858679295,
0.06595215201377869,
-0.022025994956493378,
-0.0015034310054033995,
0.09208249300718307,
-0.03133135288953781,
-0.0027148080989718437,
-0.02660446986556053,
-0.028018468990921974,
-0.06762021780014038,
0.06256033480167389,
0.013891562819480896,
0.051049619913101196,
-0.12142199277877808,
-0.055305223912000656,
0.009637881070375443,
-0.0063112033531069756,
-0.03996563330292702,
0.06647215783596039,
-0.029049329459667206,
0.0410919152200222,
0.0000639974678051658,
0.002536297310143709,
0.0191347636282444,
0.04090529680252075,
-0.013529766350984573,
0.042285118252038956,
-0.05499976873397827,
-0.07740455120801926,
-7.2093807811674965e-34,
0.029290495440363884,
0.03276417776942253,
0.07640978693962097,
0.08274112641811371,
-0.013477528467774391,
-0.024027425795793533,
-0.07385379821062088,
0.02462676726281643,
0.013330570422112942,
-0.05550125986337662,
-0.01899348944425583,
-0.004395510535687208,
-0.006603314075618982,
0.08532589673995972,
0.056938786059617996,
0.010674824006855488,
0.005626161582767963,
0.10553593188524246,
-0.0908135175704956,
0.053118348121643066,
-0.012272785417735577,
-0.06704548746347427,
-0.04400227218866348,
-0.020508326590061188,
-0.011919085867702961,
0.055740032345056534,
0.005069372709840536,
-0.018356909975409508,
0.02224735915660858,
-0.036105792969465256,
-0.09026098996400833,
0.0026839443016797304,
-0.0163082517683506,
0.01425540167838335,
0.001923157018609345,
-0.008819644339382648,
0.018772490322589874,
-0.025971928611397743,
0.011785130947828293,
0.014947881922125816,
0.06373478472232819,
0.006299049127846956,
0.004013492725789547,
0.012252111919224262,
-0.07185812294483185,
0.02494697831571102,
0.11502348631620407,
0.10224684327840805,
-0.11191398650407791,
-0.0024746195413172245,
0.0002363906824029982,
0.0700387954711914,
0.0356588251888752,
-0.02285866253077984,
-0.053050145506858826,
-0.04997441545128822,
-0.055056843906641006,
-0.054515983909368515,
-0.0007839990430511534,
0.041012171655893326,
-0.007672715932130814,
0.03400520607829094,
0.04976930096745491,
-0.026390209794044495,
-0.041226234287023544,
-0.07892858237028122,
0.0337887667119503,
0.016354762017726898,
0.028523221611976624,
0.09279437363147736,
-0.06879302114248276,
-0.0020425894763320684,
0.005350377876311541,
0.0007904862286522985,
-0.024399159476161003,
0.001848751213401556,
0.023378074169158936,
-0.012684793211519718,
-0.07227712869644165,
0.04910450801253319,
0.002890173811465502,
0.03612736612558365,
-0.010379012674093246,
-0.050368357449769974,
-0.014658947475254536,
-0.1219528540968895,
0.0521947517991066,
-0.021474722772836685,
-0.04230136796832085,
-0.024398164823651314,
-0.05041871964931488,
-0.01693050004541874,
-0.026414986699819565,
0.023305105045437813,
0.05294577404856682,
9.350837155600518e-34,
0.03547307848930359,
-0.03289826959371567,
-0.004696612246334553,
-0.02560459077358246,
0.07526464015245438,
-0.08824052661657333,
0.015029259026050568,
0.01532894279807806,
-0.01462557166814804,
-0.09396272897720337,
-0.06224397197365761,
-0.05603590980172157,
0.05197707936167717,
-0.060040757060050964,
0.04030277952551842,
0.09309270977973938,
-0.05245823413133621,
-0.03273337706923485,
-0.08484592288732529,
0.017893025651574135,
0.05693751201033592,
0.017952147871255875,
-0.057142190635204315,
-0.04770037904381752,
-0.11754440516233444,
0.08854962140321732,
0.04336710646748543,
-0.027773935347795486,
-0.028263244777917862,
0.0754193440079689,
-0.08512812107801437,
-0.07847154140472412,
0.011647448875010014,
0.057214658707380295,
-0.010078375227749348,
-0.007246743887662888,
-0.04609590023756027,
0.039430029690265656,
0.08820056170225143,
0.01655314303934574,
0.05884728580713272,
-0.025294655933976173,
-0.04471898078918457,
0.038622841238975525,
0.018586616963148117,
-0.04476888105273247,
-0.04642709717154503,
-0.004117308650165796,
-0.03745342046022415,
-0.020802227780222893,
-0.06612995266914368,
0.005834224168211222,
0.0002054485958069563,
-0.07826108485460281,
-0.04231635853648186,
-0.05193715542554855,
-0.06677094101905823,
-0.016632987186312675,
0.06693898886442184,
0.01993027701973915,
-0.09354466944932938,
-0.014863221906125546,
-0.0182093046605587,
0.11247005313634872,
-0.005551629699766636,
0.0016166619025170803,
0.02128087729215622,
-0.11732466518878937,
-0.05097488313913345,
0.009716435335576534,
0.06917230039834976,
-0.037309881299734116,
0.030245112255215645,
0.08311082422733307,
0.03179638460278511,
-0.06949835270643234,
0.051450446248054504,
0.02658379264175892,
0.06025934964418411,
0.01849331334233284,
-0.007383457385003567,
-0.029371345415711403,
0.07574202865362167,
0.07479409128427505,
0.04009413719177246,
0.15101827681064606,
-0.006287895608693361,
0.08638612926006317,
-0.04469446837902069,
0.11487161368131638,
-0.029912764206528664,
0.08467748016119003,
0.050426606088876724,
0.08155800402164459,
0.022087296470999718,
-4.259836572373388e-8,
-0.04756072163581848,
0.020012475550174713,
0.044086605310440063,
-0.020226284861564636,
-0.026130311191082,
0.09911822527647018,
0.0087899686768651,
0.026878954842686653,
-0.07209712266921997,
0.04251649230718613,
-0.0181845985352993,
-0.02518252097070217,
0.08819641917943954,
0.03670208528637886,
0.054326266050338745,
0.04713311046361923,
-0.047642141580581665,
0.06628762185573578,
-0.11401847004890442,
0.0008514510118402541,
0.021682431921362877,
0.03427629545331001,
-0.0033915708772838116,
0.02895047888159752,
0.0765228420495987,
-0.03314174339175224,
-0.04336722940206528,
0.06485055387020111,
-0.0292479507625103,
0.03514503687620163,
-0.0063751027919352055,
0.04149651899933815,
0.011110601015388966,
0.015755794942378998,
-0.030362410470843315,
-0.06899480521678925,
-0.02324928715825081,
-0.029482459649443626,
-0.024820521473884583,
0.00791039690375328,
0.03859466314315796,
0.033862028270959854,
0.044819653034210205,
-0.004181292373687029,
0.08907070010900497,
0.053357139229774475,
0.07243432104587555,
-0.0779084712266922,
0.04130915179848671,
0.057278603315353394,
-0.041705481708049774,
-0.06524732708930969,
0.030628418549895287,
0.07134949415922165,
-0.03269495815038681,
0.04952855408191681,
0.024111859500408173,
0.09662942588329315,
0.13987503945827484,
0.06197681277990341,
0.0064116003923118114,
0.022376004606485367,
-0.0833551287651062,
0.019587229937314987
] | null | null | null | null | null | null | null |
[
-0.0309449415653944,
0.019051123410463333,
0.04409896582365036,
-0.010769511573016644,
0.008198126219213009,
-0.027212688699364662,
0.03526775538921356,
0.008711354807019234,
0.02095700241625309,
-0.03105526603758335,
-0.024783551692962646,
-0.06557503342628479,
0.0430951826274395,
0.06884978711605072,
0.006025781389325857,
-0.08858144283294678,
0.07932720333337784,
0.059107471257448196,
-0.024722198024392128,
0.15247178077697754,
-0.003467123955488205,
-0.006118372548371553,
0.05025095492601395,
-0.050484612584114075,
-0.043636418879032135,
-0.09899216890335083,
0.03619152680039406,
-0.07875879853963852,
-0.06172899156808853,
-0.06762153655290604,
-0.03474236652255058,
0.015016943216323853,
0.02350936084985733,
-0.007538303267210722,
-0.07042670249938965,
0.018969833850860596,
0.02775898203253746,
0.03980153053998947,
-0.09315845370292664,
-0.08149266242980957,
-0.1005682721734047,
0.045214056968688965,
0.004895313642919064,
0.0656636506319046,
0.10076329857110977,
0.08146600425243378,
-0.05314110592007637,
0.029345573857426643,
-0.024238966405391693,
0.01368729304522276,
-0.04557023569941521,
-0.09367737174034119,
0.04957255348563194,
-0.012760194949805737,
-0.0038238854613155127,
0.012086278758943081,
-0.013131271116435528,
-0.05500707030296326,
0.001316665206104517,
0.0338866263628006,
0.06554976105690002,
-0.010408141650259495,
0.017116786912083626,
0.030369272455573082,
-0.04226323217153549,
-0.0342947356402874,
0.06823266297578812,
-0.04660306125879288,
-0.09170689433813095,
-0.0023848763667047024,
-0.09113236516714096,
-0.006527512799948454,
-0.011555951088666916,
-0.036549169570207596,
0.06688814610242844,
-0.007241899613291025,
-0.05430358275771141,
-0.025542398914694786,
0.02111212909221649,
-0.006189045496284962,
-0.010117191821336746,
0.026524148881435394,
0.07275237143039703,
-0.020939962938427925,
-0.03528369218111038,
0.0276039969176054,
-0.016345977783203125,
-0.01617700792849064,
-0.04664309695363045,
0.015724996104836464,
-0.022296512499451637,
-0.0035375694278627634,
0.06073465198278427,
0.0007000129553489387,
0.023733418434858322,
0.028123995289206505,
0.014977041631937027,
-0.004940449260175228,
0.0059570022858679295,
0.06595215201377869,
-0.022025994956493378,
-0.0015034310054033995,
0.09208249300718307,
-0.03133135288953781,
-0.0027148080989718437,
-0.02660446986556053,
-0.028018468990921974,
-0.06762021780014038,
0.06256033480167389,
0.013891562819480896,
0.051049619913101196,
-0.12142199277877808,
-0.055305223912000656,
0.009637881070375443,
-0.0063112033531069756,
-0.03996563330292702,
0.06647215783596039,
-0.029049329459667206,
0.0410919152200222,
0.0000639974678051658,
0.002536297310143709,
0.0191347636282444,
0.04090529680252075,
-0.013529766350984573,
0.042285118252038956,
-0.05499976873397827,
-0.07740455120801926,
-7.2093807811674965e-34,
0.029290495440363884,
0.03276417776942253,
0.07640978693962097,
0.08274112641811371,
-0.013477528467774391,
-0.024027425795793533,
-0.07385379821062088,
0.02462676726281643,
0.013330570422112942,
-0.05550125986337662,
-0.01899348944425583,
-0.004395510535687208,
-0.006603314075618982,
0.08532589673995972,
0.056938786059617996,
0.010674824006855488,
0.005626161582767963,
0.10553593188524246,
-0.0908135175704956,
0.053118348121643066,
-0.012272785417735577,
-0.06704548746347427,
-0.04400227218866348,
-0.020508326590061188,
-0.011919085867702961,
0.055740032345056534,
0.005069372709840536,
-0.018356909975409508,
0.02224735915660858,
-0.036105792969465256,
-0.09026098996400833,
0.0026839443016797304,
-0.0163082517683506,
0.01425540167838335,
0.001923157018609345,
-0.008819644339382648,
0.018772490322589874,
-0.025971928611397743,
0.011785130947828293,
0.014947881922125816,
0.06373478472232819,
0.006299049127846956,
0.004013492725789547,
0.012252111919224262,
-0.07185812294483185,
0.02494697831571102,
0.11502348631620407,
0.10224684327840805,
-0.11191398650407791,
-0.0024746195413172245,
0.0002363906824029982,
0.0700387954711914,
0.0356588251888752,
-0.02285866253077984,
-0.053050145506858826,
-0.04997441545128822,
-0.055056843906641006,
-0.054515983909368515,
-0.0007839990430511534,
0.041012171655893326,
-0.007672715932130814,
0.03400520607829094,
0.04976930096745491,
-0.026390209794044495,
-0.041226234287023544,
-0.07892858237028122,
0.0337887667119503,
0.016354762017726898,
0.028523221611976624,
0.09279437363147736,
-0.06879302114248276,
-0.0020425894763320684,
0.005350377876311541,
0.0007904862286522985,
-0.024399159476161003,
0.001848751213401556,
0.023378074169158936,
-0.012684793211519718,
-0.07227712869644165,
0.04910450801253319,
0.002890173811465502,
0.03612736612558365,
-0.010379012674093246,
-0.050368357449769974,
-0.014658947475254536,
-0.1219528540968895,
0.0521947517991066,
-0.021474722772836685,
-0.04230136796832085,
-0.024398164823651314,
-0.05041871964931488,
-0.01693050004541874,
-0.026414986699819565,
0.023305105045437813,
0.05294577404856682,
9.350837155600518e-34,
0.03547307848930359,
-0.03289826959371567,
-0.004696612246334553,
-0.02560459077358246,
0.07526464015245438,
-0.08824052661657333,
0.015029259026050568,
0.01532894279807806,
-0.01462557166814804,
-0.09396272897720337,
-0.06224397197365761,
-0.05603590980172157,
0.05197707936167717,
-0.060040757060050964,
0.04030277952551842,
0.09309270977973938,
-0.05245823413133621,
-0.03273337706923485,
-0.08484592288732529,
0.017893025651574135,
0.05693751201033592,
0.017952147871255875,
-0.057142190635204315,
-0.04770037904381752,
-0.11754440516233444,
0.08854962140321732,
0.04336710646748543,
-0.027773935347795486,
-0.028263244777917862,
0.0754193440079689,
-0.08512812107801437,
-0.07847154140472412,
0.011647448875010014,
0.057214658707380295,
-0.010078375227749348,
-0.007246743887662888,
-0.04609590023756027,
0.039430029690265656,
0.08820056170225143,
0.01655314303934574,
0.05884728580713272,
-0.025294655933976173,
-0.04471898078918457,
0.038622841238975525,
0.018586616963148117,
-0.04476888105273247,
-0.04642709717154503,
-0.004117308650165796,
-0.03745342046022415,
-0.020802227780222893,
-0.06612995266914368,
0.005834224168211222,
0.0002054485958069563,
-0.07826108485460281,
-0.04231635853648186,
-0.05193715542554855,
-0.06677094101905823,
-0.016632987186312675,
0.06693898886442184,
0.01993027701973915,
-0.09354466944932938,
-0.014863221906125546,
-0.0182093046605587,
0.11247005313634872,
-0.005551629699766636,
0.0016166619025170803,
0.02128087729215622,
-0.11732466518878937,
-0.05097488313913345,
0.009716435335576534,
0.06917230039834976,
-0.037309881299734116,
0.030245112255215645,
0.08311082422733307,
0.03179638460278511,
-0.06949835270643234,
0.051450446248054504,
0.02658379264175892,
0.06025934964418411,
0.01849331334233284,
-0.007383457385003567,
-0.029371345415711403,
0.07574202865362167,
0.07479409128427505,
0.04009413719177246,
0.15101827681064606,
-0.006287895608693361,
0.08638612926006317,
-0.04469446837902069,
0.11487161368131638,
-0.029912764206528664,
0.08467748016119003,
0.050426606088876724,
0.08155800402164459,
0.022087296470999718,
-4.259836572373388e-8,
-0.04756072163581848,
0.020012475550174713,
0.044086605310440063,
-0.020226284861564636,
-0.026130311191082,
0.09911822527647018,
0.0087899686768651,
0.026878954842686653,
-0.07209712266921997,
0.04251649230718613,
-0.0181845985352993,
-0.02518252097070217,
0.08819641917943954,
0.03670208528637886,
0.054326266050338745,
0.04713311046361923,
-0.047642141580581665,
0.06628762185573578,
-0.11401847004890442,
0.0008514510118402541,
0.021682431921362877,
0.03427629545331001,
-0.0033915708772838116,
0.02895047888159752,
0.0765228420495987,
-0.03314174339175224,
-0.04336722940206528,
0.06485055387020111,
-0.0292479507625103,
0.03514503687620163,
-0.0063751027919352055,
0.04149651899933815,
0.011110601015388966,
0.015755794942378998,
-0.030362410470843315,
-0.06899480521678925,
-0.02324928715825081,
-0.029482459649443626,
-0.024820521473884583,
0.00791039690375328,
0.03859466314315796,
0.033862028270959854,
0.044819653034210205,
-0.004181292373687029,
0.08907070010900497,
0.053357139229774475,
0.07243432104587555,
-0.0779084712266922,
0.04130915179848671,
0.057278603315353394,
-0.041705481708049774,
-0.06524732708930969,
0.030628418549895287,
0.07134949415922165,
-0.03269495815038681,
0.04952855408191681,
0.024111859500408173,
0.09662942588329315,
0.13987503945827484,
0.06197681277990341,
0.0064116003923118114,
0.022376004606485367,
-0.0833551287651062,
0.019587229937314987
] |
1402.5442
|
Enrique Galvez
|
Enrique J. Galvez, Brett L. Rojec, Vijay Kumar and Nirmal K.
Viswanathan
|
Generation of isolated asymmetric umbilics in light's polarization
| null | null |
10.1103/PhysRevA.89.031801
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Polarization-singularity C-points, a form of line singularities, are the
vectorial counterparts of the optical vortices of spatial modes and fundamental
optical features of polarization-spatial modes. Their generation in tailored
beams has been limited to lemon and star C-points that contain symmetric
dislocations in state-of-polarization patterns. In this article we present the
theory and laboratory measurements of two complementary methods to generate
isolated asymmetric C-points in tailored beams, of which symmetric lemons and
stars are limiting cases; and we report on the generation of monstars, an
asymmetric C-point with characteristics of both lemons and stars.
|
[
{
"created": "Fri, 21 Feb 2014 22:48:25 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Galvez",
"Enrique J.",
""
],
[
"Rojec",
"Brett L.",
""
],
[
"Kumar",
"Vijay",
""
],
[
"Viswanathan",
"Nirmal K.",
""
]
] |
[
-0.06899413466453552,
0.0025010197423398495,
0.028217975050210953,
0.025990359485149384,
-0.05771336331963539,
0.014327713288366795,
-0.0041874912567436695,
-0.02387702837586403,
0.030124742537736893,
-0.03498610481619835,
-0.030249500647187233,
0.038284216076135635,
-0.05273256450891495,
-0.11052116006612778,
0.01789453998208046,
0.030389053747057915,
-0.013264184817671776,
-0.03171340376138687,
0.014698483049869537,
0.03833606839179993,
-0.009011312387883663,
-0.08421590924263,
-0.11965982615947723,
0.028485849499702454,
0.05126571282744408,
0.03916880115866661,
-0.028730519115924835,
-0.02654132805764675,
0.016849614679813385,
-0.07035350054502487,
0.0326128713786602,
0.053194306790828705,
-0.08622724562883377,
0.11144252121448517,
0.006401673890650272,
-0.07925500720739365,
0.052764635533094406,
-0.09445139765739441,
-0.03499448299407959,
-0.0060215420089662075,
0.1264951229095459,
0.06419247388839722,
-0.010127019137144089,
-0.00807857047766447,
0.0019968992564827204,
0.05435885116457939,
0.006165164522826672,
-0.030184529721736908,
0.002507539698854089,
-0.0950503721833229,
-0.05572499334812164,
0.042298804968595505,
-0.018183333799242973,
0.0019632934127002954,
0.04856811836361885,
0.02654855325818062,
0.027567772194743156,
-0.02492643892765045,
0.1303054541349411,
-0.04372577369213104,
0.07124485075473785,
0.03864236921072006,
-0.042727287858724594,
-0.005888138432055712,
-0.039542898535728455,
-0.06480835378170013,
-0.05500826984643936,
-0.012902862392365932,
0.03549599274992943,
0.049566496163606644,
-0.03893500193953514,
0.03925229609012604,
-0.05942099168896675,
0.025453848764300346,
0.07992400974035263,
0.08944143354892731,
0.03315133973956108,
-0.05758821964263916,
-0.0398520901799202,
-0.009668806567788124,
-0.038316480815410614,
0.003419554093852639,
-0.07553457468748093,
0.028941035270690918,
-0.02759910188615322,
-0.029039690271019936,
-0.05104267969727516,
0.004870592150837183,
0.04049769788980484,
0.037615418434143066,
-0.029728488996624947,
-0.06127075478434563,
-0.09201926738023758,
-0.11982019245624542,
0.028513023629784584,
-0.08178398013114929,
0.04777942970395088,
-0.13702835142612457,
0.08148505538702011,
-0.02144000120460987,
0.03523878753185272,
-0.04382828250527382,
0.032555826008319855,
0.043981119990348816,
0.0022920791525393724,
0.07016658782958984,
-0.005445963237434626,
-0.006663735024631023,
0.04734945297241211,
0.05560874193906784,
0.014147578738629818,
-0.043603647500276566,
0.01867455616593361,
-0.06783473491668701,
-0.06103139370679855,
0.0026340035255998373,
-0.04760633036494255,
0.09628888964653015,
0.0463348850607872,
0.026039447635412216,
0.006673821248114109,
-0.004831954836845398,
-0.04563138633966446,
0.05306893214583397,
-0.100520059466362,
0.035914357751607895,
-0.09598468989133835,
-2.380388182700625e-33,
0.03026149421930313,
0.09867721050977707,
0.043357349932193756,
0.042973168194293976,
-0.045326169580221176,
0.0012506801867857575,
0.0026177410036325455,
0.041337933391332626,
0.05174123868346214,
-0.050584644079208374,
-0.03931074216961861,
-0.013103000819683075,
0.026480577886104584,
0.02398337610065937,
0.04367610439658165,
-0.052751533687114716,
0.08274956047534943,
-0.008963417261838913,
-0.11156100779771805,
0.016926780343055725,
-0.012444662861526012,
0.04151655733585358,
-0.048731252551078796,
-0.08485058695077896,
0.004688049200922251,
-0.08190231025218964,
0.029592270031571388,
-0.002170882187783718,
-0.05292074754834175,
0.006873559672385454,
0.04679274186491966,
0.081915944814682,
0.03638370335102081,
0.07387293130159378,
0.07060375809669495,
0.05344048887491226,
-0.003818388329818845,
0.041044142097234726,
-0.0267532579600811,
-0.02805008366703987,
0.08623844385147095,
-0.019951315596699715,
-0.06673555076122284,
0.09301028400659561,
-0.0052183265797793865,
-0.006223039235919714,
-0.005839039105921984,
0.0039174798876047134,
0.03472457453608513,
-0.022404564544558525,
-0.010005179792642593,
0.05370809882879257,
-0.04258577898144722,
0.0015473233070224524,
0.09895363450050354,
0.037614963948726654,
-0.020264677703380585,
-0.116796113550663,
-0.030211487784981728,
-0.09597059339284897,
0.0271633118391037,
-0.04466680437326431,
-0.019733725115656853,
-0.10901249200105667,
-0.028260350227355957,
-0.04464579373598099,
-0.06612277030944824,
0.01696089096367359,
-0.019359096884727478,
0.017292890697717667,
-0.04298371449112892,
-0.014563359320163727,
0.03694118559360504,
-0.08475979417562485,
-0.020058803260326385,
0.04798644781112671,
0.016487205401062965,
0.05138546973466873,
0.06147345155477524,
0.010514630936086178,
-0.12104589492082596,
0.029911808669567108,
0.028187653049826622,
-0.09519631415605545,
-0.039869897067546844,
-0.007373881060630083,
-0.012520219199359417,
0.025276295840740204,
-0.09949944913387299,
-0.0655205175280571,
0.06424761563539505,
0.005161219276487827,
0.02597746066749096,
-0.004365787375718355,
-0.09482020884752274,
-1.883687452864483e-33,
-0.11269798874855042,
-0.0037593606393784285,
-0.0788990929722786,
0.013111881911754608,
0.029698602855205536,
0.019735189154744148,
-0.03841375559568405,
0.02054104022681713,
-0.11244919896125793,
-0.027651483193039894,
-0.03667012229561806,
0.04672308638691902,
-0.006027128081768751,
-0.0013953018933534622,
-0.008783944882452488,
0.02247069589793682,
0.0005202257889322937,
0.09827341884374619,
-0.06986881047487259,
0.0568174310028553,
0.05450902506709099,
0.01340436190366745,
0.06739021837711334,
0.02278338000178337,
0.041450727730989456,
-0.027425186708569527,
0.00739032868295908,
-0.049156226217746735,
-0.005535153206437826,
0.029554439708590508,
0.025845706462860107,
0.02575067989528179,
-0.04534166306257248,
0.02120167762041092,
-0.012655177153646946,
0.06191258132457733,
-0.06245439499616623,
-0.0382969006896019,
-0.006244052667170763,
0.04362860321998596,
-0.019179577007889748,
0.04164004325866699,
0.009814092889428139,
0.05527859181165695,
0.04935132712125778,
-0.030610408633947372,
0.09891574829816818,
0.021227635443210602,
-0.05188934877514839,
0.045372843742370605,
-0.07496926933526993,
0.00932173803448677,
-0.0007157142390497029,
0.08627176284790039,
-0.05330746993422508,
-0.021982328966259956,
0.014150884002447128,
0.03625190258026123,
0.045629892498254776,
-0.01712685450911522,
-0.03607061505317688,
-0.040309544652700424,
0.022524293512105942,
-0.02777913585305214,
-0.01201285608112812,
-0.04165148362517357,
0.0957443043589592,
0.03532502427697182,
0.01989513821899891,
-0.02886834926903248,
0.02520829811692238,
0.039688460528850555,
0.03288806974887848,
-0.030219916254281998,
0.010952661745250225,
-0.011426093988120556,
0.07077711075544357,
-0.009536409750580788,
-0.05296994000673294,
0.024177951738238335,
-0.010896227322518826,
0.043421514332294464,
0.03304612636566162,
0.04820174723863602,
0.0720050036907196,
0.024693282321095467,
-0.05928478762507439,
-0.008934499695897102,
-0.0020239322911947966,
0.06591112911701202,
0.013131668791174889,
0.0124589242041111,
0.020944714546203613,
-0.01675986312329769,
0.13866938650608063,
-3.7977500255692576e-8,
0.018418366089463234,
-0.013415103778243065,
-0.05060834065079689,
0.07833164930343628,
-0.012845523655414581,
-0.03174762427806854,
-0.07518759369850159,
-0.03552182391285896,
0.017594289034605026,
-0.05952616408467293,
-0.09628277271986008,
-0.05799223482608795,
-0.030948558822274208,
-0.04811485856771469,
0.04648693650960922,
0.016220856457948685,
0.011896844953298569,
-0.005249346140772104,
0.026492346078157425,
0.16780813038349152,
-0.06516715884208679,
0.027924910187721252,
-0.02172389253973961,
0.01492620911449194,
-0.020086394622921944,
-0.00737527571618557,
-0.029721297323703766,
-0.031203443184494972,
-0.04841695725917816,
0.05142433941364288,
0.032735928893089294,
0.05030128359794617,
-0.014470911584794521,
-0.015333746559917927,
0.005308395717293024,
0.03311949968338013,
-0.03466591611504555,
0.05985390022397041,
-0.006912735756486654,
-0.0023824379313737154,
-0.01875181868672371,
0.09913268685340881,
0.010843920521438122,
-0.00203401455655694,
-0.022593798115849495,
0.1542324423789978,
0.002426457591354847,
0.019948530942201614,
-0.10401196777820587,
0.036280009895563126,
-0.052805203944444656,
0.11351872235536575,
-0.04406839981675148,
-0.04054303839802742,
-0.04330560937523842,
-0.02266662009060383,
-0.002509952522814274,
0.004799840971827507,
0.005716059822589159,
-0.03287661448121071,
0.035152968019247055,
0.046044591814279556,
-0.07512865215539932,
0.02596535161137581
] | null | null | null | null | null | null | null |
[
-0.06899413466453552,
0.0025010197423398495,
0.028217975050210953,
0.025990359485149384,
-0.05771336331963539,
0.014327713288366795,
-0.0041874912567436695,
-0.02387702837586403,
0.030124742537736893,
-0.03498610481619835,
-0.030249500647187233,
0.038284216076135635,
-0.05273256450891495,
-0.11052116006612778,
0.01789453998208046,
0.030389053747057915,
-0.013264184817671776,
-0.03171340376138687,
0.014698483049869537,
0.03833606839179993,
-0.009011312387883663,
-0.08421590924263,
-0.11965982615947723,
0.028485849499702454,
0.05126571282744408,
0.03916880115866661,
-0.028730519115924835,
-0.02654132805764675,
0.016849614679813385,
-0.07035350054502487,
0.0326128713786602,
0.053194306790828705,
-0.08622724562883377,
0.11144252121448517,
0.006401673890650272,
-0.07925500720739365,
0.052764635533094406,
-0.09445139765739441,
-0.03499448299407959,
-0.0060215420089662075,
0.1264951229095459,
0.06419247388839722,
-0.010127019137144089,
-0.00807857047766447,
0.0019968992564827204,
0.05435885116457939,
0.006165164522826672,
-0.030184529721736908,
0.002507539698854089,
-0.0950503721833229,
-0.05572499334812164,
0.042298804968595505,
-0.018183333799242973,
0.0019632934127002954,
0.04856811836361885,
0.02654855325818062,
0.027567772194743156,
-0.02492643892765045,
0.1303054541349411,
-0.04372577369213104,
0.07124485075473785,
0.03864236921072006,
-0.042727287858724594,
-0.005888138432055712,
-0.039542898535728455,
-0.06480835378170013,
-0.05500826984643936,
-0.012902862392365932,
0.03549599274992943,
0.049566496163606644,
-0.03893500193953514,
0.03925229609012604,
-0.05942099168896675,
0.025453848764300346,
0.07992400974035263,
0.08944143354892731,
0.03315133973956108,
-0.05758821964263916,
-0.0398520901799202,
-0.009668806567788124,
-0.038316480815410614,
0.003419554093852639,
-0.07553457468748093,
0.028941035270690918,
-0.02759910188615322,
-0.029039690271019936,
-0.05104267969727516,
0.004870592150837183,
0.04049769788980484,
0.037615418434143066,
-0.029728488996624947,
-0.06127075478434563,
-0.09201926738023758,
-0.11982019245624542,
0.028513023629784584,
-0.08178398013114929,
0.04777942970395088,
-0.13702835142612457,
0.08148505538702011,
-0.02144000120460987,
0.03523878753185272,
-0.04382828250527382,
0.032555826008319855,
0.043981119990348816,
0.0022920791525393724,
0.07016658782958984,
-0.005445963237434626,
-0.006663735024631023,
0.04734945297241211,
0.05560874193906784,
0.014147578738629818,
-0.043603647500276566,
0.01867455616593361,
-0.06783473491668701,
-0.06103139370679855,
0.0026340035255998373,
-0.04760633036494255,
0.09628888964653015,
0.0463348850607872,
0.026039447635412216,
0.006673821248114109,
-0.004831954836845398,
-0.04563138633966446,
0.05306893214583397,
-0.100520059466362,
0.035914357751607895,
-0.09598468989133835,
-2.380388182700625e-33,
0.03026149421930313,
0.09867721050977707,
0.043357349932193756,
0.042973168194293976,
-0.045326169580221176,
0.0012506801867857575,
0.0026177410036325455,
0.041337933391332626,
0.05174123868346214,
-0.050584644079208374,
-0.03931074216961861,
-0.013103000819683075,
0.026480577886104584,
0.02398337610065937,
0.04367610439658165,
-0.052751533687114716,
0.08274956047534943,
-0.008963417261838913,
-0.11156100779771805,
0.016926780343055725,
-0.012444662861526012,
0.04151655733585358,
-0.048731252551078796,
-0.08485058695077896,
0.004688049200922251,
-0.08190231025218964,
0.029592270031571388,
-0.002170882187783718,
-0.05292074754834175,
0.006873559672385454,
0.04679274186491966,
0.081915944814682,
0.03638370335102081,
0.07387293130159378,
0.07060375809669495,
0.05344048887491226,
-0.003818388329818845,
0.041044142097234726,
-0.0267532579600811,
-0.02805008366703987,
0.08623844385147095,
-0.019951315596699715,
-0.06673555076122284,
0.09301028400659561,
-0.0052183265797793865,
-0.006223039235919714,
-0.005839039105921984,
0.0039174798876047134,
0.03472457453608513,
-0.022404564544558525,
-0.010005179792642593,
0.05370809882879257,
-0.04258577898144722,
0.0015473233070224524,
0.09895363450050354,
0.037614963948726654,
-0.020264677703380585,
-0.116796113550663,
-0.030211487784981728,
-0.09597059339284897,
0.0271633118391037,
-0.04466680437326431,
-0.019733725115656853,
-0.10901249200105667,
-0.028260350227355957,
-0.04464579373598099,
-0.06612277030944824,
0.01696089096367359,
-0.019359096884727478,
0.017292890697717667,
-0.04298371449112892,
-0.014563359320163727,
0.03694118559360504,
-0.08475979417562485,
-0.020058803260326385,
0.04798644781112671,
0.016487205401062965,
0.05138546973466873,
0.06147345155477524,
0.010514630936086178,
-0.12104589492082596,
0.029911808669567108,
0.028187653049826622,
-0.09519631415605545,
-0.039869897067546844,
-0.007373881060630083,
-0.012520219199359417,
0.025276295840740204,
-0.09949944913387299,
-0.0655205175280571,
0.06424761563539505,
0.005161219276487827,
0.02597746066749096,
-0.004365787375718355,
-0.09482020884752274,
-1.883687452864483e-33,
-0.11269798874855042,
-0.0037593606393784285,
-0.0788990929722786,
0.013111881911754608,
0.029698602855205536,
0.019735189154744148,
-0.03841375559568405,
0.02054104022681713,
-0.11244919896125793,
-0.027651483193039894,
-0.03667012229561806,
0.04672308638691902,
-0.006027128081768751,
-0.0013953018933534622,
-0.008783944882452488,
0.02247069589793682,
0.0005202257889322937,
0.09827341884374619,
-0.06986881047487259,
0.0568174310028553,
0.05450902506709099,
0.01340436190366745,
0.06739021837711334,
0.02278338000178337,
0.041450727730989456,
-0.027425186708569527,
0.00739032868295908,
-0.049156226217746735,
-0.005535153206437826,
0.029554439708590508,
0.025845706462860107,
0.02575067989528179,
-0.04534166306257248,
0.02120167762041092,
-0.012655177153646946,
0.06191258132457733,
-0.06245439499616623,
-0.0382969006896019,
-0.006244052667170763,
0.04362860321998596,
-0.019179577007889748,
0.04164004325866699,
0.009814092889428139,
0.05527859181165695,
0.04935132712125778,
-0.030610408633947372,
0.09891574829816818,
0.021227635443210602,
-0.05188934877514839,
0.045372843742370605,
-0.07496926933526993,
0.00932173803448677,
-0.0007157142390497029,
0.08627176284790039,
-0.05330746993422508,
-0.021982328966259956,
0.014150884002447128,
0.03625190258026123,
0.045629892498254776,
-0.01712685450911522,
-0.03607061505317688,
-0.040309544652700424,
0.022524293512105942,
-0.02777913585305214,
-0.01201285608112812,
-0.04165148362517357,
0.0957443043589592,
0.03532502427697182,
0.01989513821899891,
-0.02886834926903248,
0.02520829811692238,
0.039688460528850555,
0.03288806974887848,
-0.030219916254281998,
0.010952661745250225,
-0.011426093988120556,
0.07077711075544357,
-0.009536409750580788,
-0.05296994000673294,
0.024177951738238335,
-0.010896227322518826,
0.043421514332294464,
0.03304612636566162,
0.04820174723863602,
0.0720050036907196,
0.024693282321095467,
-0.05928478762507439,
-0.008934499695897102,
-0.0020239322911947966,
0.06591112911701202,
0.013131668791174889,
0.0124589242041111,
0.020944714546203613,
-0.01675986312329769,
0.13866938650608063,
-3.7977500255692576e-8,
0.018418366089463234,
-0.013415103778243065,
-0.05060834065079689,
0.07833164930343628,
-0.012845523655414581,
-0.03174762427806854,
-0.07518759369850159,
-0.03552182391285896,
0.017594289034605026,
-0.05952616408467293,
-0.09628277271986008,
-0.05799223482608795,
-0.030948558822274208,
-0.04811485856771469,
0.04648693650960922,
0.016220856457948685,
0.011896844953298569,
-0.005249346140772104,
0.026492346078157425,
0.16780813038349152,
-0.06516715884208679,
0.027924910187721252,
-0.02172389253973961,
0.01492620911449194,
-0.020086394622921944,
-0.00737527571618557,
-0.029721297323703766,
-0.031203443184494972,
-0.04841695725917816,
0.05142433941364288,
0.032735928893089294,
0.05030128359794617,
-0.014470911584794521,
-0.015333746559917927,
0.005308395717293024,
0.03311949968338013,
-0.03466591611504555,
0.05985390022397041,
-0.006912735756486654,
-0.0023824379313737154,
-0.01875181868672371,
0.09913268685340881,
0.010843920521438122,
-0.00203401455655694,
-0.022593798115849495,
0.1542324423789978,
0.002426457591354847,
0.019948530942201614,
-0.10401196777820587,
0.036280009895563126,
-0.052805203944444656,
0.11351872235536575,
-0.04406839981675148,
-0.04054303839802742,
-0.04330560937523842,
-0.02266662009060383,
-0.002509952522814274,
0.004799840971827507,
0.005716059822589159,
-0.03287661448121071,
0.035152968019247055,
0.046044591814279556,
-0.07512865215539932,
0.02596535161137581
] |
1402.5443
|
Lilian Weng
|
Lilian Weng, Filippo Menczer
|
Topicality and Social Impact: Diverse Messages but Focused Messengers
|
9 pages, 7 figures, 6 tables
| null |
10.1371/journal.pone.0118410
| null |
cs.SI cs.CY physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Are users who comment on a variety of matters more likely to achieve high
influence than those who delve into one focused field? Do general Twitter
hashtags, such as #lol, tend to be more popular than novel ones, such as
#instantlyinlove? Questions like these demand a way to detect topics hidden
behind messages associated with an individual or a hashtag, and a gauge of
similarity among these topics. Here we develop such an approach to identify
clusters of similar hashtags by detecting communities in the hashtag
co-occurrence network. Then the topical diversity of a user's interests is
quantified by the entropy of her hashtags across different topic clusters. A
similar measure is applied to hashtags, based on co-occurring tags. We find
that high topical diversity of early adopters or co-occurring tags implies high
future popularity of hashtags. In contrast, low diversity helps an individual
accumulate social influence. In short, diverse messages and focused messengers
are more likely to gain impact.
|
[
{
"created": "Fri, 21 Feb 2014 22:49:04 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Weng",
"Lilian",
""
],
[
"Menczer",
"Filippo",
""
]
] |
[
0.020815424621105194,
-0.08404622972011566,
-0.014075902290642262,
-0.012416510842740536,
0.10672976821660995,
-0.020328950136899948,
0.1315486878156662,
0.012880233116447926,
0.11066734790802002,
-0.06004904583096504,
0.006989555899053812,
-0.02456756867468357,
0.06551536917686462,
0.030252009630203247,
-0.0012468206696212292,
0.03441035747528076,
0.019930262118577957,
-0.07051536440849304,
-0.08689609915018082,
-0.057652465999126434,
-0.004464398603886366,
-0.0040914155542850494,
0.057339657098054886,
0.024965006858110428,
0.011289174668490887,
-0.01872429810464382,
0.029614510014653206,
0.005369995720684528,
-0.010443043895065784,
0.049107469618320465,
0.005124532617628574,
0.11750920116901398,
-0.01844770461320877,
0.033117085695266724,
-0.10225905478000641,
0.041960448026657104,
-0.028508689254522324,
0.0824648067355156,
0.008806005120277405,
0.009014389477670193,
-0.01592048443853855,
0.016688907518982887,
0.005801788065582514,
0.05624853074550629,
-0.04896150156855583,
0.035812925547361374,
-0.08689437806606293,
0.0785410925745964,
-0.06461803615093231,
0.021524259820580482,
-0.008784635923802853,
-0.053427502512931824,
0.023692118003964424,
0.04025288671255112,
0.005893665831536055,
0.012255723588168621,
-0.056064505130052567,
0.008901271969079971,
0.03629934787750244,
-0.04578477144241333,
-0.01045853178948164,
-0.07044496387243271,
0.009251564741134644,
-0.06225171685218811,
0.02671852521598339,
-0.03881971165537834,
0.022472981363534927,
0.1001967340707779,
-0.016580605879426003,
0.04025750234723091,
0.07458432018756866,
0.05213691294193268,
-0.05488695576786995,
0.09531662613153458,
0.023731354624032974,
0.0206040870398283,
-0.0069815488532185555,
-0.043973408639431,
-0.03458726033568382,
-0.004212325904518366,
-0.0450529083609581,
-0.01162631157785654,
0.013828637078404427,
-0.05623685196042061,
0.05272921919822693,
-0.07482878118753433,
-0.02291882410645485,
-0.040209174156188965,
-0.020051512867212296,
0.008888746611773968,
-0.08437992632389069,
0.03874610364437103,
0.1002577394247055,
-0.05278823897242546,
0.02261023223400116,
0.0037238651420921087,
-0.006305424030870199,
-0.04705866798758507,
0.04108268767595291,
0.10530633479356766,
-0.09137231856584549,
-0.006853513419628143,
0.004946782253682613,
0.004568035714328289,
0.06589015573263168,
0.06457343697547913,
-0.021623989567160606,
0.0626036748290062,
0.06251107901334763,
0.03568530082702637,
-0.057816050946712494,
0.07459895312786102,
-0.025034775957465172,
-0.030821172520518303,
0.10003912448883057,
-0.04067913442850113,
0.14422190189361572,
0.02780728042125702,
0.011277634650468826,
0.0265854150056839,
0.018611980602145195,
-0.0021927428897470236,
0.0012780092656612396,
-0.1150994524359703,
0.017306886613368988,
0.04771893098950386,
-0.14341256022453308,
4.464014735012502e-33,
0.09099637717008591,
-0.0070282574743032455,
-0.019888361915946007,
0.09999118000268936,
-0.0727575272321701,
0.032765522599220276,
-0.06986485421657562,
-0.016570352017879486,
0.0060830689035356045,
-0.07148080319166183,
-0.0029934397898614407,
0.10191845893859863,
0.019967691972851753,
0.006941049825400114,
0.06456417590379715,
-0.04783046618103981,
-0.006321994587779045,
0.022034181281924248,
-0.03976444527506828,
-0.04430185258388519,
0.010787774808704853,
-0.008960433304309845,
0.03411291912198067,
0.01464738417416811,
-0.021710287779569626,
-0.03682330250740051,
0.004639165010303259,
-0.06997359544038773,
0.08224397152662277,
0.030025815591216087,
0.0071402015164494514,
0.01787717081606388,
0.004932468291372061,
-0.021679865196347237,
0.005976298823952675,
0.009360074065625668,
-0.04738762602210045,
-0.03993980213999748,
0.06550154089927673,
-0.08058472722768784,
-0.05575026571750641,
0.04713478684425354,
0.006783277727663517,
-0.11844614893198013,
-0.030084172263741493,
0.06343122571706772,
-0.04425879195332527,
0.011688671074807644,
0.03022075816988945,
-0.050451699644327164,
0.09668491035699844,
-0.08336854726076126,
0.06836676597595215,
0.07003674656152725,
-0.012887957505881786,
-0.039768461138010025,
-0.054895494133234024,
-0.021212687715888023,
0.06392320990562439,
-0.016819121316075325,
-0.0000674145994707942,
-0.0018552172696217895,
0.07171010971069336,
-0.020931480452418327,
0.08166377991437912,
-0.01374848559498787,
0.02663698047399521,
0.05058352276682854,
-0.03718166425824165,
0.07343975454568863,
0.04459802061319351,
0.058349382132291794,
-0.11788184940814972,
-0.08058954775333405,
-0.048689451068639755,
0.07360294461250305,
0.005952045321464539,
-0.03603372350335121,
0.005014319904148579,
0.041051339358091354,
-0.05230390280485153,
-0.11011142283678055,
0.034575339406728745,
-0.0437382236123085,
-0.06086891144514084,
0.015496416948735714,
0.051371604204177856,
-0.07062690705060959,
-0.06291937083005905,
-0.020754225552082062,
0.0009491706732660532,
0.013072784058749676,
0.02819795534014702,
-0.031454820185899734,
-0.03138435631990433,
-3.6613724985916585e-33,
-0.10659517347812653,
-0.005312929395586252,
0.03505921736359596,
0.02374548651278019,
0.013141232542693615,
-0.04138699918985367,
-0.04221000149846077,
-0.02907288260757923,
-0.06131642684340477,
0.007993352599442005,
-0.07166069746017456,
-0.04542992264032364,
-0.025823503732681274,
0.01285752933472395,
0.02425968647003174,
0.04970497265458107,
0.08430872857570648,
0.07725013047456741,
-0.06159771606326103,
0.020963827148079872,
0.03739621117711067,
-0.0375695638358593,
-0.11183570325374603,
0.02891441620886326,
0.05659288167953491,
-0.014125220477581024,
0.03020031563937664,
0.0055079953745007515,
-0.015580515377223492,
-0.04438198730349541,
-0.08417634665966034,
0.03056900016963482,
0.004785718861967325,
-0.07679799199104309,
-0.02889905869960785,
-0.0032629070337861776,
-0.005233640782535076,
-0.06942381709814072,
0.037390392273664474,
0.0014821233926340938,
0.01829390600323677,
0.01917559839785099,
-0.0039009430911391973,
-0.03726331889629364,
-0.10349667072296143,
0.012678410857915878,
-0.008588594384491444,
0.05704909563064575,
-0.008377733640372753,
0.02763451263308525,
0.03294767439365387,
-0.04083413630723953,
0.028725575655698776,
0.020754657685756683,
-0.04667230695486069,
-0.05250714346766472,
0.030988551676273346,
0.019245577976107597,
-0.04636004939675331,
0.012347021140158176,
-0.086891308426857,
-0.015315152704715729,
0.03504462540149689,
0.0327790230512619,
-0.03040763922035694,
-0.10380211472511292,
-0.01506950706243515,
-0.03714058920741081,
-0.0743217021226883,
0.017343414947390556,
0.09877205640077591,
0.04633883014321327,
-0.052207667380571365,
-0.029987042769789696,
0.006530494429171085,
-0.01714598946273327,
0.12464127689599991,
-0.00037205006810836494,
0.008815838024020195,
-0.07150177657604218,
-0.006141807418316603,
0.010500608012080193,
-0.012311970815062523,
-0.016854749992489815,
0.08316107094287872,
0.015872150659561157,
-0.005193416029214859,
0.04136860743165016,
0.026035986840724945,
0.0509035661816597,
0.03759393468499184,
-0.04612467437982559,
-0.0008623792673461139,
-0.04547964408993721,
-0.09047791361808777,
-4.06606126546194e-8,
-0.11711181700229645,
-0.011581676080822945,
-0.05577784776687622,
0.09728428721427917,
0.06130888685584068,
0.11976459622383118,
-0.009465454146265984,
0.05201646685600281,
-0.04090341180562973,
0.04598299786448479,
0.03735055774450302,
0.08064035326242447,
-0.03898801654577255,
0.010586518794298172,
0.04381149262189865,
0.005403560120612383,
-0.053861428052186966,
-0.023874368518590927,
-0.023380041122436523,
-0.03520025312900543,
0.017321307212114334,
0.02986389771103859,
0.0027552738320082426,
0.022116929292678833,
0.0668068677186966,
-0.060810454189777374,
-0.07652858644723892,
0.039639946073293686,
0.008716094307601452,
-0.03009871020913124,
0.00416160374879837,
0.004753530956804752,
-0.09033947438001633,
-0.043028444051742554,
0.009318693540990353,
0.10578475147485733,
-0.022400056943297386,
-0.008819032460451126,
-0.05495275557041168,
-0.011870238929986954,
0.002203859155997634,
0.041000571101903915,
0.022094139829277992,
0.02855854667723179,
-0.003649848746135831,
-0.027694096788764,
-0.01321808435022831,
-0.007203779183328152,
0.015494877472519875,
-0.03723808377981186,
-0.06451958417892456,
-0.08429072052240372,
0.04406913369894028,
0.023532871156930923,
0.009301255457103252,
0.028255144134163857,
-0.01877068541944027,
0.010129562579095364,
0.14502859115600586,
-0.013468123972415924,
0.11215811967849731,
-0.043893180787563324,
-0.013379819691181183,
0.008734287694096565
] | null | null | null | null | null | null | null |
[
0.020815424621105194,
-0.08404622972011566,
-0.014075902290642262,
-0.012416510842740536,
0.10672976821660995,
-0.020328950136899948,
0.1315486878156662,
0.012880233116447926,
0.11066734790802002,
-0.06004904583096504,
0.006989555899053812,
-0.02456756867468357,
0.06551536917686462,
0.030252009630203247,
-0.0012468206696212292,
0.03441035747528076,
0.019930262118577957,
-0.07051536440849304,
-0.08689609915018082,
-0.057652465999126434,
-0.004464398603886366,
-0.0040914155542850494,
0.057339657098054886,
0.024965006858110428,
0.011289174668490887,
-0.01872429810464382,
0.029614510014653206,
0.005369995720684528,
-0.010443043895065784,
0.049107469618320465,
0.005124532617628574,
0.11750920116901398,
-0.01844770461320877,
0.033117085695266724,
-0.10225905478000641,
0.041960448026657104,
-0.028508689254522324,
0.0824648067355156,
0.008806005120277405,
0.009014389477670193,
-0.01592048443853855,
0.016688907518982887,
0.005801788065582514,
0.05624853074550629,
-0.04896150156855583,
0.035812925547361374,
-0.08689437806606293,
0.0785410925745964,
-0.06461803615093231,
0.021524259820580482,
-0.008784635923802853,
-0.053427502512931824,
0.023692118003964424,
0.04025288671255112,
0.005893665831536055,
0.012255723588168621,
-0.056064505130052567,
0.008901271969079971,
0.03629934787750244,
-0.04578477144241333,
-0.01045853178948164,
-0.07044496387243271,
0.009251564741134644,
-0.06225171685218811,
0.02671852521598339,
-0.03881971165537834,
0.022472981363534927,
0.1001967340707779,
-0.016580605879426003,
0.04025750234723091,
0.07458432018756866,
0.05213691294193268,
-0.05488695576786995,
0.09531662613153458,
0.023731354624032974,
0.0206040870398283,
-0.0069815488532185555,
-0.043973408639431,
-0.03458726033568382,
-0.004212325904518366,
-0.0450529083609581,
-0.01162631157785654,
0.013828637078404427,
-0.05623685196042061,
0.05272921919822693,
-0.07482878118753433,
-0.02291882410645485,
-0.040209174156188965,
-0.020051512867212296,
0.008888746611773968,
-0.08437992632389069,
0.03874610364437103,
0.1002577394247055,
-0.05278823897242546,
0.02261023223400116,
0.0037238651420921087,
-0.006305424030870199,
-0.04705866798758507,
0.04108268767595291,
0.10530633479356766,
-0.09137231856584549,
-0.006853513419628143,
0.004946782253682613,
0.004568035714328289,
0.06589015573263168,
0.06457343697547913,
-0.021623989567160606,
0.0626036748290062,
0.06251107901334763,
0.03568530082702637,
-0.057816050946712494,
0.07459895312786102,
-0.025034775957465172,
-0.030821172520518303,
0.10003912448883057,
-0.04067913442850113,
0.14422190189361572,
0.02780728042125702,
0.011277634650468826,
0.0265854150056839,
0.018611980602145195,
-0.0021927428897470236,
0.0012780092656612396,
-0.1150994524359703,
0.017306886613368988,
0.04771893098950386,
-0.14341256022453308,
4.464014735012502e-33,
0.09099637717008591,
-0.0070282574743032455,
-0.019888361915946007,
0.09999118000268936,
-0.0727575272321701,
0.032765522599220276,
-0.06986485421657562,
-0.016570352017879486,
0.0060830689035356045,
-0.07148080319166183,
-0.0029934397898614407,
0.10191845893859863,
0.019967691972851753,
0.006941049825400114,
0.06456417590379715,
-0.04783046618103981,
-0.006321994587779045,
0.022034181281924248,
-0.03976444527506828,
-0.04430185258388519,
0.010787774808704853,
-0.008960433304309845,
0.03411291912198067,
0.01464738417416811,
-0.021710287779569626,
-0.03682330250740051,
0.004639165010303259,
-0.06997359544038773,
0.08224397152662277,
0.030025815591216087,
0.0071402015164494514,
0.01787717081606388,
0.004932468291372061,
-0.021679865196347237,
0.005976298823952675,
0.009360074065625668,
-0.04738762602210045,
-0.03993980213999748,
0.06550154089927673,
-0.08058472722768784,
-0.05575026571750641,
0.04713478684425354,
0.006783277727663517,
-0.11844614893198013,
-0.030084172263741493,
0.06343122571706772,
-0.04425879195332527,
0.011688671074807644,
0.03022075816988945,
-0.050451699644327164,
0.09668491035699844,
-0.08336854726076126,
0.06836676597595215,
0.07003674656152725,
-0.012887957505881786,
-0.039768461138010025,
-0.054895494133234024,
-0.021212687715888023,
0.06392320990562439,
-0.016819121316075325,
-0.0000674145994707942,
-0.0018552172696217895,
0.07171010971069336,
-0.020931480452418327,
0.08166377991437912,
-0.01374848559498787,
0.02663698047399521,
0.05058352276682854,
-0.03718166425824165,
0.07343975454568863,
0.04459802061319351,
0.058349382132291794,
-0.11788184940814972,
-0.08058954775333405,
-0.048689451068639755,
0.07360294461250305,
0.005952045321464539,
-0.03603372350335121,
0.005014319904148579,
0.041051339358091354,
-0.05230390280485153,
-0.11011142283678055,
0.034575339406728745,
-0.0437382236123085,
-0.06086891144514084,
0.015496416948735714,
0.051371604204177856,
-0.07062690705060959,
-0.06291937083005905,
-0.020754225552082062,
0.0009491706732660532,
0.013072784058749676,
0.02819795534014702,
-0.031454820185899734,
-0.03138435631990433,
-3.6613724985916585e-33,
-0.10659517347812653,
-0.005312929395586252,
0.03505921736359596,
0.02374548651278019,
0.013141232542693615,
-0.04138699918985367,
-0.04221000149846077,
-0.02907288260757923,
-0.06131642684340477,
0.007993352599442005,
-0.07166069746017456,
-0.04542992264032364,
-0.025823503732681274,
0.01285752933472395,
0.02425968647003174,
0.04970497265458107,
0.08430872857570648,
0.07725013047456741,
-0.06159771606326103,
0.020963827148079872,
0.03739621117711067,
-0.0375695638358593,
-0.11183570325374603,
0.02891441620886326,
0.05659288167953491,
-0.014125220477581024,
0.03020031563937664,
0.0055079953745007515,
-0.015580515377223492,
-0.04438198730349541,
-0.08417634665966034,
0.03056900016963482,
0.004785718861967325,
-0.07679799199104309,
-0.02889905869960785,
-0.0032629070337861776,
-0.005233640782535076,
-0.06942381709814072,
0.037390392273664474,
0.0014821233926340938,
0.01829390600323677,
0.01917559839785099,
-0.0039009430911391973,
-0.03726331889629364,
-0.10349667072296143,
0.012678410857915878,
-0.008588594384491444,
0.05704909563064575,
-0.008377733640372753,
0.02763451263308525,
0.03294767439365387,
-0.04083413630723953,
0.028725575655698776,
0.020754657685756683,
-0.04667230695486069,
-0.05250714346766472,
0.030988551676273346,
0.019245577976107597,
-0.04636004939675331,
0.012347021140158176,
-0.086891308426857,
-0.015315152704715729,
0.03504462540149689,
0.0327790230512619,
-0.03040763922035694,
-0.10380211472511292,
-0.01506950706243515,
-0.03714058920741081,
-0.0743217021226883,
0.017343414947390556,
0.09877205640077591,
0.04633883014321327,
-0.052207667380571365,
-0.029987042769789696,
0.006530494429171085,
-0.01714598946273327,
0.12464127689599991,
-0.00037205006810836494,
0.008815838024020195,
-0.07150177657604218,
-0.006141807418316603,
0.010500608012080193,
-0.012311970815062523,
-0.016854749992489815,
0.08316107094287872,
0.015872150659561157,
-0.005193416029214859,
0.04136860743165016,
0.026035986840724945,
0.0509035661816597,
0.03759393468499184,
-0.04612467437982559,
-0.0008623792673461139,
-0.04547964408993721,
-0.09047791361808777,
-4.06606126546194e-8,
-0.11711181700229645,
-0.011581676080822945,
-0.05577784776687622,
0.09728428721427917,
0.06130888685584068,
0.11976459622383118,
-0.009465454146265984,
0.05201646685600281,
-0.04090341180562973,
0.04598299786448479,
0.03735055774450302,
0.08064035326242447,
-0.03898801654577255,
0.010586518794298172,
0.04381149262189865,
0.005403560120612383,
-0.053861428052186966,
-0.023874368518590927,
-0.023380041122436523,
-0.03520025312900543,
0.017321307212114334,
0.02986389771103859,
0.0027552738320082426,
0.022116929292678833,
0.0668068677186966,
-0.060810454189777374,
-0.07652858644723892,
0.039639946073293686,
0.008716094307601452,
-0.03009871020913124,
0.00416160374879837,
0.004753530956804752,
-0.09033947438001633,
-0.043028444051742554,
0.009318693540990353,
0.10578475147485733,
-0.022400056943297386,
-0.008819032460451126,
-0.05495275557041168,
-0.011870238929986954,
0.002203859155997634,
0.041000571101903915,
0.022094139829277992,
0.02855854667723179,
-0.003649848746135831,
-0.027694096788764,
-0.01321808435022831,
-0.007203779183328152,
0.015494877472519875,
-0.03723808377981186,
-0.06451958417892456,
-0.08429072052240372,
0.04406913369894028,
0.023532871156930923,
0.009301255457103252,
0.028255144134163857,
-0.01877068541944027,
0.010129562579095364,
0.14502859115600586,
-0.013468123972415924,
0.11215811967849731,
-0.043893180787563324,
-0.013379819691181183,
0.008734287694096565
] |
1402.5444
|
Aurora Pribram-Jones
|
Aurora Pribram-Jones, Zeng-hui Yang, John R. Trail, Kieron Burke,
Richard J. Needs, Carsten A. Ullrich
|
Excitations and benchmark ensemble density functional theory for two
electrons
|
15 pages, supplemental material pdf
|
J. Chem. Phys. 140, 18A541 (2014)
|
10.1063/1.4872255
| null |
physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A new method for extracting ensemble Kohn-Sham potentials from accurate
excited state densities is applied to a variety of two electron systems,
exploring the behavior of exact ensemble density functional theory. The issue
of separating the Hartree energy and the choice of degenerate eigenstates is
explored. A new approximation, spin eigenstate Hartree-exchange (SEHX), is
derived. Exact conditions that are proven include the signs of the correlation
energy components, the virial theorem for both exchange and correlation, and
the asymptotic behavior of the potential for small weights of the excited
states. Many energy components are given as a function of the weights for two
electrons in a one-dimensional flat box, in a box with a large barrier to
create charge transfer excitations, in a three-dimensional harmonic well
(Hooke's atom), and for the He atom singlet-triplet ensemble,
singlet-triplet-singlet ensemble, and triplet bi-ensemble.
|
[
{
"created": "Fri, 21 Feb 2014 23:00:09 GMT",
"version": "v1"
},
{
"created": "Tue, 25 Feb 2014 01:40:06 GMT",
"version": "v2"
}
] |
2014-06-02
|
[
[
"Pribram-Jones",
"Aurora",
""
],
[
"Yang",
"Zeng-hui",
""
],
[
"Trail",
"John R.",
""
],
[
"Burke",
"Kieron",
""
],
[
"Needs",
"Richard J.",
""
],
[
"Ullrich",
"Carsten A.",
""
]
] |
[
-0.061508603394031525,
0.06059469282627106,
-0.02715536393225193,
0.029669716954231262,
0.021771308034658432,
0.0038814961444586515,
-0.021140720695257187,
-0.04425652697682381,
0.00031808606581762433,
-0.015250110067427158,
-0.056411467492580414,
-0.05999103933572769,
-0.02228459157049656,
-0.06339822709560394,
0.056335803121328354,
-0.03216250240802765,
-0.05590975657105446,
-0.03311160206794739,
-0.0027957505080848932,
0.07604527473449707,
0.049845822155475616,
-0.05482763051986694,
0.03181489184498787,
-0.03385628014802933,
0.06514248251914978,
-0.030201831832528114,
0.09795010089874268,
0.0367281399667263,
-0.07390020787715912,
-0.05774831771850586,
0.1120142936706543,
-0.004272741731256247,
-0.02356916107237339,
-0.05385999381542206,
-0.0615125335752964,
0.0493183434009552,
-0.03060474991798401,
0.02263662777841091,
0.04917987063527107,
0.03089146502315998,
0.02389020100235939,
0.11394523084163666,
0.030527235940098763,
-0.015055717900395393,
-0.057029999792575836,
-0.07404260337352753,
0.032332345843315125,
-0.06757371127605438,
-0.00955415889620781,
-0.081154964864254,
0.11352278292179108,
0.054121650755405426,
-0.02027554251253605,
0.046761006116867065,
-0.02411957085132599,
0.10498475283384323,
0.03501203656196594,
-0.04154295101761818,
-0.06614607572555542,
-0.057838961482048035,
-0.003078723093494773,
0.004765751305967569,
0.005983131472021341,
0.00823495164513588,
0.10428968816995621,
-0.03066888637840748,
0.06253312528133392,
0.017730291932821274,
0.008150187321007252,
-0.0523250475525856,
-0.08590260148048401,
-0.025935625657439232,
-0.036794114857912064,
-0.04762266203761101,
0.08521397411823273,
-0.02458014152944088,
-0.006467966362833977,
0.0015021582366898656,
0.029491402208805084,
0.02052294835448265,
-0.08049468696117401,
0.013501372188329697,
-0.022433778271079063,
-0.0834757387638092,
0.06133723631501198,
0.07042395323514938,
-0.1346650868654251,
0.016382385045289993,
-0.05077619478106499,
-0.05890922248363495,
-0.015449260361492634,
-0.037312764674425125,
-0.012593982741236687,
0.005347191821783781,
0.031562451273202896,
0.031101668253540993,
0.054133448749780655,
0.04130837693810463,
0.028448166325688362,
0.042259812355041504,
0.0800236240029335,
0.0074430592358112335,
0.04558408260345459,
-0.06417196989059448,
-0.014756852760910988,
-0.02208464778959751,
0.04832259938120842,
0.040267910808324814,
-0.06435496360063553,
0.009784866124391556,
0.05654408037662506,
-0.12094999849796295,
0.05618714541196823,
0.025923173874616623,
-0.061888303607702255,
0.11981585621833801,
-0.012942112982273102,
0.02543049305677414,
0.0018097623251378536,
0.026709025725722313,
0.004046580288559198,
-0.0028590017464011908,
0.028863299638032913,
0.05374825373291969,
-0.013399560935795307,
0.03703127056360245,
-0.09021949023008347,
2.5283162488989404e-33,
0.028363043442368507,
-0.043093856424093246,
0.025003235787153244,
0.0760837197303772,
-0.01972980983555317,
0.00450857263058424,
0.0297559667378664,
-0.08544237166643143,
-0.08636433631181717,
0.013219991698861122,
-0.041287023574113846,
0.059682123363018036,
0.16858363151550293,
0.01991269364953041,
-0.0674363449215889,
0.009979377500712872,
-0.06871359795331955,
0.01644258014857769,
0.046834539622068405,
-0.05286276340484619,
0.10902173817157745,
0.048600174486637115,
0.020181456580758095,
0.04179147630929947,
-0.04946984723210335,
-0.0515005849301815,
0.068644680082798,
-0.020891699939966202,
-0.06350286304950714,
-0.006664218381047249,
0.0521690808236599,
0.015398644842207432,
-0.0202528964728117,
-0.005922079086303711,
0.0682535469532013,
-0.020835330709815025,
-0.014798940159380436,
-0.05313597619533539,
0.0135886799544096,
-0.08612611889839172,
-0.04792887717485428,
-0.02871176041662693,
0.02667444758117199,
-0.0113138472661376,
-0.05608251690864563,
0.0540434867143631,
0.06882412731647491,
-0.06771758198738098,
0.021172013133764267,
0.018513478338718414,
-0.030471155419945717,
-0.06679559499025345,
0.019577326253056526,
0.06441991031169891,
-0.043464064598083496,
0.05665462836623192,
0.04442153498530388,
0.030911201611161232,
0.12091570347547531,
0.027176769450306892,
-0.04274126514792442,
0.08422468602657318,
-0.017207039520144463,
-0.05877741798758507,
0.006532525178045034,
0.05656833201646805,
-0.06411482393741608,
-0.06655202805995941,
-0.005561235826462507,
0.02158707194030285,
0.09174317121505737,
0.07629001140594482,
0.050637491047382355,
-0.09503163397312164,
0.10966917872428894,
0.0006702859536744654,
-0.05846503749489784,
-0.04948936402797699,
-0.01637999154627323,
-0.0012458174023777246,
0.0042016031220555305,
-0.04810478538274765,
-0.03830356523394585,
-0.02254403382539749,
-0.03912708908319473,
-0.1203739196062088,
-0.07257001847028732,
-0.021748358383774757,
0.0018441398860886693,
0.06409505754709244,
-0.02487812377512455,
-0.048753708600997925,
0.03593115136027336,
-0.12035945057868958,
-0.03966446965932846,
-3.1061461090799826e-33,
0.01440327800810337,
0.02625925838947296,
0.006587744224816561,
-0.03637126460671425,
0.04335753247141838,
0.04921111837029457,
-0.010017973370850086,
0.06173763796687126,
0.020543228834867477,
-0.04498108848929405,
0.04064764827489853,
0.061429303139448166,
0.02379920892417431,
-0.008707850240170956,
0.08348994702100754,
0.02466374821960926,
-0.02015519328415394,
0.042284369468688965,
0.1073773205280304,
0.0062147690914571285,
0.012243221513926983,
-0.033332500606775284,
0.0005173624376766384,
0.039366696029901505,
-0.017961999401450157,
-0.005349710118025541,
0.02413737028837204,
-0.00964327808469534,
0.015168038196861744,
0.04207667335867882,
-0.009459222666919231,
0.010802265256643295,
-0.088194839656353,
0.12353179603815079,
-0.11828858405351639,
0.023364439606666565,
-0.005930392537266016,
0.005525818094611168,
-0.040277231484651566,
0.07623352110385895,
-0.0696980208158493,
-0.018839383497834206,
0.05024424567818642,
-0.022690823301672935,
0.035747651010751724,
-0.0253471489995718,
-0.08932918310165405,
0.05233968794345856,
-0.01619286648929119,
0.01977715827524662,
-0.017580866813659668,
-0.00843724887818098,
-0.04098183289170265,
0.01114609744399786,
-0.039553843438625336,
0.051372040063142776,
0.020436134189367294,
0.022211730480194092,
0.09529716521501541,
-0.08808743953704834,
-0.04919906333088875,
0.0011924487771466374,
0.0283869169652462,
0.0391605980694294,
-0.04275215044617653,
-0.09734738618135452,
-0.029526816681027412,
-0.041668765246868134,
0.07030090689659119,
0.023345423862338066,
-0.032558929175138474,
-0.011447091586887836,
0.03829137980937958,
-0.060759153217077255,
0.004723832011222839,
-0.0645463615655899,
0.0035969296004623175,
-0.07608073204755783,
0.004291377495974302,
-0.018003342673182487,
-0.01391610223799944,
0.003981372807174921,
0.030059125274419785,
-0.027909984812140465,
0.09583592414855957,
-0.04912542179226875,
0.012256249785423279,
0.011662331409752369,
0.006400497164577246,
-0.08824899047613144,
0.01513846218585968,
-0.0007715094834566116,
0.05383344367146492,
0.039746079593896866,
0.05796273052692413,
-5.249724566169789e-8,
0.038468316197395325,
-0.05637704208493233,
-0.04786424711346626,
0.05155006796121597,
0.02860589697957039,
0.03589422255754471,
0.0031389514915645123,
-0.03528326004743576,
0.03779105842113495,
0.008906455710530281,
0.10819105058908463,
-0.03047996014356613,
-0.058903273195028305,
-0.0640232264995575,
0.03738989308476448,
-0.016802914440631866,
-0.03838950768113136,
0.07990342378616333,
-0.06704103946685791,
-0.022342290729284286,
0.04931938275694847,
-0.000746512261684984,
-0.012294333428144455,
0.06072774901986122,
0.03715304285287857,
0.06975360214710236,
-0.06761104613542557,
-0.09025026112794876,
-0.003993576392531395,
0.024194199591875076,
-0.06829389184713364,
0.036103542894124985,
0.05429738387465477,
0.06007775291800499,
0.016164233908057213,
-0.0023085379507392645,
-0.02540229633450508,
0.07209211587905884,
-0.042383015155792236,
0.0829395055770874,
-0.039169345051050186,
-0.05436944216489792,
0.041181135922670364,
0.0206946711987257,
0.036054566502571106,
-0.014045998454093933,
-0.025733131915330887,
0.013930633664131165,
0.08081631362438202,
-0.0019493664149194956,
-0.03299962356686592,
0.006625335197895765,
-0.015303369611501694,
0.027210980653762817,
-0.04006244242191315,
0.010346568189561367,
-0.1131453737616539,
-0.03721007704734802,
0.029426969587802887,
0.048527251929044724,
0.0879463404417038,
0.015609415248036385,
-0.006192108616232872,
0.012269066646695137
] | null | null | null | null | null | null | null |
[
-0.061508603394031525,
0.06059469282627106,
-0.02715536393225193,
0.029669716954231262,
0.021771308034658432,
0.0038814961444586515,
-0.021140720695257187,
-0.04425652697682381,
0.00031808606581762433,
-0.015250110067427158,
-0.056411467492580414,
-0.05999103933572769,
-0.02228459157049656,
-0.06339822709560394,
0.056335803121328354,
-0.03216250240802765,
-0.05590975657105446,
-0.03311160206794739,
-0.0027957505080848932,
0.07604527473449707,
0.049845822155475616,
-0.05482763051986694,
0.03181489184498787,
-0.03385628014802933,
0.06514248251914978,
-0.030201831832528114,
0.09795010089874268,
0.0367281399667263,
-0.07390020787715912,
-0.05774831771850586,
0.1120142936706543,
-0.004272741731256247,
-0.02356916107237339,
-0.05385999381542206,
-0.0615125335752964,
0.0493183434009552,
-0.03060474991798401,
0.02263662777841091,
0.04917987063527107,
0.03089146502315998,
0.02389020100235939,
0.11394523084163666,
0.030527235940098763,
-0.015055717900395393,
-0.057029999792575836,
-0.07404260337352753,
0.032332345843315125,
-0.06757371127605438,
-0.00955415889620781,
-0.081154964864254,
0.11352278292179108,
0.054121650755405426,
-0.02027554251253605,
0.046761006116867065,
-0.02411957085132599,
0.10498475283384323,
0.03501203656196594,
-0.04154295101761818,
-0.06614607572555542,
-0.057838961482048035,
-0.003078723093494773,
0.004765751305967569,
0.005983131472021341,
0.00823495164513588,
0.10428968816995621,
-0.03066888637840748,
0.06253312528133392,
0.017730291932821274,
0.008150187321007252,
-0.0523250475525856,
-0.08590260148048401,
-0.025935625657439232,
-0.036794114857912064,
-0.04762266203761101,
0.08521397411823273,
-0.02458014152944088,
-0.006467966362833977,
0.0015021582366898656,
0.029491402208805084,
0.02052294835448265,
-0.08049468696117401,
0.013501372188329697,
-0.022433778271079063,
-0.0834757387638092,
0.06133723631501198,
0.07042395323514938,
-0.1346650868654251,
0.016382385045289993,
-0.05077619478106499,
-0.05890922248363495,
-0.015449260361492634,
-0.037312764674425125,
-0.012593982741236687,
0.005347191821783781,
0.031562451273202896,
0.031101668253540993,
0.054133448749780655,
0.04130837693810463,
0.028448166325688362,
0.042259812355041504,
0.0800236240029335,
0.0074430592358112335,
0.04558408260345459,
-0.06417196989059448,
-0.014756852760910988,
-0.02208464778959751,
0.04832259938120842,
0.040267910808324814,
-0.06435496360063553,
0.009784866124391556,
0.05654408037662506,
-0.12094999849796295,
0.05618714541196823,
0.025923173874616623,
-0.061888303607702255,
0.11981585621833801,
-0.012942112982273102,
0.02543049305677414,
0.0018097623251378536,
0.026709025725722313,
0.004046580288559198,
-0.0028590017464011908,
0.028863299638032913,
0.05374825373291969,
-0.013399560935795307,
0.03703127056360245,
-0.09021949023008347,
2.5283162488989404e-33,
0.028363043442368507,
-0.043093856424093246,
0.025003235787153244,
0.0760837197303772,
-0.01972980983555317,
0.00450857263058424,
0.0297559667378664,
-0.08544237166643143,
-0.08636433631181717,
0.013219991698861122,
-0.041287023574113846,
0.059682123363018036,
0.16858363151550293,
0.01991269364953041,
-0.0674363449215889,
0.009979377500712872,
-0.06871359795331955,
0.01644258014857769,
0.046834539622068405,
-0.05286276340484619,
0.10902173817157745,
0.048600174486637115,
0.020181456580758095,
0.04179147630929947,
-0.04946984723210335,
-0.0515005849301815,
0.068644680082798,
-0.020891699939966202,
-0.06350286304950714,
-0.006664218381047249,
0.0521690808236599,
0.015398644842207432,
-0.0202528964728117,
-0.005922079086303711,
0.0682535469532013,
-0.020835330709815025,
-0.014798940159380436,
-0.05313597619533539,
0.0135886799544096,
-0.08612611889839172,
-0.04792887717485428,
-0.02871176041662693,
0.02667444758117199,
-0.0113138472661376,
-0.05608251690864563,
0.0540434867143631,
0.06882412731647491,
-0.06771758198738098,
0.021172013133764267,
0.018513478338718414,
-0.030471155419945717,
-0.06679559499025345,
0.019577326253056526,
0.06441991031169891,
-0.043464064598083496,
0.05665462836623192,
0.04442153498530388,
0.030911201611161232,
0.12091570347547531,
0.027176769450306892,
-0.04274126514792442,
0.08422468602657318,
-0.017207039520144463,
-0.05877741798758507,
0.006532525178045034,
0.05656833201646805,
-0.06411482393741608,
-0.06655202805995941,
-0.005561235826462507,
0.02158707194030285,
0.09174317121505737,
0.07629001140594482,
0.050637491047382355,
-0.09503163397312164,
0.10966917872428894,
0.0006702859536744654,
-0.05846503749489784,
-0.04948936402797699,
-0.01637999154627323,
-0.0012458174023777246,
0.0042016031220555305,
-0.04810478538274765,
-0.03830356523394585,
-0.02254403382539749,
-0.03912708908319473,
-0.1203739196062088,
-0.07257001847028732,
-0.021748358383774757,
0.0018441398860886693,
0.06409505754709244,
-0.02487812377512455,
-0.048753708600997925,
0.03593115136027336,
-0.12035945057868958,
-0.03966446965932846,
-3.1061461090799826e-33,
0.01440327800810337,
0.02625925838947296,
0.006587744224816561,
-0.03637126460671425,
0.04335753247141838,
0.04921111837029457,
-0.010017973370850086,
0.06173763796687126,
0.020543228834867477,
-0.04498108848929405,
0.04064764827489853,
0.061429303139448166,
0.02379920892417431,
-0.008707850240170956,
0.08348994702100754,
0.02466374821960926,
-0.02015519328415394,
0.042284369468688965,
0.1073773205280304,
0.0062147690914571285,
0.012243221513926983,
-0.033332500606775284,
0.0005173624376766384,
0.039366696029901505,
-0.017961999401450157,
-0.005349710118025541,
0.02413737028837204,
-0.00964327808469534,
0.015168038196861744,
0.04207667335867882,
-0.009459222666919231,
0.010802265256643295,
-0.088194839656353,
0.12353179603815079,
-0.11828858405351639,
0.023364439606666565,
-0.005930392537266016,
0.005525818094611168,
-0.040277231484651566,
0.07623352110385895,
-0.0696980208158493,
-0.018839383497834206,
0.05024424567818642,
-0.022690823301672935,
0.035747651010751724,
-0.0253471489995718,
-0.08932918310165405,
0.05233968794345856,
-0.01619286648929119,
0.01977715827524662,
-0.017580866813659668,
-0.00843724887818098,
-0.04098183289170265,
0.01114609744399786,
-0.039553843438625336,
0.051372040063142776,
0.020436134189367294,
0.022211730480194092,
0.09529716521501541,
-0.08808743953704834,
-0.04919906333088875,
0.0011924487771466374,
0.0283869169652462,
0.0391605980694294,
-0.04275215044617653,
-0.09734738618135452,
-0.029526816681027412,
-0.041668765246868134,
0.07030090689659119,
0.023345423862338066,
-0.032558929175138474,
-0.011447091586887836,
0.03829137980937958,
-0.060759153217077255,
0.004723832011222839,
-0.0645463615655899,
0.0035969296004623175,
-0.07608073204755783,
0.004291377495974302,
-0.018003342673182487,
-0.01391610223799944,
0.003981372807174921,
0.030059125274419785,
-0.027909984812140465,
0.09583592414855957,
-0.04912542179226875,
0.012256249785423279,
0.011662331409752369,
0.006400497164577246,
-0.08824899047613144,
0.01513846218585968,
-0.0007715094834566116,
0.05383344367146492,
0.039746079593896866,
0.05796273052692413,
-5.249724566169789e-8,
0.038468316197395325,
-0.05637704208493233,
-0.04786424711346626,
0.05155006796121597,
0.02860589697957039,
0.03589422255754471,
0.0031389514915645123,
-0.03528326004743576,
0.03779105842113495,
0.008906455710530281,
0.10819105058908463,
-0.03047996014356613,
-0.058903273195028305,
-0.0640232264995575,
0.03738989308476448,
-0.016802914440631866,
-0.03838950768113136,
0.07990342378616333,
-0.06704103946685791,
-0.022342290729284286,
0.04931938275694847,
-0.000746512261684984,
-0.012294333428144455,
0.06072774901986122,
0.03715304285287857,
0.06975360214710236,
-0.06761104613542557,
-0.09025026112794876,
-0.003993576392531395,
0.024194199591875076,
-0.06829389184713364,
0.036103542894124985,
0.05429738387465477,
0.06007775291800499,
0.016164233908057213,
-0.0023085379507392645,
-0.02540229633450508,
0.07209211587905884,
-0.042383015155792236,
0.0829395055770874,
-0.039169345051050186,
-0.05436944216489792,
0.041181135922670364,
0.0206946711987257,
0.036054566502571106,
-0.014045998454093933,
-0.025733131915330887,
0.013930633664131165,
0.08081631362438202,
-0.0019493664149194956,
-0.03299962356686592,
0.006625335197895765,
-0.015303369611501694,
0.027210980653762817,
-0.04006244242191315,
0.010346568189561367,
-0.1131453737616539,
-0.03721007704734802,
0.029426969587802887,
0.048527251929044724,
0.0879463404417038,
0.015609415248036385,
-0.006192108616232872,
0.012269066646695137
] |
1402.5448
|
Imran Mohamed
|
Imran Mohamed, Giampaolo Pisano, and Ming Wah Ng
|
W-Band Pancharatnam Half Wave Plate Based on Negative Refractive Index
Metamaterials
|
7 pages, 10 figures. Accepted on 2014-02-18 for publication in
Applied Optics. This paper is made available as an electronic reprint with
the permission of OSA
|
Applied Optics, Vol. 53, Issue 10, pp. 2001-2006 (2014)
|
10.1364/AO.53.002001
|
uk-ac-man-scw:225266
|
physics.ins-det astro-ph.IM physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Electromagnetic metamaterials, made from arrangements of subwavelength sized
structures, can be used to manipulate radiation. Designing metamaterials that
have a positive refractive index along one axis and a negative refractive index
along the orthogonal axis can result in birefringences, $\Delta n>1$. The
effect can be used to create wave plates with subwavelength thicknesses.
Previous attempts at making wave plates in this way have resulted in very
narrow usable bandwidths. In this paper, we use the Pancharatnam method to
increase the usable bandwidth. A combination of Finite Element Method and
Transmission Line models were used to optimise the final design. Experimental
results are compared to the modelled data.
|
[
{
"created": "Fri, 21 Feb 2014 23:31:47 GMT",
"version": "v1"
}
] |
2015-01-07
|
[
[
"Mohamed",
"Imran",
""
],
[
"Pisano",
"Giampaolo",
""
],
[
"Ng",
"Ming Wah",
""
]
] |
[
0.0219249464571476,
0.0542578399181366,
0.010079058818519115,
-0.09578757733106613,
-0.08083617687225342,
-0.09718379378318787,
-0.013617563992738724,
0.0884348601102829,
-0.1170310378074646,
-0.007679949048906565,
-0.01944674737751484,
-0.02681465446949005,
-0.023738471791148186,
0.012814102694392204,
0.042331989854574203,
0.009248272515833378,
0.042533159255981445,
-0.08140834420919418,
-0.004644528031349182,
0.05727408826351166,
0.06830339878797531,
-0.051490869373083115,
-0.06783317029476166,
-0.1179174929857254,
-0.006971870549023151,
-0.04238830879330635,
-0.009272570721805096,
-0.008246451616287231,
0.013397554866969585,
0.009499028325080872,
0.03925827890634537,
0.022178933024406433,
-0.07193373143672943,
-0.035831939429044724,
-0.05606767162680626,
-0.06261557340621948,
0.04408424720168114,
0.05043961480259895,
-0.0537857711315155,
0.10535602271556854,
-0.00923705194145441,
0.03284793347120285,
-0.009453348815441132,
-0.00974148791283369,
0.017489861696958542,
-0.05298130214214325,
-0.0649842768907547,
-0.02484969235956669,
0.003784213215112686,
-0.014720200560986996,
-0.03103514388203621,
0.021558813750743866,
-0.07088859379291534,
0.09859514236450195,
0.04812001809477806,
-0.010610650293529034,
-0.013958954252302647,
-0.03823021799325943,
-0.028916114941239357,
0.007223112042993307,
-0.02756701409816742,
-0.04834596440196037,
-0.0355399027466774,
-0.1008777841925621,
-0.009016375057399273,
-0.0011870957678183913,
-0.06881340593099594,
0.028781911358237267,
-0.03492172062397003,
0.03234679996967316,
0.07598516345024109,
-0.0007772435783408582,
0.01166938990354538,
0.018997959792613983,
0.025461576879024506,
0.05869530886411667,
0.04097866266965866,
0.11965211480855942,
0.011285490356385708,
-0.030193880200386047,
-0.11302317678928375,
0.0019893026910722256,
-0.06341321766376495,
-0.018421009182929993,
-0.02806069143116474,
0.01742732524871826,
-0.051266130059957504,
-0.0009774096542969346,
-0.011345380917191505,
-0.031033337116241455,
0.06402578204870224,
0.10403960943222046,
-0.05808906629681587,
-0.07394906878471375,
-0.022566689178347588,
0.01656084507703781,
-0.0886368453502655,
-0.07563327252864838,
-0.029694054275751114,
0.058564428240060806,
0.0594920739531517,
0.010576230473816395,
-0.04002024233341217,
0.06066031754016876,
-0.0961729884147644,
-0.0005131144425831735,
0.032620519399642944,
0.09293566644191742,
-0.07875180244445801,
-0.041587237268686295,
0.07172989100217819,
0.0025824448093771935,
-0.02096213772892952,
-0.06596987694501877,
0.011788743548095226,
-0.0013723151059821248,
-0.007584604434669018,
0.042079824954271317,
0.05138947814702988,
0.03970183804631233,
0.05775727704167366,
0.04735001549124718,
-0.018702054396271706,
0.09789866209030151,
0.033083412796258926,
0.03617199882864952,
0.033837899565696716,
1.8750135902523608e-33,
-0.006446894723922014,
0.17182554304599762,
0.015709606930613518,
0.03365179896354675,
0.05855674296617508,
-0.02541515976190567,
0.028460590168833733,
0.10244090855121613,
0.011504684574902058,
-0.05480177327990532,
-0.003436178667470813,
-0.0036936942487955093,
-0.09326786547899246,
0.019766930490732193,
0.05149933323264122,
-0.042684055864810944,
-0.010749920271337032,
0.02324092388153076,
-0.02340066060423851,
-0.000510601734276861,
0.015322504565119743,
-0.030739905312657356,
0.10628651082515717,
-0.0003160265914630145,
-0.04382940009236336,
-0.0284570325165987,
-0.024080915376544,
0.00726768234744668,
-0.06555205583572388,
0.026208341121673584,
0.00500977598130703,
0.03411092609167099,
0.13279776275157928,
0.007730027195066214,
-0.0013331513619050384,
0.04515129700303078,
-0.012983241118490696,
0.01909991167485714,
0.006579648703336716,
0.050573915243148804,
0.052114591002464294,
0.033729832619428635,
0.1285710334777832,
0.049777042120695114,
-0.025307347998023033,
-0.0719461441040039,
-0.013188839890062809,
-0.0033794555347412825,
0.00713193928822875,
0.08432569354772568,
0.010974395088851452,
-0.021882176399230957,
-0.01408158615231514,
0.05771990865468979,
0.06564518809318542,
0.03735607862472534,
-0.02241775393486023,
0.05764586851000786,
0.005721704103052616,
-0.06337593495845795,
0.006996802520006895,
-0.03545794263482094,
0.03251184523105621,
0.04847635701298714,
0.07692144811153412,
-0.04994560405611992,
0.07744809985160828,
-0.00951111689209938,
-0.08279768377542496,
-0.044337160885334015,
0.008990822359919548,
-0.012175510637462139,
-0.0024712998420000076,
0.05122983828186989,
-0.009434649720788002,
-0.056347254663705826,
-0.03810085728764534,
-0.029185250401496887,
0.01985156163573265,
-0.03407564014196396,
-0.04828064143657684,
0.09704139828681946,
-0.05475631356239319,
-0.10894998908042908,
-0.010014046914875507,
0.02158469147980213,
0.07621603459119797,
-0.015765918418765068,
-0.013718256726861,
-0.10059435665607452,
-0.01805855892598629,
0.03787838667631149,
0.09358531981706619,
-0.0344773568212986,
0.003422552952542901,
-2.7456309915614105e-33,
-0.06366971880197525,
-0.005578935146331787,
-0.00705132307484746,
-0.0473255030810833,
0.06001388281583786,
0.0025269854813814163,
0.04779224470257759,
0.05196133255958557,
-0.0251935888081789,
0.047186970710754395,
0.05927430838346481,
0.03397268429398537,
-0.00005422400499810465,
-0.033370766788721085,
-0.0861399844288826,
0.009495237842202187,
0.06851489096879959,
-0.0483056977391243,
0.03552483394742012,
-0.07055877894163132,
-0.018193474039435387,
-0.018202219158411026,
0.04140213876962662,
0.08754181861877441,
-0.0063105798326432705,
-0.03120340406894684,
0.022101081907749176,
-0.060725316405296326,
0.01096318569034338,
0.021194061264395714,
-0.06769648939371109,
0.08436036854982376,
0.025775931775569916,
-0.02231558971107006,
0.0489194318652153,
0.07706301659345627,
0.025475218892097473,
0.0786757543683052,
0.07073336094617844,
-0.0503196157515049,
-0.026183506473898888,
0.05772775039076805,
0.06985615938901901,
-0.08181523531675339,
-0.09001516550779343,
-0.045534469187259674,
-0.05227202549576759,
0.0006607477553188801,
-0.030363330617547035,
-0.05594061315059662,
-0.04026409611105919,
-0.04645322263240814,
0.05278145894408226,
-0.06814126670360565,
-0.027350490912795067,
-0.04611430689692497,
-0.030515240505337715,
-0.022640114650130272,
0.06978879123926163,
0.03969908505678177,
-0.010002492927014828,
-0.02045498602092266,
-0.013417483307421207,
-0.07870607823133469,
0.04953339695930481,
0.07561375200748444,
-0.0016626717988401651,
-0.06304627656936646,
-0.06309483200311661,
0.033619631081819534,
-0.05323135480284691,
-0.009475687518715858,
-0.0069335103034973145,
-0.02263527363538742,
-0.05483327433466911,
-0.060709234327077866,
0.03745068982243538,
0.0808182805776596,
-0.062222059816122055,
0.08527164161205292,
0.00469400268048048,
0.06372449547052383,
-0.029041415080428123,
-0.03825952857732773,
-0.06502394378185272,
-0.04070115461945534,
-0.03039637953042984,
0.05051654577255249,
-0.04166897013783455,
0.04999152943491936,
-0.006929605267941952,
-0.022561248391866684,
0.09256095439195633,
0.01926242932677269,
0.03613777831196785,
-4.287322141749428e-8,
0.07763797044754028,
-0.039501022547483444,
-0.0040362123399972916,
0.006795110646635294,
-0.07170520722866058,
-0.03247055411338806,
-0.11010033637285233,
-0.10479104518890381,
0.030714040622115135,
-0.11545853316783905,
0.009881379082798958,
0.021176794543862343,
-0.010341521352529526,
0.08294209837913513,
-0.05619366839528084,
0.009482950903475285,
0.06030174717307091,
-0.0113685866817832,
-0.004594817757606506,
-0.029348863288760185,
-0.047645967453718185,
0.03686197102069855,
0.018669692799448967,
-0.02620304562151432,
0.02390146069228649,
0.059319645166397095,
-0.04390570521354675,
0.035331644117832184,
0.05500702187418938,
0.055440496653318405,
-0.004542490933090448,
0.0005350332357920706,
0.03004402108490467,
0.10582781583070755,
0.0004658156249206513,
-0.061367474496364594,
-0.07065212726593018,
-0.010165243409574032,
-0.050081998109817505,
-0.03610267490148544,
0.13446664810180664,
0.07966281473636627,
0.012090037576854229,
-0.03101629763841629,
0.05385322496294975,
0.005963314790278673,
0.006771828513592482,
0.02283356338739395,
-0.05011952668428421,
0.06374487280845642,
-0.009890244342386723,
0.03548339381814003,
-0.012281633913516998,
-0.03247503936290741,
-0.040355294942855835,
-0.02820459194481373,
0.011447354219853878,
-0.00889046024531126,
0.015747010707855225,
-0.0794733464717865,
-0.014099597930908203,
0.040351081639528275,
0.011580035090446472,
0.08141878247261047
] | null | null | null | null | null | null | null |
[
0.0219249464571476,
0.0542578399181366,
0.010079058818519115,
-0.09578757733106613,
-0.08083617687225342,
-0.09718379378318787,
-0.013617563992738724,
0.0884348601102829,
-0.1170310378074646,
-0.007679949048906565,
-0.01944674737751484,
-0.02681465446949005,
-0.023738471791148186,
0.012814102694392204,
0.042331989854574203,
0.009248272515833378,
0.042533159255981445,
-0.08140834420919418,
-0.004644528031349182,
0.05727408826351166,
0.06830339878797531,
-0.051490869373083115,
-0.06783317029476166,
-0.1179174929857254,
-0.006971870549023151,
-0.04238830879330635,
-0.009272570721805096,
-0.008246451616287231,
0.013397554866969585,
0.009499028325080872,
0.03925827890634537,
0.022178933024406433,
-0.07193373143672943,
-0.035831939429044724,
-0.05606767162680626,
-0.06261557340621948,
0.04408424720168114,
0.05043961480259895,
-0.0537857711315155,
0.10535602271556854,
-0.00923705194145441,
0.03284793347120285,
-0.009453348815441132,
-0.00974148791283369,
0.017489861696958542,
-0.05298130214214325,
-0.0649842768907547,
-0.02484969235956669,
0.003784213215112686,
-0.014720200560986996,
-0.03103514388203621,
0.021558813750743866,
-0.07088859379291534,
0.09859514236450195,
0.04812001809477806,
-0.010610650293529034,
-0.013958954252302647,
-0.03823021799325943,
-0.028916114941239357,
0.007223112042993307,
-0.02756701409816742,
-0.04834596440196037,
-0.0355399027466774,
-0.1008777841925621,
-0.009016375057399273,
-0.0011870957678183913,
-0.06881340593099594,
0.028781911358237267,
-0.03492172062397003,
0.03234679996967316,
0.07598516345024109,
-0.0007772435783408582,
0.01166938990354538,
0.018997959792613983,
0.025461576879024506,
0.05869530886411667,
0.04097866266965866,
0.11965211480855942,
0.011285490356385708,
-0.030193880200386047,
-0.11302317678928375,
0.0019893026910722256,
-0.06341321766376495,
-0.018421009182929993,
-0.02806069143116474,
0.01742732524871826,
-0.051266130059957504,
-0.0009774096542969346,
-0.011345380917191505,
-0.031033337116241455,
0.06402578204870224,
0.10403960943222046,
-0.05808906629681587,
-0.07394906878471375,
-0.022566689178347588,
0.01656084507703781,
-0.0886368453502655,
-0.07563327252864838,
-0.029694054275751114,
0.058564428240060806,
0.0594920739531517,
0.010576230473816395,
-0.04002024233341217,
0.06066031754016876,
-0.0961729884147644,
-0.0005131144425831735,
0.032620519399642944,
0.09293566644191742,
-0.07875180244445801,
-0.041587237268686295,
0.07172989100217819,
0.0025824448093771935,
-0.02096213772892952,
-0.06596987694501877,
0.011788743548095226,
-0.0013723151059821248,
-0.007584604434669018,
0.042079824954271317,
0.05138947814702988,
0.03970183804631233,
0.05775727704167366,
0.04735001549124718,
-0.018702054396271706,
0.09789866209030151,
0.033083412796258926,
0.03617199882864952,
0.033837899565696716,
1.8750135902523608e-33,
-0.006446894723922014,
0.17182554304599762,
0.015709606930613518,
0.03365179896354675,
0.05855674296617508,
-0.02541515976190567,
0.028460590168833733,
0.10244090855121613,
0.011504684574902058,
-0.05480177327990532,
-0.003436178667470813,
-0.0036936942487955093,
-0.09326786547899246,
0.019766930490732193,
0.05149933323264122,
-0.042684055864810944,
-0.010749920271337032,
0.02324092388153076,
-0.02340066060423851,
-0.000510601734276861,
0.015322504565119743,
-0.030739905312657356,
0.10628651082515717,
-0.0003160265914630145,
-0.04382940009236336,
-0.0284570325165987,
-0.024080915376544,
0.00726768234744668,
-0.06555205583572388,
0.026208341121673584,
0.00500977598130703,
0.03411092609167099,
0.13279776275157928,
0.007730027195066214,
-0.0013331513619050384,
0.04515129700303078,
-0.012983241118490696,
0.01909991167485714,
0.006579648703336716,
0.050573915243148804,
0.052114591002464294,
0.033729832619428635,
0.1285710334777832,
0.049777042120695114,
-0.025307347998023033,
-0.0719461441040039,
-0.013188839890062809,
-0.0033794555347412825,
0.00713193928822875,
0.08432569354772568,
0.010974395088851452,
-0.021882176399230957,
-0.01408158615231514,
0.05771990865468979,
0.06564518809318542,
0.03735607862472534,
-0.02241775393486023,
0.05764586851000786,
0.005721704103052616,
-0.06337593495845795,
0.006996802520006895,
-0.03545794263482094,
0.03251184523105621,
0.04847635701298714,
0.07692144811153412,
-0.04994560405611992,
0.07744809985160828,
-0.00951111689209938,
-0.08279768377542496,
-0.044337160885334015,
0.008990822359919548,
-0.012175510637462139,
-0.0024712998420000076,
0.05122983828186989,
-0.009434649720788002,
-0.056347254663705826,
-0.03810085728764534,
-0.029185250401496887,
0.01985156163573265,
-0.03407564014196396,
-0.04828064143657684,
0.09704139828681946,
-0.05475631356239319,
-0.10894998908042908,
-0.010014046914875507,
0.02158469147980213,
0.07621603459119797,
-0.015765918418765068,
-0.013718256726861,
-0.10059435665607452,
-0.01805855892598629,
0.03787838667631149,
0.09358531981706619,
-0.0344773568212986,
0.003422552952542901,
-2.7456309915614105e-33,
-0.06366971880197525,
-0.005578935146331787,
-0.00705132307484746,
-0.0473255030810833,
0.06001388281583786,
0.0025269854813814163,
0.04779224470257759,
0.05196133255958557,
-0.0251935888081789,
0.047186970710754395,
0.05927430838346481,
0.03397268429398537,
-0.00005422400499810465,
-0.033370766788721085,
-0.0861399844288826,
0.009495237842202187,
0.06851489096879959,
-0.0483056977391243,
0.03552483394742012,
-0.07055877894163132,
-0.018193474039435387,
-0.018202219158411026,
0.04140213876962662,
0.08754181861877441,
-0.0063105798326432705,
-0.03120340406894684,
0.022101081907749176,
-0.060725316405296326,
0.01096318569034338,
0.021194061264395714,
-0.06769648939371109,
0.08436036854982376,
0.025775931775569916,
-0.02231558971107006,
0.0489194318652153,
0.07706301659345627,
0.025475218892097473,
0.0786757543683052,
0.07073336094617844,
-0.0503196157515049,
-0.026183506473898888,
0.05772775039076805,
0.06985615938901901,
-0.08181523531675339,
-0.09001516550779343,
-0.045534469187259674,
-0.05227202549576759,
0.0006607477553188801,
-0.030363330617547035,
-0.05594061315059662,
-0.04026409611105919,
-0.04645322263240814,
0.05278145894408226,
-0.06814126670360565,
-0.027350490912795067,
-0.04611430689692497,
-0.030515240505337715,
-0.022640114650130272,
0.06978879123926163,
0.03969908505678177,
-0.010002492927014828,
-0.02045498602092266,
-0.013417483307421207,
-0.07870607823133469,
0.04953339695930481,
0.07561375200748444,
-0.0016626717988401651,
-0.06304627656936646,
-0.06309483200311661,
0.033619631081819534,
-0.05323135480284691,
-0.009475687518715858,
-0.0069335103034973145,
-0.02263527363538742,
-0.05483327433466911,
-0.060709234327077866,
0.03745068982243538,
0.0808182805776596,
-0.062222059816122055,
0.08527164161205292,
0.00469400268048048,
0.06372449547052383,
-0.029041415080428123,
-0.03825952857732773,
-0.06502394378185272,
-0.04070115461945534,
-0.03039637953042984,
0.05051654577255249,
-0.04166897013783455,
0.04999152943491936,
-0.006929605267941952,
-0.022561248391866684,
0.09256095439195633,
0.01926242932677269,
0.03613777831196785,
-4.287322141749428e-8,
0.07763797044754028,
-0.039501022547483444,
-0.0040362123399972916,
0.006795110646635294,
-0.07170520722866058,
-0.03247055411338806,
-0.11010033637285233,
-0.10479104518890381,
0.030714040622115135,
-0.11545853316783905,
0.009881379082798958,
0.021176794543862343,
-0.010341521352529526,
0.08294209837913513,
-0.05619366839528084,
0.009482950903475285,
0.06030174717307091,
-0.0113685866817832,
-0.004594817757606506,
-0.029348863288760185,
-0.047645967453718185,
0.03686197102069855,
0.018669692799448967,
-0.02620304562151432,
0.02390146069228649,
0.059319645166397095,
-0.04390570521354675,
0.035331644117832184,
0.05500702187418938,
0.055440496653318405,
-0.004542490933090448,
0.0005350332357920706,
0.03004402108490467,
0.10582781583070755,
0.0004658156249206513,
-0.061367474496364594,
-0.07065212726593018,
-0.010165243409574032,
-0.050081998109817505,
-0.03610267490148544,
0.13446664810180664,
0.07966281473636627,
0.012090037576854229,
-0.03101629763841629,
0.05385322496294975,
0.005963314790278673,
0.006771828513592482,
0.02283356338739395,
-0.05011952668428421,
0.06374487280845642,
-0.009890244342386723,
0.03548339381814003,
-0.012281633913516998,
-0.03247503936290741,
-0.040355294942855835,
-0.02820459194481373,
0.011447354219853878,
-0.00889046024531126,
0.015747010707855225,
-0.0794733464717865,
-0.014099597930908203,
0.040351081639528275,
0.011580035090446472,
0.08141878247261047
] |
1402.5449
|
Igor Shparlinski
|
Joachim von zur Gathen and Igor E. Shparlinski
|
Circulant graphs and GCD and LCM of Subsets
| null | null | null | null |
cs.CC math.NT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Given two sets $A$ and $B$ of integers, we consider the problem of finding a
set $S \subseteq A$ of the smallest possible cardinality such the greatest
common divisor of the elements of $S \cup B$ equals that of those of $A \cup
B$. The particular cases of $B = \emptyset$ and $\#B = 1$ are of special
interest and have some links with graph theory. We also consider the
corresponding question for the least common multiple of the elements. We
establish NP-completeness and approximation results for these problems by
relating them to the Minimum Cover Problem.
|
[
{
"created": "Fri, 21 Feb 2014 23:34:31 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Gathen",
"Joachim von zur",
""
],
[
"Shparlinski",
"Igor E.",
""
]
] |
[
0.05456731095910072,
0.08984591066837311,
0.0058993445709347725,
-0.06923829019069672,
0.08013888448476791,
0.019471025094389915,
0.08226519823074341,
0.04442945867776871,
-0.07743573933839798,
0.05464654415845871,
-0.06847553700208664,
-0.02449880726635456,
0.08973584324121475,
0.015347405336797237,
0.059438083320856094,
0.00932290032505989,
0.034665800631046295,
-0.032997794449329376,
0.012404247187077999,
-0.003398844273760915,
-0.06766485422849655,
-0.04572230204939842,
0.07850027829408646,
0.04530944675207138,
0.0033585268538445234,
-0.03441115468740463,
0.006349173374474049,
-0.06773756444454193,
0.015764230862259865,
0.03552041947841644,
-0.056187503039836884,
-0.03618752211332321,
0.0712554007768631,
0.04058528319001198,
-0.003519215388223529,
-0.0025175372138619423,
-0.02371080592274666,
0.060112930834293365,
0.04656771942973137,
0.03616532310843468,
-0.00696575827896595,
0.08391179144382477,
0.05338941887021065,
0.05133466050028801,
-0.013735906220972538,
0.15578126907348633,
-0.09314745664596558,
0.0888657346367836,
-0.022601542994379997,
-0.0588601753115654,
0.026925260201096535,
-0.07582425326108932,
-0.03627677634358406,
-0.063566192984581,
-0.019737260416150093,
-0.08587559312582016,
-0.0662587434053421,
-0.11208083480596542,
-0.0008110389462672174,
0.044573985040187836,
-0.02634522318840027,
-0.06822185963392258,
0.018145808950066566,
-0.07618816941976547,
0.013813602738082409,
0.055393241345882416,
0.049033891409635544,
0.004858825355768204,
0.0048803952522575855,
0.053093865513801575,
0.09930458664894104,
0.05396069958806038,
-0.05015033110976219,
0.017796821892261505,
0.02439151704311371,
0.016357777640223503,
0.05920476093888283,
-0.006417150143533945,
-0.08480355143547058,
0.013226284645497799,
-0.07460469752550125,
-0.023335609585046768,
-0.040279969573020935,
0.039052121341228485,
0.017031561583280563,
-0.01007068995386362,
-0.01750795543193817,
-0.11068446189165115,
0.039975352585315704,
-0.004906334914267063,
-0.09435770660638809,
-0.011466196738183498,
0.03994392976164818,
0.06645682454109192,
-0.029705144464969635,
-0.006898789666593075,
0.08375541865825653,
0.045168425887823105,
0.019817622378468513,
0.020349835976958275,
0.026520563289523125,
0.05162346735596657,
0.05387508496642113,
0.016168151050806046,
-0.0254772137850523,
0.0458085834980011,
0.04092355817556381,
-0.016928663477301598,
-0.017845645546913147,
-0.058470215648412704,
0.05021671950817108,
-0.0342593751847744,
-0.02942987158894539,
0.009953781962394714,
0.01863059587776661,
-0.06352614611387253,
0.0767931193113327,
-0.025940626859664917,
0.03227299079298973,
-0.04304859787225723,
0.02071281708776951,
-0.023340383544564247,
0.08338309079408646,
-0.15682107210159302,
0.021406622603535652,
-0.04769407957792282,
-0.005119617562741041,
2.912004033492066e-33,
0.04337688162922859,
0.005527019500732422,
0.017641806975007057,
0.03266274556517601,
0.006583275273442268,
0.026436680927872658,
-0.023825420066714287,
-0.0266310665756464,
-0.046107448637485504,
0.050746023654937744,
-0.06369660794734955,
0.012075483798980713,
0.0970313623547554,
-0.008862104266881943,
0.03651285171508789,
-0.06549164652824402,
0.08030469715595245,
-0.011562158353626728,
0.002016946906223893,
-0.05122826248407364,
-0.021395575255155563,
0.02695351094007492,
-0.01651051826775074,
-0.016933441162109375,
0.02098270319402218,
0.010513086803257465,
0.017435936257243156,
-0.10476399958133698,
0.06670407205820084,
-0.014239813201129436,
-0.10253319889307022,
0.07268495112657547,
0.08119683712720871,
0.1306336671113968,
-0.01862192340195179,
0.002949004527181387,
-0.030772507190704346,
-0.0032509590964764357,
0.033183708786964417,
-0.03516669571399689,
0.03232884779572487,
0.02954096719622612,
0.015118996612727642,
0.02274453081190586,
0.06651636213064194,
0.019368929788470268,
-0.00032114118221215904,
-0.013313238508999348,
-0.04069299250841141,
0.04709544777870178,
-0.08402473479509354,
0.018613969907164574,
-0.10403547435998917,
0.06334266811609268,
-0.04692594334483147,
-0.04690144211053848,
0.03659583628177643,
-0.05300714075565338,
0.029200704768300056,
0.01560932770371437,
0.057011861354112625,
0.027078548446297646,
-0.004629107657819986,
0.03605077415704727,
0.024308452382683754,
0.0009366763988509774,
-0.0331590436398983,
-0.1193898543715477,
0.06030580401420593,
0.04435078427195549,
-0.03253650292754173,
-0.006857010535895824,
-0.008921600878238678,
-0.031878869980573654,
0.09701213240623474,
0.05528934672474861,
0.06827010959386826,
0.013329883106052876,
-0.0395183339715004,
0.015791846439242363,
-0.02610829658806324,
-0.04726681858301163,
0.03780238702893257,
-0.0300741083920002,
-0.03190544247627258,
0.03827989101409912,
-0.02002793177962303,
0.010875113308429718,
0.02596251107752323,
-0.06458906829357147,
-0.0258905291557312,
0.04640910029411316,
0.04592529684305191,
-0.056350890547037125,
0.05479072406888008,
-1.753875958664247e-33,
-0.005013388115912676,
-0.004649945069104433,
0.1663803905248642,
0.03932969644665718,
0.03337818756699562,
-0.11135345697402954,
0.032635390758514404,
-0.08279439806938171,
0.009279675781726837,
0.07611744105815887,
-0.012393997050821781,
-0.06551174074411392,
0.03624870628118515,
-0.06459233164787292,
-0.08723985403776169,
0.0943182036280632,
-0.011421273462474346,
-0.03115197643637657,
0.04941882938146591,
0.03005528636276722,
0.024250051006674767,
-0.0071882870979607105,
0.013336388394236565,
0.0036889591719955206,
0.06386899203062057,
0.022183727473020554,
-0.05915068835020065,
-0.023809019476175308,
-0.036635879427194595,
-0.07225696742534637,
-0.04256182909011841,
-0.04263550788164139,
-0.057383548468351364,
-0.08667909353971481,
-0.03330865502357483,
-0.03899630904197693,
-0.0025406049098819494,
0.006354432553052902,
-0.023156926035881042,
-0.001353473518975079,
-0.009132247418165207,
-0.0716642364859581,
0.00580572010949254,
0.031012127175927162,
0.09741420298814774,
0.03833876922726631,
-0.06732653826475143,
-0.0011160080321133137,
-0.014947720803320408,
-0.04801219329237938,
-0.031319983303546906,
0.021354226395487785,
0.029344918206334114,
-0.03592009097337723,
0.12481255829334259,
-0.04045824706554413,
-0.05818375572562218,
0.09642697870731354,
0.027684286236763,
-0.029455648735165596,
0.059152111411094666,
-0.00004408774839248508,
0.006449741777032614,
0.07995957136154175,
-0.025332346558570862,
-0.010653357021510601,
-0.03311340883374214,
0.057902563363313675,
-0.046857547014951706,
0.0814007818698883,
-0.04616757482290268,
0.04314915090799332,
0.04606788977980614,
-0.008116964250802994,
-0.04419439658522606,
0.057867612689733505,
0.027452068403363228,
0.004327498376369476,
-0.01622735522687435,
0.11532138288021088,
0.034738343209028244,
0.0432991161942482,
-0.034280840307474136,
-0.038523800671100616,
0.0006965099601075053,
-0.009592533111572266,
0.10621339082717896,
-0.012487199157476425,
-0.027085328474640846,
0.00983484648168087,
-0.06460841745138168,
-0.018471432849764824,
0.06840195506811142,
0.0053051309660077095,
-0.03198397159576416,
-4.373848838667982e-8,
-0.05306650698184967,
-0.04988129436969757,
-0.07528170198202133,
-0.1276984065771103,
0.0440993495285511,
-0.029037758708000183,
0.03367691859602928,
0.04454224929213524,
-0.044896624982357025,
0.03427300602197647,
0.03818241506814957,
0.032159388065338135,
0.010321009904146194,
0.12194272130727768,
-0.023055166006088257,
-0.02309417352080345,
0.021306196227669716,
-0.06192176416516304,
-0.008686789311468601,
-0.04316219687461853,
0.00704618776217103,
-0.01632613316178322,
0.05883250758051872,
-0.0123492032289505,
-0.012772644869983196,
-0.011102479882538319,
0.0285494364798069,
-0.06006383150815964,
-0.07088743150234222,
0.018237480893731117,
-0.04879827797412872,
-0.04397307708859444,
0.07501933723688126,
-0.04797187075018883,
0.05935931205749512,
0.03846575692296028,
-0.051792606711387634,
0.00427492568269372,
-0.08194613456726074,
-0.03864481672644615,
-0.014052169397473335,
-0.0015890711219981313,
-0.08512113243341446,
0.00039263576036319137,
0.031212758272886276,
-0.08507239073514938,
-0.03460055589675903,
-0.0004728788626380265,
-0.03522311896085739,
-0.02516823075711727,
-0.0702437236905098,
-0.0015914675313979387,
0.03761185705661774,
-0.021817076951265335,
0.016481151804327965,
-0.00872457679361105,
-0.005084037780761719,
-0.08383025974035263,
0.04769855737686157,
-0.0854804664850235,
-0.03521812707185745,
0.006757788360118866,
0.0525914765894413,
0.11289709061384201
] | null | null | null | null | null | null | null |
[
0.05456731095910072,
0.08984591066837311,
0.0058993445709347725,
-0.06923829019069672,
0.08013888448476791,
0.019471025094389915,
0.08226519823074341,
0.04442945867776871,
-0.07743573933839798,
0.05464654415845871,
-0.06847553700208664,
-0.02449880726635456,
0.08973584324121475,
0.015347405336797237,
0.059438083320856094,
0.00932290032505989,
0.034665800631046295,
-0.032997794449329376,
0.012404247187077999,
-0.003398844273760915,
-0.06766485422849655,
-0.04572230204939842,
0.07850027829408646,
0.04530944675207138,
0.0033585268538445234,
-0.03441115468740463,
0.006349173374474049,
-0.06773756444454193,
0.015764230862259865,
0.03552041947841644,
-0.056187503039836884,
-0.03618752211332321,
0.0712554007768631,
0.04058528319001198,
-0.003519215388223529,
-0.0025175372138619423,
-0.02371080592274666,
0.060112930834293365,
0.04656771942973137,
0.03616532310843468,
-0.00696575827896595,
0.08391179144382477,
0.05338941887021065,
0.05133466050028801,
-0.013735906220972538,
0.15578126907348633,
-0.09314745664596558,
0.0888657346367836,
-0.022601542994379997,
-0.0588601753115654,
0.026925260201096535,
-0.07582425326108932,
-0.03627677634358406,
-0.063566192984581,
-0.019737260416150093,
-0.08587559312582016,
-0.0662587434053421,
-0.11208083480596542,
-0.0008110389462672174,
0.044573985040187836,
-0.02634522318840027,
-0.06822185963392258,
0.018145808950066566,
-0.07618816941976547,
0.013813602738082409,
0.055393241345882416,
0.049033891409635544,
0.004858825355768204,
0.0048803952522575855,
0.053093865513801575,
0.09930458664894104,
0.05396069958806038,
-0.05015033110976219,
0.017796821892261505,
0.02439151704311371,
0.016357777640223503,
0.05920476093888283,
-0.006417150143533945,
-0.08480355143547058,
0.013226284645497799,
-0.07460469752550125,
-0.023335609585046768,
-0.040279969573020935,
0.039052121341228485,
0.017031561583280563,
-0.01007068995386362,
-0.01750795543193817,
-0.11068446189165115,
0.039975352585315704,
-0.004906334914267063,
-0.09435770660638809,
-0.011466196738183498,
0.03994392976164818,
0.06645682454109192,
-0.029705144464969635,
-0.006898789666593075,
0.08375541865825653,
0.045168425887823105,
0.019817622378468513,
0.020349835976958275,
0.026520563289523125,
0.05162346735596657,
0.05387508496642113,
0.016168151050806046,
-0.0254772137850523,
0.0458085834980011,
0.04092355817556381,
-0.016928663477301598,
-0.017845645546913147,
-0.058470215648412704,
0.05021671950817108,
-0.0342593751847744,
-0.02942987158894539,
0.009953781962394714,
0.01863059587776661,
-0.06352614611387253,
0.0767931193113327,
-0.025940626859664917,
0.03227299079298973,
-0.04304859787225723,
0.02071281708776951,
-0.023340383544564247,
0.08338309079408646,
-0.15682107210159302,
0.021406622603535652,
-0.04769407957792282,
-0.005119617562741041,
2.912004033492066e-33,
0.04337688162922859,
0.005527019500732422,
0.017641806975007057,
0.03266274556517601,
0.006583275273442268,
0.026436680927872658,
-0.023825420066714287,
-0.0266310665756464,
-0.046107448637485504,
0.050746023654937744,
-0.06369660794734955,
0.012075483798980713,
0.0970313623547554,
-0.008862104266881943,
0.03651285171508789,
-0.06549164652824402,
0.08030469715595245,
-0.011562158353626728,
0.002016946906223893,
-0.05122826248407364,
-0.021395575255155563,
0.02695351094007492,
-0.01651051826775074,
-0.016933441162109375,
0.02098270319402218,
0.010513086803257465,
0.017435936257243156,
-0.10476399958133698,
0.06670407205820084,
-0.014239813201129436,
-0.10253319889307022,
0.07268495112657547,
0.08119683712720871,
0.1306336671113968,
-0.01862192340195179,
0.002949004527181387,
-0.030772507190704346,
-0.0032509590964764357,
0.033183708786964417,
-0.03516669571399689,
0.03232884779572487,
0.02954096719622612,
0.015118996612727642,
0.02274453081190586,
0.06651636213064194,
0.019368929788470268,
-0.00032114118221215904,
-0.013313238508999348,
-0.04069299250841141,
0.04709544777870178,
-0.08402473479509354,
0.018613969907164574,
-0.10403547435998917,
0.06334266811609268,
-0.04692594334483147,
-0.04690144211053848,
0.03659583628177643,
-0.05300714075565338,
0.029200704768300056,
0.01560932770371437,
0.057011861354112625,
0.027078548446297646,
-0.004629107657819986,
0.03605077415704727,
0.024308452382683754,
0.0009366763988509774,
-0.0331590436398983,
-0.1193898543715477,
0.06030580401420593,
0.04435078427195549,
-0.03253650292754173,
-0.006857010535895824,
-0.008921600878238678,
-0.031878869980573654,
0.09701213240623474,
0.05528934672474861,
0.06827010959386826,
0.013329883106052876,
-0.0395183339715004,
0.015791846439242363,
-0.02610829658806324,
-0.04726681858301163,
0.03780238702893257,
-0.0300741083920002,
-0.03190544247627258,
0.03827989101409912,
-0.02002793177962303,
0.010875113308429718,
0.02596251107752323,
-0.06458906829357147,
-0.0258905291557312,
0.04640910029411316,
0.04592529684305191,
-0.056350890547037125,
0.05479072406888008,
-1.753875958664247e-33,
-0.005013388115912676,
-0.004649945069104433,
0.1663803905248642,
0.03932969644665718,
0.03337818756699562,
-0.11135345697402954,
0.032635390758514404,
-0.08279439806938171,
0.009279675781726837,
0.07611744105815887,
-0.012393997050821781,
-0.06551174074411392,
0.03624870628118515,
-0.06459233164787292,
-0.08723985403776169,
0.0943182036280632,
-0.011421273462474346,
-0.03115197643637657,
0.04941882938146591,
0.03005528636276722,
0.024250051006674767,
-0.0071882870979607105,
0.013336388394236565,
0.0036889591719955206,
0.06386899203062057,
0.022183727473020554,
-0.05915068835020065,
-0.023809019476175308,
-0.036635879427194595,
-0.07225696742534637,
-0.04256182909011841,
-0.04263550788164139,
-0.057383548468351364,
-0.08667909353971481,
-0.03330865502357483,
-0.03899630904197693,
-0.0025406049098819494,
0.006354432553052902,
-0.023156926035881042,
-0.001353473518975079,
-0.009132247418165207,
-0.0716642364859581,
0.00580572010949254,
0.031012127175927162,
0.09741420298814774,
0.03833876922726631,
-0.06732653826475143,
-0.0011160080321133137,
-0.014947720803320408,
-0.04801219329237938,
-0.031319983303546906,
0.021354226395487785,
0.029344918206334114,
-0.03592009097337723,
0.12481255829334259,
-0.04045824706554413,
-0.05818375572562218,
0.09642697870731354,
0.027684286236763,
-0.029455648735165596,
0.059152111411094666,
-0.00004408774839248508,
0.006449741777032614,
0.07995957136154175,
-0.025332346558570862,
-0.010653357021510601,
-0.03311340883374214,
0.057902563363313675,
-0.046857547014951706,
0.0814007818698883,
-0.04616757482290268,
0.04314915090799332,
0.04606788977980614,
-0.008116964250802994,
-0.04419439658522606,
0.057867612689733505,
0.027452068403363228,
0.004327498376369476,
-0.01622735522687435,
0.11532138288021088,
0.034738343209028244,
0.0432991161942482,
-0.034280840307474136,
-0.038523800671100616,
0.0006965099601075053,
-0.009592533111572266,
0.10621339082717896,
-0.012487199157476425,
-0.027085328474640846,
0.00983484648168087,
-0.06460841745138168,
-0.018471432849764824,
0.06840195506811142,
0.0053051309660077095,
-0.03198397159576416,
-4.373848838667982e-8,
-0.05306650698184967,
-0.04988129436969757,
-0.07528170198202133,
-0.1276984065771103,
0.0440993495285511,
-0.029037758708000183,
0.03367691859602928,
0.04454224929213524,
-0.044896624982357025,
0.03427300602197647,
0.03818241506814957,
0.032159388065338135,
0.010321009904146194,
0.12194272130727768,
-0.023055166006088257,
-0.02309417352080345,
0.021306196227669716,
-0.06192176416516304,
-0.008686789311468601,
-0.04316219687461853,
0.00704618776217103,
-0.01632613316178322,
0.05883250758051872,
-0.0123492032289505,
-0.012772644869983196,
-0.011102479882538319,
0.0285494364798069,
-0.06006383150815964,
-0.07088743150234222,
0.018237480893731117,
-0.04879827797412872,
-0.04397307708859444,
0.07501933723688126,
-0.04797187075018883,
0.05935931205749512,
0.03846575692296028,
-0.051792606711387634,
0.00427492568269372,
-0.08194613456726074,
-0.03864481672644615,
-0.014052169397473335,
-0.0015890711219981313,
-0.08512113243341446,
0.00039263576036319137,
0.031212758272886276,
-0.08507239073514938,
-0.03460055589675903,
-0.0004728788626380265,
-0.03522311896085739,
-0.02516823075711727,
-0.0702437236905098,
-0.0015914675313979387,
0.03761185705661774,
-0.021817076951265335,
0.016481151804327965,
-0.00872457679361105,
-0.005084037780761719,
-0.08383025974035263,
0.04769855737686157,
-0.0854804664850235,
-0.03521812707185745,
0.006757788360118866,
0.0525914765894413,
0.11289709061384201
] |
1402.5450
|
Nicholas Rotella
|
Nicholas Rotella, Michael Bloesch, Ludovic Righetti and Stefan Schaal
|
State Estimation for a Humanoid Robot
|
IROS 2014 Submission, IEEE/RSJ International Conference on
Intelligent Robots and Systems (2014) 952-958
| null |
10.1109/IROS.2014.6942674
| null |
cs.RO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper introduces a framework for state estimation on a humanoid robot
platform using only common proprioceptive sensors and knowledge of leg
kinematics. The presented approach extends that detailed in [1] on a quadruped
platform by incorporating the rotational constraints imposed by the humanoid's
flat feet. As in previous work, the proposed Extended Kalman Filter (EKF)
accommodates contact switching and makes no assumptions about gait or terrain,
making it applicable on any humanoid platform for use in any task. The filter
employs a sensor-based prediction model which uses inertial data from an IMU
and corrects for integrated error using a kinematics-based measurement model
which relies on joint encoders and a kinematic model to determine the relative
position and orientation of the feet. A nonlinear observability analysis is
performed on both the original and updated filters and it is concluded that the
new filter significantly simplifies singular cases and improves the
observability characteristics of the system. Results on simulated walking and
squatting datasets demonstrate the performance gain of the flat-foot filter as
well as confirm the results of the presented observability analysis.
|
[
{
"created": "Fri, 21 Feb 2014 23:35:34 GMT",
"version": "v1"
},
{
"created": "Wed, 10 Dec 2014 20:42:58 GMT",
"version": "v2"
}
] |
2014-12-11
|
[
[
"Rotella",
"Nicholas",
""
],
[
"Bloesch",
"Michael",
""
],
[
"Righetti",
"Ludovic",
""
],
[
"Schaal",
"Stefan",
""
]
] |
[
-0.08642539381980896,
0.02534058503806591,
0.0328589603304863,
-0.05834608152508736,
0.005823933053761721,
0.032818157225847244,
0.025908835232257843,
-0.016756312921643257,
-0.05106666684150696,
0.07301490753889084,
0.048306237906217575,
-0.0028826433699578047,
0.07185932993888855,
-0.0022678577806800604,
-0.03933551907539368,
0.00806224625557661,
-0.01832897961139679,
0.11866480112075806,
-0.019412443041801453,
0.039175864309072495,
0.04021725431084633,
0.03287947550415993,
-0.0006295464700087905,
0.05921577289700508,
-0.012130098417401314,
0.07300564646720886,
-0.008412862196564674,
-0.032788701355457306,
-0.020380361005663872,
-0.035692911595106125,
-0.032113660126924515,
-0.06479136645793915,
0.006377041805535555,
-0.01613292656838894,
-0.03924063593149185,
-0.010447739623486996,
0.03391557186841965,
-0.01698209159076214,
-0.09746398776769638,
0.019941704347729683,
-0.03115648217499256,
-0.003643593518063426,
0.010475926101207733,
-0.010006259195506573,
0.07403280586004257,
0.1431291103363037,
0.032993070781230927,
-0.10358989983797073,
-0.012846484780311584,
0.07240115106105804,
-0.01903378590941429,
0.013945413753390312,
0.1382548213005066,
0.0318029411137104,
0.03127292916178703,
-0.0434124618768692,
-0.057096369564533234,
-0.005236432887613773,
0.08420152962207794,
-0.021438904106616974,
0.07911641895771027,
0.04109722003340721,
-0.009046709164977074,
0.021328583359718323,
-0.08676182478666306,
0.003292981069535017,
-0.08452245593070984,
-0.008284683339297771,
-0.055417437106370926,
0.023729471489787102,
-0.08216095715761185,
-0.04087313264608383,
0.04983797296881676,
-0.012019426561892033,
-0.03644876927137375,
-0.04778173938393593,
0.011951936408877373,
0.015210993587970734,
0.016669191420078278,
0.047719232738018036,
-0.005873203743249178,
-0.08064586669206619,
-0.01778469793498516,
-0.0008663618355058134,
0.015218631364405155,
0.027472058311104774,
-0.028660092502832413,
0.06322529911994934,
0.029479745775461197,
-0.0858658030629158,
0.025353286415338516,
-0.03163903206586838,
0.004397534299641848,
-0.040824584662914276,
0.04517139121890068,
-0.02134181559085846,
-0.011487686075270176,
-0.01808655820786953,
0.03348296508193016,
0.03639286011457443,
-0.03220579773187637,
0.009228747338056564,
0.01213598158210516,
0.10521459579467773,
0.025130340829491615,
-0.053281519562006,
0.07918824255466461,
-0.03310052677989006,
0.05643341690301895,
0.03578868508338928,
-0.019840413704514503,
-0.06475849449634552,
0.0470040962100029,
0.04578184708952904,
0.0351320244371891,
0.02595338597893715,
-0.04536430165171623,
0.00233924831263721,
0.008756501600146294,
-0.0243943240493536,
-0.07058979570865631,
-0.03468291833996773,
0.10908561199903488,
0.05283336341381073,
0.06375950574874878,
0.026313848793506622,
0.043054647743701935,
2.3305365693082057e-33,
-0.03039681352674961,
0.043744564056396484,
0.07932843267917633,
-0.0629819929599762,
-0.08036524802446365,
-0.0524071641266346,
0.019112449139356613,
0.013072945177555084,
0.017515847459435463,
0.06775028258562088,
-0.030893107876181602,
0.04771285131573677,
0.013725507073104382,
0.0417538620531559,
-0.044631753116846085,
0.035936154425144196,
0.03658467158675194,
-0.01802864298224449,
-0.02832045406103134,
0.06481004506349564,
0.12861286103725433,
-0.04704887419939041,
0.008393262512981892,
-0.006129073444753885,
0.017978485673666,
0.00397544214501977,
-0.03284782916307449,
0.07195433974266052,
-0.05730440095067024,
-0.016600022092461586,
-0.012339804321527481,
0.006111992057412863,
-0.09908904135227203,
-0.00871669128537178,
-0.06384610384702682,
-0.06414030492305756,
0.02933945693075657,
0.009334094822406769,
-0.04601069539785385,
0.044580500572919846,
0.011028800159692764,
0.03513360396027565,
0.10801281780004501,
-0.13329088687896729,
-0.035598769783973694,
-0.021016813814640045,
0.023531651124358177,
-0.017798662185668945,
0.0027516635600477457,
-0.00042773160384967923,
-0.042196448892354965,
0.020604077726602554,
-0.0174657441675663,
-0.004927346017211676,
-0.012884733267128468,
-0.045446477830410004,
-0.0542534738779068,
-0.008815456181764603,
-0.020084748044610023,
0.0787227526307106,
-0.0494530126452446,
0.02064451575279236,
0.08553143590688705,
-0.09981682896614075,
0.023966670036315918,
-0.057218968868255615,
0.03867606073617935,
0.057136863470077515,
0.05420280992984772,
-0.03293727710843086,
0.02071491815149784,
-0.12470916658639908,
0.02226700447499752,
0.07203380763530731,
0.04488708823919296,
-0.021035436540842056,
-0.016281776130199432,
-0.008667230606079102,
-0.053623784333467484,
-0.04034924879670143,
-0.020747525617480278,
0.011505967006087303,
0.05783366039395332,
0.055184848606586456,
0.05112944170832634,
-0.07216709852218628,
-0.03266727551817894,
-0.009657641872763634,
-0.06788651645183563,
0.024095376953482628,
-0.08698010444641113,
-0.0289535541087389,
-0.0665711760520935,
0.028219403699040413,
-0.005572671536356211,
-2.8396350911256766e-33,
0.05008910223841667,
0.08475052565336227,
0.06974392384290695,
0.022260185331106186,
-0.030420005321502686,
-0.08715451508760452,
0.06177205964922905,
0.07642799615859985,
0.05634845420718193,
-0.015333606861531734,
-0.06056441739201546,
-0.04945611581206322,
0.09346944838762283,
0.06651348620653152,
-0.002005615271627903,
0.09535108506679535,
-0.09662867337465286,
-0.043421946465969086,
0.021001137793064117,
0.020613953471183777,
-0.021639754995703697,
0.030691122636198997,
-0.0017128903418779373,
-0.038677532225847244,
-0.026866260915994644,
0.100259929895401,
0.0608844980597496,
-0.0058976090513169765,
-0.04666852951049805,
-0.04031055048108101,
-0.02234416827559471,
-0.06056025251746178,
-0.06804723292589188,
0.04525696113705635,
0.017780357971787453,
-0.03405704349279404,
-0.14792555570602417,
0.06160788610577583,
0.035904496908187866,
-0.0018013009103015065,
0.07843329012393951,
0.08264333009719849,
-0.00239195441827178,
0.01853448711335659,
0.05648159980773926,
-0.060145147144794464,
-0.027366777881979942,
0.07879353314638138,
0.004589063581079245,
-0.08457501232624054,
-0.06039184704422951,
0.09877567738294601,
-0.017247118055820465,
-0.017694685608148575,
-0.014897516928613186,
-0.020874053239822388,
-0.04697216674685478,
0.030782092362642288,
-0.030714139342308044,
0.0056547741405665874,
-0.014563989825546741,
-0.025626452639698982,
-0.0009501002496108413,
0.032369278371334076,
0.0008713480783626437,
0.126313716173172,
-0.04187624156475067,
0.05984122306108475,
0.015823818743228912,
-0.0033819202799350023,
-0.07781951874494553,
-0.06083468347787857,
0.07385947555303574,
0.04156040772795677,
0.04510806128382683,
0.014606133103370667,
0.032678283751010895,
-0.05450528487563133,
0.061438921838998795,
-0.04297592118382454,
-0.053205862641334534,
-0.08900310844182968,
0.006510619539767504,
0.008330700919032097,
-0.021510722115635872,
0.10206390172243118,
-0.0942801907658577,
-0.07343478500843048,
0.07232071459293365,
-0.06215380132198334,
0.008153797127306461,
0.03644898906350136,
-0.03744397684931755,
0.09202847629785538,
-0.030957823619246483,
-4.916630658158283e-8,
-0.03297637030482292,
0.025412624701857567,
-0.010600914247334003,
0.01922731101512909,
-0.09650910645723343,
0.06292754411697388,
0.0553576685488224,
-0.07563135027885437,
-0.031138978898525238,
-0.11287776380777359,
-0.01365260872989893,
0.0014420063234865665,
0.020792637020349503,
0.01516594085842371,
0.0035799932666122913,
0.056250039488077164,
0.017162594944238663,
0.05827482417225838,
-0.015897687524557114,
0.08626452088356018,
0.05018267408013344,
-0.08163779973983765,
-0.06345662474632263,
0.035818539559841156,
0.04220987856388092,
-0.04988420382142067,
-0.0794021263718605,
-0.02096855826675892,
0.011049722321331501,
0.0665588229894638,
0.05791988968849182,
0.005858680233359337,
0.048296183347702026,
0.053324852138757706,
0.02922365628182888,
0.0002482244744896889,
-0.023928452283143997,
-0.04176655411720276,
-0.01746607944369316,
-0.013671692460775375,
-0.034399788826704025,
0.09496425837278366,
-0.07585664093494415,
-0.01569327898323536,
0.004035786725580692,
0.018182940781116486,
0.03870434686541557,
-0.11904015392065048,
0.009807421825826168,
-0.009176675230264664,
-0.025027144700288773,
-0.05963659659028053,
0.05591893196105957,
0.06118813157081604,
0.08042239397764206,
-0.02147888019680977,
0.014866618439555168,
-0.06351329386234283,
0.032099492847919464,
0.02118668518960476,
-0.03916515037417412,
-0.05264193192124367,
-0.02959221787750721,
-0.02377762459218502
] | null | null | null | null | null | null | null |
[
-0.08642539381980896,
0.02534058503806591,
0.0328589603304863,
-0.05834608152508736,
0.005823933053761721,
0.032818157225847244,
0.025908835232257843,
-0.016756312921643257,
-0.05106666684150696,
0.07301490753889084,
0.048306237906217575,
-0.0028826433699578047,
0.07185932993888855,
-0.0022678577806800604,
-0.03933551907539368,
0.00806224625557661,
-0.01832897961139679,
0.11866480112075806,
-0.019412443041801453,
0.039175864309072495,
0.04021725431084633,
0.03287947550415993,
-0.0006295464700087905,
0.05921577289700508,
-0.012130098417401314,
0.07300564646720886,
-0.008412862196564674,
-0.032788701355457306,
-0.020380361005663872,
-0.035692911595106125,
-0.032113660126924515,
-0.06479136645793915,
0.006377041805535555,
-0.01613292656838894,
-0.03924063593149185,
-0.010447739623486996,
0.03391557186841965,
-0.01698209159076214,
-0.09746398776769638,
0.019941704347729683,
-0.03115648217499256,
-0.003643593518063426,
0.010475926101207733,
-0.010006259195506573,
0.07403280586004257,
0.1431291103363037,
0.032993070781230927,
-0.10358989983797073,
-0.012846484780311584,
0.07240115106105804,
-0.01903378590941429,
0.013945413753390312,
0.1382548213005066,
0.0318029411137104,
0.03127292916178703,
-0.0434124618768692,
-0.057096369564533234,
-0.005236432887613773,
0.08420152962207794,
-0.021438904106616974,
0.07911641895771027,
0.04109722003340721,
-0.009046709164977074,
0.021328583359718323,
-0.08676182478666306,
0.003292981069535017,
-0.08452245593070984,
-0.008284683339297771,
-0.055417437106370926,
0.023729471489787102,
-0.08216095715761185,
-0.04087313264608383,
0.04983797296881676,
-0.012019426561892033,
-0.03644876927137375,
-0.04778173938393593,
0.011951936408877373,
0.015210993587970734,
0.016669191420078278,
0.047719232738018036,
-0.005873203743249178,
-0.08064586669206619,
-0.01778469793498516,
-0.0008663618355058134,
0.015218631364405155,
0.027472058311104774,
-0.028660092502832413,
0.06322529911994934,
0.029479745775461197,
-0.0858658030629158,
0.025353286415338516,
-0.03163903206586838,
0.004397534299641848,
-0.040824584662914276,
0.04517139121890068,
-0.02134181559085846,
-0.011487686075270176,
-0.01808655820786953,
0.03348296508193016,
0.03639286011457443,
-0.03220579773187637,
0.009228747338056564,
0.01213598158210516,
0.10521459579467773,
0.025130340829491615,
-0.053281519562006,
0.07918824255466461,
-0.03310052677989006,
0.05643341690301895,
0.03578868508338928,
-0.019840413704514503,
-0.06475849449634552,
0.0470040962100029,
0.04578184708952904,
0.0351320244371891,
0.02595338597893715,
-0.04536430165171623,
0.00233924831263721,
0.008756501600146294,
-0.0243943240493536,
-0.07058979570865631,
-0.03468291833996773,
0.10908561199903488,
0.05283336341381073,
0.06375950574874878,
0.026313848793506622,
0.043054647743701935,
2.3305365693082057e-33,
-0.03039681352674961,
0.043744564056396484,
0.07932843267917633,
-0.0629819929599762,
-0.08036524802446365,
-0.0524071641266346,
0.019112449139356613,
0.013072945177555084,
0.017515847459435463,
0.06775028258562088,
-0.030893107876181602,
0.04771285131573677,
0.013725507073104382,
0.0417538620531559,
-0.044631753116846085,
0.035936154425144196,
0.03658467158675194,
-0.01802864298224449,
-0.02832045406103134,
0.06481004506349564,
0.12861286103725433,
-0.04704887419939041,
0.008393262512981892,
-0.006129073444753885,
0.017978485673666,
0.00397544214501977,
-0.03284782916307449,
0.07195433974266052,
-0.05730440095067024,
-0.016600022092461586,
-0.012339804321527481,
0.006111992057412863,
-0.09908904135227203,
-0.00871669128537178,
-0.06384610384702682,
-0.06414030492305756,
0.02933945693075657,
0.009334094822406769,
-0.04601069539785385,
0.044580500572919846,
0.011028800159692764,
0.03513360396027565,
0.10801281780004501,
-0.13329088687896729,
-0.035598769783973694,
-0.021016813814640045,
0.023531651124358177,
-0.017798662185668945,
0.0027516635600477457,
-0.00042773160384967923,
-0.042196448892354965,
0.020604077726602554,
-0.0174657441675663,
-0.004927346017211676,
-0.012884733267128468,
-0.045446477830410004,
-0.0542534738779068,
-0.008815456181764603,
-0.020084748044610023,
0.0787227526307106,
-0.0494530126452446,
0.02064451575279236,
0.08553143590688705,
-0.09981682896614075,
0.023966670036315918,
-0.057218968868255615,
0.03867606073617935,
0.057136863470077515,
0.05420280992984772,
-0.03293727710843086,
0.02071491815149784,
-0.12470916658639908,
0.02226700447499752,
0.07203380763530731,
0.04488708823919296,
-0.021035436540842056,
-0.016281776130199432,
-0.008667230606079102,
-0.053623784333467484,
-0.04034924879670143,
-0.020747525617480278,
0.011505967006087303,
0.05783366039395332,
0.055184848606586456,
0.05112944170832634,
-0.07216709852218628,
-0.03266727551817894,
-0.009657641872763634,
-0.06788651645183563,
0.024095376953482628,
-0.08698010444641113,
-0.0289535541087389,
-0.0665711760520935,
0.028219403699040413,
-0.005572671536356211,
-2.8396350911256766e-33,
0.05008910223841667,
0.08475052565336227,
0.06974392384290695,
0.022260185331106186,
-0.030420005321502686,
-0.08715451508760452,
0.06177205964922905,
0.07642799615859985,
0.05634845420718193,
-0.015333606861531734,
-0.06056441739201546,
-0.04945611581206322,
0.09346944838762283,
0.06651348620653152,
-0.002005615271627903,
0.09535108506679535,
-0.09662867337465286,
-0.043421946465969086,
0.021001137793064117,
0.020613953471183777,
-0.021639754995703697,
0.030691122636198997,
-0.0017128903418779373,
-0.038677532225847244,
-0.026866260915994644,
0.100259929895401,
0.0608844980597496,
-0.0058976090513169765,
-0.04666852951049805,
-0.04031055048108101,
-0.02234416827559471,
-0.06056025251746178,
-0.06804723292589188,
0.04525696113705635,
0.017780357971787453,
-0.03405704349279404,
-0.14792555570602417,
0.06160788610577583,
0.035904496908187866,
-0.0018013009103015065,
0.07843329012393951,
0.08264333009719849,
-0.00239195441827178,
0.01853448711335659,
0.05648159980773926,
-0.060145147144794464,
-0.027366777881979942,
0.07879353314638138,
0.004589063581079245,
-0.08457501232624054,
-0.06039184704422951,
0.09877567738294601,
-0.017247118055820465,
-0.017694685608148575,
-0.014897516928613186,
-0.020874053239822388,
-0.04697216674685478,
0.030782092362642288,
-0.030714139342308044,
0.0056547741405665874,
-0.014563989825546741,
-0.025626452639698982,
-0.0009501002496108413,
0.032369278371334076,
0.0008713480783626437,
0.126313716173172,
-0.04187624156475067,
0.05984122306108475,
0.015823818743228912,
-0.0033819202799350023,
-0.07781951874494553,
-0.06083468347787857,
0.07385947555303574,
0.04156040772795677,
0.04510806128382683,
0.014606133103370667,
0.032678283751010895,
-0.05450528487563133,
0.061438921838998795,
-0.04297592118382454,
-0.053205862641334534,
-0.08900310844182968,
0.006510619539767504,
0.008330700919032097,
-0.021510722115635872,
0.10206390172243118,
-0.0942801907658577,
-0.07343478500843048,
0.07232071459293365,
-0.06215380132198334,
0.008153797127306461,
0.03644898906350136,
-0.03744397684931755,
0.09202847629785538,
-0.030957823619246483,
-4.916630658158283e-8,
-0.03297637030482292,
0.025412624701857567,
-0.010600914247334003,
0.01922731101512909,
-0.09650910645723343,
0.06292754411697388,
0.0553576685488224,
-0.07563135027885437,
-0.031138978898525238,
-0.11287776380777359,
-0.01365260872989893,
0.0014420063234865665,
0.020792637020349503,
0.01516594085842371,
0.0035799932666122913,
0.056250039488077164,
0.017162594944238663,
0.05827482417225838,
-0.015897687524557114,
0.08626452088356018,
0.05018267408013344,
-0.08163779973983765,
-0.06345662474632263,
0.035818539559841156,
0.04220987856388092,
-0.04988420382142067,
-0.0794021263718605,
-0.02096855826675892,
0.011049722321331501,
0.0665588229894638,
0.05791988968849182,
0.005858680233359337,
0.048296183347702026,
0.053324852138757706,
0.02922365628182888,
0.0002482244744896889,
-0.023928452283143997,
-0.04176655411720276,
-0.01746607944369316,
-0.013671692460775375,
-0.034399788826704025,
0.09496425837278366,
-0.07585664093494415,
-0.01569327898323536,
0.004035786725580692,
0.018182940781116486,
0.03870434686541557,
-0.11904015392065048,
0.009807421825826168,
-0.009176675230264664,
-0.025027144700288773,
-0.05963659659028053,
0.05591893196105957,
0.06118813157081604,
0.08042239397764206,
-0.02147888019680977,
0.014866618439555168,
-0.06351329386234283,
0.032099492847919464,
0.02118668518960476,
-0.03916515037417412,
-0.05264193192124367,
-0.02959221787750721,
-0.02377762459218502
] |
1402.5456
|
Wayes Tushar
|
Wayes Tushar, Bo Chai, Chau Yuen, David B. Smith and H. Vincent Poor
|
Energy Management for a User Interactive Smart Community: A Stackelberg
Game Approach
|
6 pages, 4 figures
| null | null | null |
cs.SY cs.GT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper studies a three party energy management problem in a user
interactive smart community that consists of a large number of residential
units (RUs) with distributed energy resources (DERs), a shared facility
controller (SFC) and the main grid. A Stackelberg game is formulated to benefit
both the SFC and RUs, in terms of incurred cost and achieved utility
respectively, from their energy trading with each other and the grid. The
properties of the game are studied and it is shown that there exists a unique
Stackelberg equilibrium (SE). A novel algorithm is proposed that can be
implemented in a distributed fashion by both RUs and the SFC to reach the SE.
The convergence of the algorithm is also proven, and shown to always reach the
SE. Numerical examples are used to assess the properties and effectiveness of
the proposed scheme.
|
[
{
"created": "Sat, 22 Feb 2014 00:44:40 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Tushar",
"Wayes",
""
],
[
"Chai",
"Bo",
""
],
[
"Yuen",
"Chau",
""
],
[
"Smith",
"David B.",
""
],
[
"Poor",
"H. Vincent",
""
]
] |
[
0.0017862441018223763,
-0.01080397516489029,
-0.020348792895674706,
0.013472255319356918,
-0.04756705462932587,
-0.008512940257787704,
-0.00010165606363443658,
0.01077002938836813,
-0.025747137144207954,
0.04828732833266258,
-0.037383805960416794,
-0.021491287276148796,
0.032901037484407425,
-0.033486124128103256,
0.06255131959915161,
0.028230784460902214,
0.04280084744095802,
-0.05940732732415199,
0.03682631626725197,
-0.0511302687227726,
0.004178340081125498,
-0.07594508677721024,
-0.023072896525263786,
-0.0276638213545084,
0.0615357905626297,
0.05589563772082329,
0.0041971695609390736,
0.07732420414686203,
0.0016414545243605971,
0.06224654242396355,
0.06379251182079315,
-0.07063184678554535,
0.04272112995386124,
-0.029556864872574806,
-0.015177395194768906,
0.05257149785757065,
-0.0748133584856987,
-0.033965155482292175,
-0.0007517418707720935,
0.07560721039772034,
-0.06642801314592361,
-0.015628686174750328,
-0.0783916786313057,
0.0013020883779972792,
-0.050329647958278656,
0.00941389985382557,
-0.09120359271764755,
0.04830203950405121,
0.030663080513477325,
-0.0007574132177978754,
0.010603029280900955,
-0.03333060070872307,
0.04803478717803955,
0.009397328831255436,
0.06524460017681122,
-0.03925534710288048,
0.03733441233634949,
-0.06750188022851944,
0.0681302547454834,
0.0027313982136547565,
0.0263413917273283,
-0.1008276715874672,
-0.012017777189612389,
0.03248509764671326,
0.057862211018800735,
-0.014080213382840157,
0.009103376418352127,
0.06585834920406342,
-0.020155375823378563,
-0.14139224588871002,
0.034001708030700684,
-0.02696668542921543,
0.00317002204246819,
-0.06343819200992584,
-0.005565596744418144,
-0.022044776007533073,
-0.05256986990571022,
-0.024093342944979668,
0.017827073112130165,
0.05762796103954315,
0.008987070061266422,
0.06869891285896301,
-0.059596143662929535,
-0.029934028163552284,
-0.04571446031332016,
-0.0557832233607769,
0.019392946735024452,
0.01280742883682251,
0.10458400100469589,
-0.024583084508776665,
0.009077000431716442,
0.12256216257810593,
0.054079800844192505,
-0.004381654318422079,
0.05067059397697449,
0.02259947545826435,
-0.01036286074668169,
-0.1146552562713623,
0.013167472556233406,
0.06695893406867981,
-0.02236790396273136,
0.02923019975423813,
0.04615705832839012,
-0.03198794275522232,
0.10356370359659195,
-0.028052611276507378,
-0.026891762390732765,
0.11192475259304047,
0.002172153675928712,
-0.031720928847789764,
0.025079404935240746,
-0.03487240523099899,
-0.006045419257134199,
0.02916141040623188,
-0.031162822619080544,
-0.010854315012693405,
0.16494400799274445,
-0.034122347831726074,
0.01405884325504303,
-0.009920294396579266,
0.06386923789978027,
-0.0851970687508583,
0.07419968396425247,
-0.03230219706892967,
0.07535744458436966,
0.0707041472196579,
0.01679818704724312,
-3.7596122349097234e-33,
-0.11748935282230377,
-0.04148721694946289,
-0.0012631140416488051,
-0.00016499351477250457,
0.027420928701758385,
0.033898547291755676,
-0.022588307037949562,
-0.01424221508204937,
-0.09276638925075531,
-0.012525240890681744,
0.07637563347816467,
0.07248400151729584,
0.07695960253477097,
0.05508334934711456,
0.04306682571768761,
-0.0778927281498909,
0.036680202931165695,
-0.009000086225569248,
0.11215859651565552,
-0.03763151541352272,
0.0477692075073719,
-0.030876612290740013,
0.07027016580104828,
0.0031028431840240955,
0.014454027637839317,
0.021631091833114624,
0.01269034668803215,
-0.0021422693971544504,
0.08962695300579071,
-0.02949552610516548,
0.06592558324337006,
0.03356492146849632,
-0.055954914540052414,
0.0638011172413826,
-0.0430360846221447,
0.06538008898496628,
0.050197783857584,
-0.044832099229097366,
-0.017517948523163795,
0.012778169475495815,
-0.02457396872341633,
0.0032054241746664047,
0.0025742806028574705,
-0.007638219278305769,
-0.047950342297554016,
0.040524233132600784,
0.009152581915259361,
-0.02073248289525509,
-0.06290331482887268,
-0.019563397392630577,
-0.07985283434391022,
0.047835513949394226,
-0.008059722371399403,
0.029761873185634613,
0.02733699232339859,
-0.044295068830251694,
-0.0009670080617070198,
0.009925750084221363,
0.047093212604522705,
0.03382685035467148,
-0.007171407341957092,
-0.005300190299749374,
0.016783975064754486,
-0.030471589416265488,
0.03616517409682274,
-0.010994807817041874,
-0.015167687088251114,
-0.011448292061686516,
0.040497105568647385,
0.01888679526746273,
0.07805072516202927,
0.02525407075881958,
0.03369869291782379,
0.0545668751001358,
0.007177300285547972,
-0.017017852514982224,
-0.07095330208539963,
0.0756848156452179,
-0.09536587446928024,
-0.0307100061327219,
-0.03080122545361519,
-0.03764359652996063,
0.003674260573461652,
-0.000547064351849258,
0.03748263791203499,
-0.09407155215740204,
-0.046742238104343414,
0.042929667979478836,
-0.11947229504585266,
0.0040666935965418816,
-0.08810536563396454,
0.07217850536108017,
0.06026102975010872,
0.08877983689308167,
0.0019269883632659912,
2.0040859923795173e-33,
-0.077643483877182,
0.01592170260846615,
-0.10408452898263931,
0.021159181371331215,
0.04269875958561897,
-0.01867509074509144,
-0.0915055051445961,
-0.11339807510375977,
-0.04750605672597885,
0.07943326234817505,
-0.09951797872781754,
0.030206218361854553,
-0.015840614214539528,
-0.02008618600666523,
0.02909138612449169,
0.029044294729828835,
0.0421050526201725,
-0.06880367547273636,
-0.0523865781724453,
-0.01000150665640831,
-0.04680294170975685,
0.04528417810797691,
-0.012993221171200275,
0.021141301840543747,
0.0680886059999466,
0.056321896612644196,
0.007773160468786955,
-0.09846287965774536,
-0.024333296343684196,
0.04078776389360428,
-0.08376152068376541,
-0.08964719623327255,
-0.04642874002456665,
-0.04574734717607498,
-0.00023001166118774563,
0.02583221159875393,
-0.027151642367243767,
0.07293382287025452,
0.005951819010078907,
0.08400049805641174,
0.05795546621084213,
-0.1491175889968872,
-0.06481090188026428,
0.0034743130672723055,
-0.012423147447407246,
-0.027451172471046448,
-0.06292694061994553,
-0.0002890663454309106,
-0.04055678844451904,
0.008613607846200466,
0.006859833840280771,
-0.013555803336203098,
-0.04937394708395004,
-0.013406706973910332,
-0.027795474976301193,
-0.00395187409594655,
0.05493103712797165,
0.05454208701848984,
-0.0047919005155563354,
-0.053649235516786575,
0.07712411135435104,
-0.05249248072504997,
0.025228895246982574,
0.1506519615650177,
0.019977526739239693,
0.04678694158792496,
0.023279154673218727,
-0.032693520188331604,
0.05930911749601364,
-0.029570307582616806,
-0.09816347062587738,
0.09257509559392929,
0.013734200038015842,
-0.04023943096399307,
0.023228663951158524,
0.08239329606294632,
0.024642232805490494,
0.059279970824718475,
0.03923168033361435,
-0.020045945420861244,
-0.044253017753362656,
0.08648022264242172,
0.08255700021982193,
-0.0593879260122776,
-0.012933744117617607,
-0.1064642146229744,
0.0867244228720665,
-0.009301102720201015,
-0.05292772129178047,
-0.012208218686282635,
0.039195191115140915,
0.024407019838690758,
0.030004214495420456,
0.007797462400048971,
-0.04634591192007065,
-5.1365745434850396e-8,
0.01589822955429554,
0.026858273893594742,
0.0388808511197567,
-0.020905131474137306,
-0.00034867905196733773,
-0.06600062549114227,
0.07488708198070526,
-0.0788295641541481,
-0.01529830601066351,
0.12023885548114777,
0.020725054666399956,
0.05850892886519432,
-0.0035353528801351786,
0.028314584866166115,
-0.02802831120789051,
-0.014469882473349571,
-0.038242943584918976,
0.008018151856958866,
-0.020729508250951767,
0.031079446896910667,
-0.008743297308683395,
-0.013008407317101955,
-0.04045794531702995,
0.0639510229229927,
-0.002790098311379552,
0.07467249035835266,
-0.00014109529729466885,
-0.022803448140621185,
0.0845264419913292,
0.009139836765825748,
-0.016956806182861328,
-0.030908798798918724,
-0.003590089501813054,
-0.02542949467897415,
0.036364421248435974,
0.011926786042749882,
-0.04350683093070984,
-0.03207630291581154,
-0.023957623168826103,
-0.005481420084834099,
-0.02201845310628414,
-0.051619112491607666,
-0.012023676186800003,
-0.04184478148818016,
0.016030948609113693,
0.009586527943611145,
-0.10752886533737183,
0.013597629964351654,
0.09516610205173492,
0.021174980327486992,
-0.02755327709019184,
0.041994575411081314,
-0.04927488788962364,
0.009306664578616619,
0.03423606604337692,
-0.04964602738618851,
-0.04561987146735191,
0.006956231314688921,
0.10964375734329224,
-0.0031925104558467865,
-0.021816371008753777,
-0.006492634769529104,
-0.14208047091960907,
0.012992598116397858
] | null | null | null | null | null | null | null |
[
0.0017862441018223763,
-0.01080397516489029,
-0.020348792895674706,
0.013472255319356918,
-0.04756705462932587,
-0.008512940257787704,
-0.00010165606363443658,
0.01077002938836813,
-0.025747137144207954,
0.04828732833266258,
-0.037383805960416794,
-0.021491287276148796,
0.032901037484407425,
-0.033486124128103256,
0.06255131959915161,
0.028230784460902214,
0.04280084744095802,
-0.05940732732415199,
0.03682631626725197,
-0.0511302687227726,
0.004178340081125498,
-0.07594508677721024,
-0.023072896525263786,
-0.0276638213545084,
0.0615357905626297,
0.05589563772082329,
0.0041971695609390736,
0.07732420414686203,
0.0016414545243605971,
0.06224654242396355,
0.06379251182079315,
-0.07063184678554535,
0.04272112995386124,
-0.029556864872574806,
-0.015177395194768906,
0.05257149785757065,
-0.0748133584856987,
-0.033965155482292175,
-0.0007517418707720935,
0.07560721039772034,
-0.06642801314592361,
-0.015628686174750328,
-0.0783916786313057,
0.0013020883779972792,
-0.050329647958278656,
0.00941389985382557,
-0.09120359271764755,
0.04830203950405121,
0.030663080513477325,
-0.0007574132177978754,
0.010603029280900955,
-0.03333060070872307,
0.04803478717803955,
0.009397328831255436,
0.06524460017681122,
-0.03925534710288048,
0.03733441233634949,
-0.06750188022851944,
0.0681302547454834,
0.0027313982136547565,
0.0263413917273283,
-0.1008276715874672,
-0.012017777189612389,
0.03248509764671326,
0.057862211018800735,
-0.014080213382840157,
0.009103376418352127,
0.06585834920406342,
-0.020155375823378563,
-0.14139224588871002,
0.034001708030700684,
-0.02696668542921543,
0.00317002204246819,
-0.06343819200992584,
-0.005565596744418144,
-0.022044776007533073,
-0.05256986990571022,
-0.024093342944979668,
0.017827073112130165,
0.05762796103954315,
0.008987070061266422,
0.06869891285896301,
-0.059596143662929535,
-0.029934028163552284,
-0.04571446031332016,
-0.0557832233607769,
0.019392946735024452,
0.01280742883682251,
0.10458400100469589,
-0.024583084508776665,
0.009077000431716442,
0.12256216257810593,
0.054079800844192505,
-0.004381654318422079,
0.05067059397697449,
0.02259947545826435,
-0.01036286074668169,
-0.1146552562713623,
0.013167472556233406,
0.06695893406867981,
-0.02236790396273136,
0.02923019975423813,
0.04615705832839012,
-0.03198794275522232,
0.10356370359659195,
-0.028052611276507378,
-0.026891762390732765,
0.11192475259304047,
0.002172153675928712,
-0.031720928847789764,
0.025079404935240746,
-0.03487240523099899,
-0.006045419257134199,
0.02916141040623188,
-0.031162822619080544,
-0.010854315012693405,
0.16494400799274445,
-0.034122347831726074,
0.01405884325504303,
-0.009920294396579266,
0.06386923789978027,
-0.0851970687508583,
0.07419968396425247,
-0.03230219706892967,
0.07535744458436966,
0.0707041472196579,
0.01679818704724312,
-3.7596122349097234e-33,
-0.11748935282230377,
-0.04148721694946289,
-0.0012631140416488051,
-0.00016499351477250457,
0.027420928701758385,
0.033898547291755676,
-0.022588307037949562,
-0.01424221508204937,
-0.09276638925075531,
-0.012525240890681744,
0.07637563347816467,
0.07248400151729584,
0.07695960253477097,
0.05508334934711456,
0.04306682571768761,
-0.0778927281498909,
0.036680202931165695,
-0.009000086225569248,
0.11215859651565552,
-0.03763151541352272,
0.0477692075073719,
-0.030876612290740013,
0.07027016580104828,
0.0031028431840240955,
0.014454027637839317,
0.021631091833114624,
0.01269034668803215,
-0.0021422693971544504,
0.08962695300579071,
-0.02949552610516548,
0.06592558324337006,
0.03356492146849632,
-0.055954914540052414,
0.0638011172413826,
-0.0430360846221447,
0.06538008898496628,
0.050197783857584,
-0.044832099229097366,
-0.017517948523163795,
0.012778169475495815,
-0.02457396872341633,
0.0032054241746664047,
0.0025742806028574705,
-0.007638219278305769,
-0.047950342297554016,
0.040524233132600784,
0.009152581915259361,
-0.02073248289525509,
-0.06290331482887268,
-0.019563397392630577,
-0.07985283434391022,
0.047835513949394226,
-0.008059722371399403,
0.029761873185634613,
0.02733699232339859,
-0.044295068830251694,
-0.0009670080617070198,
0.009925750084221363,
0.047093212604522705,
0.03382685035467148,
-0.007171407341957092,
-0.005300190299749374,
0.016783975064754486,
-0.030471589416265488,
0.03616517409682274,
-0.010994807817041874,
-0.015167687088251114,
-0.011448292061686516,
0.040497105568647385,
0.01888679526746273,
0.07805072516202927,
0.02525407075881958,
0.03369869291782379,
0.0545668751001358,
0.007177300285547972,
-0.017017852514982224,
-0.07095330208539963,
0.0756848156452179,
-0.09536587446928024,
-0.0307100061327219,
-0.03080122545361519,
-0.03764359652996063,
0.003674260573461652,
-0.000547064351849258,
0.03748263791203499,
-0.09407155215740204,
-0.046742238104343414,
0.042929667979478836,
-0.11947229504585266,
0.0040666935965418816,
-0.08810536563396454,
0.07217850536108017,
0.06026102975010872,
0.08877983689308167,
0.0019269883632659912,
2.0040859923795173e-33,
-0.077643483877182,
0.01592170260846615,
-0.10408452898263931,
0.021159181371331215,
0.04269875958561897,
-0.01867509074509144,
-0.0915055051445961,
-0.11339807510375977,
-0.04750605672597885,
0.07943326234817505,
-0.09951797872781754,
0.030206218361854553,
-0.015840614214539528,
-0.02008618600666523,
0.02909138612449169,
0.029044294729828835,
0.0421050526201725,
-0.06880367547273636,
-0.0523865781724453,
-0.01000150665640831,
-0.04680294170975685,
0.04528417810797691,
-0.012993221171200275,
0.021141301840543747,
0.0680886059999466,
0.056321896612644196,
0.007773160468786955,
-0.09846287965774536,
-0.024333296343684196,
0.04078776389360428,
-0.08376152068376541,
-0.08964719623327255,
-0.04642874002456665,
-0.04574734717607498,
-0.00023001166118774563,
0.02583221159875393,
-0.027151642367243767,
0.07293382287025452,
0.005951819010078907,
0.08400049805641174,
0.05795546621084213,
-0.1491175889968872,
-0.06481090188026428,
0.0034743130672723055,
-0.012423147447407246,
-0.027451172471046448,
-0.06292694061994553,
-0.0002890663454309106,
-0.04055678844451904,
0.008613607846200466,
0.006859833840280771,
-0.013555803336203098,
-0.04937394708395004,
-0.013406706973910332,
-0.027795474976301193,
-0.00395187409594655,
0.05493103712797165,
0.05454208701848984,
-0.0047919005155563354,
-0.053649235516786575,
0.07712411135435104,
-0.05249248072504997,
0.025228895246982574,
0.1506519615650177,
0.019977526739239693,
0.04678694158792496,
0.023279154673218727,
-0.032693520188331604,
0.05930911749601364,
-0.029570307582616806,
-0.09816347062587738,
0.09257509559392929,
0.013734200038015842,
-0.04023943096399307,
0.023228663951158524,
0.08239329606294632,
0.024642232805490494,
0.059279970824718475,
0.03923168033361435,
-0.020045945420861244,
-0.044253017753362656,
0.08648022264242172,
0.08255700021982193,
-0.0593879260122776,
-0.012933744117617607,
-0.1064642146229744,
0.0867244228720665,
-0.009301102720201015,
-0.05292772129178047,
-0.012208218686282635,
0.039195191115140915,
0.024407019838690758,
0.030004214495420456,
0.007797462400048971,
-0.04634591192007065,
-5.1365745434850396e-8,
0.01589822955429554,
0.026858273893594742,
0.0388808511197567,
-0.020905131474137306,
-0.00034867905196733773,
-0.06600062549114227,
0.07488708198070526,
-0.0788295641541481,
-0.01529830601066351,
0.12023885548114777,
0.020725054666399956,
0.05850892886519432,
-0.0035353528801351786,
0.028314584866166115,
-0.02802831120789051,
-0.014469882473349571,
-0.038242943584918976,
0.008018151856958866,
-0.020729508250951767,
0.031079446896910667,
-0.008743297308683395,
-0.013008407317101955,
-0.04045794531702995,
0.0639510229229927,
-0.002790098311379552,
0.07467249035835266,
-0.00014109529729466885,
-0.022803448140621185,
0.0845264419913292,
0.009139836765825748,
-0.016956806182861328,
-0.030908798798918724,
-0.003590089501813054,
-0.02542949467897415,
0.036364421248435974,
0.011926786042749882,
-0.04350683093070984,
-0.03207630291581154,
-0.023957623168826103,
-0.005481420084834099,
-0.02201845310628414,
-0.051619112491607666,
-0.012023676186800003,
-0.04184478148818016,
0.016030948609113693,
0.009586527943611145,
-0.10752886533737183,
0.013597629964351654,
0.09516610205173492,
0.021174980327486992,
-0.02755327709019184,
0.041994575411081314,
-0.04927488788962364,
0.009306664578616619,
0.03423606604337692,
-0.04964602738618851,
-0.04561987146735191,
0.006956231314688921,
0.10964375734329224,
-0.0031925104558467865,
-0.021816371008753777,
-0.006492634769529104,
-0.14208047091960907,
0.012992598116397858
] |
1402.5458
|
Sindhu Kutty
|
Jacob Abernethy, Sindhu Kutty, S\'ebastien Lahaie, Rahul Sami
|
Information Aggregation in Exponential Family Markets
| null | null | null | null |
cs.AI cs.GT stat.ML
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We consider the design of prediction market mechanisms known as automated
market makers. We show that we can design these mechanisms via the mold of
\emph{exponential family distributions}, a popular and well-studied probability
distribution template used in statistics. We give a full development of this
relationship and explore a range of benefits. We draw connections between the
information aggregation of market prices and the belief aggregation of learning
agents that rely on exponential family distributions. We develop a very natural
analysis of the market behavior as well as the price equilibrium under the
assumption that the traders exhibit risk aversion according to exponential
utility. We also consider similar aspects under alternative models, such as
when traders are budget constrained.
|
[
{
"created": "Sat, 22 Feb 2014 01:11:05 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Abernethy",
"Jacob",
""
],
[
"Kutty",
"Sindhu",
""
],
[
"Lahaie",
"Sébastien",
""
],
[
"Sami",
"Rahul",
""
]
] |
[
-0.11752649396657944,
-0.023733248934149742,
-0.043979842215776443,
0.03174130991101265,
0.0031003665644675493,
-0.011470197699964046,
0.06119361147284508,
0.038073573261499405,
0.10849633067846298,
0.018691426143050194,
0.013803753070533276,
-0.042310215532779694,
0.09859167039394379,
0.03941192105412483,
0.005195069592446089,
-0.08862088620662689,
0.0014573241351172328,
0.022463222965598106,
-0.04120578616857529,
0.013019610196352005,
-0.059051115065813065,
0.0017655233386904001,
-0.039471644908189774,
-0.039003077894449234,
0.09607028216123581,
-0.05301462486386299,
0.02599310502409935,
-0.022160828113555908,
0.0053554377518594265,
-0.029519595205783844,
0.01794019713997841,
-0.08237922191619873,
0.03947725519537926,
-0.0015190418343991041,
-0.01997491531074047,
-0.06047973036766052,
-0.09078192710876465,
0.06124720349907875,
-0.00609792722389102,
0.0012756736250594258,
0.006133729126304388,
-0.00727581512182951,
-0.04318232461810112,
-0.01370418444275856,
0.00843866541981697,
0.03227914124727249,
0.06471055746078491,
-0.003152179764583707,
-0.014867126010358334,
0.02435087040066719,
-0.09770496934652328,
0.009534127078950405,
0.001985604176297784,
-0.016937650740146637,
0.0037697511725127697,
0.009526552632451057,
-0.03477901220321655,
-0.06722318381071091,
0.011304747313261032,
-0.004596616141498089,
-0.03414078429341316,
-0.07509936392307281,
-0.05756501108407974,
0.05075930431485176,
-0.017853930592536926,
0.0292988121509552,
-0.02803265117108822,
0.13184040784835815,
-0.03854222968220711,
-0.027969829738140106,
-0.05015893653035164,
0.03592992201447487,
-0.09815306216478348,
-0.01778806559741497,
0.036698658019304276,
0.02650373801589012,
0.05113217979669571,
-0.06226753443479538,
-0.038510650396347046,
0.04397309944033623,
-0.07600436359643936,
-0.04641881585121155,
-0.003280071308836341,
0.04619783163070679,
0.06095854192972183,
-0.028263913467526436,
0.04823495075106621,
0.04086984694004059,
0.03667178004980087,
-0.055880799889564514,
-0.023867806419730186,
-0.060818932950496674,
-0.02573101967573166,
0.04173262417316437,
-0.027328968048095703,
0.10051476210355759,
0.011227346025407314,
-0.11082780361175537,
0.03674686700105667,
0.07862604409456253,
-0.04537782818078995,
-0.042857151478528976,
0.006440128665417433,
-0.01586342230439186,
-0.042883384972810745,
-0.14798694849014282,
-0.03200984746217728,
-0.009775630198419094,
0.05056215822696686,
-0.07271447777748108,
-0.01996392011642456,
-0.01431335974484682,
-0.02293817326426506,
-0.017533833160996437,
-0.09808757156133652,
0.021327918395400047,
-0.030553672462701797,
0.03942878171801567,
-0.041291169822216034,
0.03559872508049011,
0.008169613778591156,
0.04151102527976036,
0.027780139818787575,
0.01941739208996296,
0.04152960702776909,
0.03180943801999092,
-0.014544038102030754,
-9.65195380888807e-34,
-0.04025419428944588,
-0.03368007391691208,
-0.013226449489593506,
-0.062159452587366104,
0.09226913750171661,
0.06070500984787941,
-0.07284511625766754,
-0.006284535862505436,
0.010722652077674866,
0.011414894834160805,
0.04921140894293785,
0.08290668576955795,
-0.04993521422147751,
0.047953806817531586,
0.043033719062805176,
0.0015652283327654004,
-0.06791835278272629,
0.05680009350180626,
0.05783385783433914,
-0.05572265759110451,
0.038144294172525406,
0.02158079855144024,
0.022759288549423218,
0.00037006926140747964,
-0.07815772294998169,
0.027711044996976852,
-0.008207611739635468,
0.06273040920495987,
0.0855860784649849,
0.024830302223563194,
-0.07704714685678482,
0.04879116639494896,
-0.02433394081890583,
-0.05435700714588165,
-0.03616803139448166,
0.019867559894919395,
-0.08353065699338913,
-0.04885207116603851,
0.024246979504823685,
0.03978095203638077,
-0.026806598529219627,
0.026539096608757973,
0.022070961073040962,
-0.008167308755218983,
-0.07075275480747223,
-0.019371267408132553,
0.030271107330918312,
-0.041703999042510986,
0.023683208972215652,
-0.06626342982053757,
0.026953905820846558,
-0.0690583810210228,
0.046096283942461014,
-0.05390038341283798,
-0.0013376304414123297,
0.10804948955774307,
-0.0494210422039032,
-0.010704337619245052,
-0.058586619794368744,
0.006143471691757441,
-0.09536366909742355,
-0.000012300555681576952,
0.06009683758020401,
-0.025495849549770355,
-0.013574139215052128,
0.099289171397686,
0.0479513481259346,
0.03295689821243286,
0.04293328523635864,
0.027774566784501076,
0.11011064797639847,
0.015523718670010567,
-0.014865516684949398,
-0.03326466307044029,
0.020796094089746475,
0.05229562893509865,
0.05754396691918373,
0.08053839951753616,
0.034875720739364624,
0.0179391298443079,
0.004055095836520195,
-0.09575151652097702,
0.0340656116604805,
0.004021359141916037,
0.049647409468889236,
-0.017766522243618965,
-0.053374115377664566,
0.04197927936911583,
-0.005151974968612194,
-0.00726992916315794,
-0.0620608776807785,
0.0003409244818612933,
-0.03440695255994797,
0.03628984093666077,
0.012027384713292122,
-1.3664153882179587e-33,
-0.11235468089580536,
0.018749337643384933,
-0.025491707026958466,
-0.006321841385215521,
0.011581436730921268,
-0.036602336913347244,
-0.07843400537967682,
-0.030796783044934273,
0.07326498627662659,
0.01669217273592949,
-0.09571157395839691,
0.036233652383089066,
0.04620751366019249,
-0.031195513904094696,
-0.0877629742026329,
-0.03061179630458355,
0.03978969156742096,
0.0037469379603862762,
0.04722202941775322,
-0.11753712594509125,
-0.011548837646842003,
0.022746015340089798,
-0.06111684814095497,
0.03615818917751312,
0.11589162051677704,
-0.00562082277610898,
-0.08071400225162506,
0.1491534411907196,
-0.020779229700565338,
0.06582216173410416,
-0.08780811727046967,
-0.05108719691634178,
0.029685137793421745,
-0.020554903894662857,
-0.038751378655433655,
0.05139714851975441,
-0.010624932125210762,
0.10269089788198471,
-0.060787469148635864,
0.09052898734807968,
0.042826924473047256,
-0.03332499414682388,
-0.017423570156097412,
-0.051971618086099625,
0.04986171796917915,
0.04195259511470795,
0.045112594962120056,
-0.00381607748568058,
0.15882150828838348,
-0.01947326771914959,
-0.00045056987437419593,
0.12807095050811768,
-0.04090253263711929,
0.023285353556275368,
-0.142136812210083,
-0.01524531003087759,
0.039239175617694855,
0.0002818453940562904,
0.02739792689681053,
0.03844206780195236,
-0.04605919495224953,
0.0489242747426033,
0.042257536202669144,
0.047932758927345276,
-0.02948741801083088,
-0.0031368222553282976,
-0.0963275283575058,
-0.0945819541811943,
0.015159198082983494,
-0.04646039381623268,
0.08106546849012375,
-0.04322605952620506,
0.017255153506994247,
-0.056550897657871246,
-0.010816439986228943,
0.08523387461900711,
0.00662912055850029,
0.01593863219022751,
0.083964042365551,
-0.014117349870502949,
-0.033698707818984985,
0.06018497794866562,
0.07846425473690033,
0.01119804847985506,
-0.02669212594628334,
-0.03632104769349098,
0.00952732004225254,
0.05357015132904053,
0.055364131927490234,
-0.058728501200675964,
0.009832357987761497,
0.009873484261333942,
0.08914817124605179,
0.01861543394625187,
-0.09348966181278229,
-4.1976033315904715e-8,
0.03221028298139572,
-0.038643404841423035,
0.13248270750045776,
-0.030573297291994095,
0.09266495704650879,
0.044190485030412674,
0.056754324585199356,
0.03542274981737137,
-0.05276940017938614,
0.002423464087769389,
0.06150411069393158,
0.0494702085852623,
-0.029388844966888428,
-0.00420620059594512,
0.005581595469266176,
0.05647311732172966,
0.0057176221162080765,
0.008218628354370594,
-0.015860361978411674,
-0.036583080887794495,
0.11215339601039886,
-0.008935561403632164,
0.06387277692556381,
0.0018889023922383785,
0.021960530430078506,
-0.003942133858799934,
-0.005123049486428499,
0.0008939433027990162,
0.01534327957779169,
0.09069661051034927,
-0.036605075001716614,
-0.03730930760502815,
-0.029792074114084244,
0.012952040880918503,
0.019419703632593155,
0.04413510113954544,
-0.07406476885080338,
-0.07884597033262253,
-0.04115939885377884,
-0.029715649783611298,
0.0038067835848778486,
-0.03499021381139755,
-0.005639654118567705,
-0.007226116023957729,
0.031343135982751846,
0.03918054699897766,
0.0024137457367032766,
-0.05885346606373787,
0.11424591392278671,
-0.04294265806674957,
0.041951946914196014,
0.009331750683486462,
0.004168136510998011,
-0.011189840734004974,
0.011443295516073704,
-0.02761540561914444,
-0.0005042272387072444,
-0.06743135303258896,
-0.01627558469772339,
-0.02740524336695671,
0.03291362151503563,
-0.021905742585659027,
-0.005426773801445961,
0.012648959644138813
] | null | null | null | null | null | null | null |
[
-0.11752649396657944,
-0.023733248934149742,
-0.043979842215776443,
0.03174130991101265,
0.0031003665644675493,
-0.011470197699964046,
0.06119361147284508,
0.038073573261499405,
0.10849633067846298,
0.018691426143050194,
0.013803753070533276,
-0.042310215532779694,
0.09859167039394379,
0.03941192105412483,
0.005195069592446089,
-0.08862088620662689,
0.0014573241351172328,
0.022463222965598106,
-0.04120578616857529,
0.013019610196352005,
-0.059051115065813065,
0.0017655233386904001,
-0.039471644908189774,
-0.039003077894449234,
0.09607028216123581,
-0.05301462486386299,
0.02599310502409935,
-0.022160828113555908,
0.0053554377518594265,
-0.029519595205783844,
0.01794019713997841,
-0.08237922191619873,
0.03947725519537926,
-0.0015190418343991041,
-0.01997491531074047,
-0.06047973036766052,
-0.09078192710876465,
0.06124720349907875,
-0.00609792722389102,
0.0012756736250594258,
0.006133729126304388,
-0.00727581512182951,
-0.04318232461810112,
-0.01370418444275856,
0.00843866541981697,
0.03227914124727249,
0.06471055746078491,
-0.003152179764583707,
-0.014867126010358334,
0.02435087040066719,
-0.09770496934652328,
0.009534127078950405,
0.001985604176297784,
-0.016937650740146637,
0.0037697511725127697,
0.009526552632451057,
-0.03477901220321655,
-0.06722318381071091,
0.011304747313261032,
-0.004596616141498089,
-0.03414078429341316,
-0.07509936392307281,
-0.05756501108407974,
0.05075930431485176,
-0.017853930592536926,
0.0292988121509552,
-0.02803265117108822,
0.13184040784835815,
-0.03854222968220711,
-0.027969829738140106,
-0.05015893653035164,
0.03592992201447487,
-0.09815306216478348,
-0.01778806559741497,
0.036698658019304276,
0.02650373801589012,
0.05113217979669571,
-0.06226753443479538,
-0.038510650396347046,
0.04397309944033623,
-0.07600436359643936,
-0.04641881585121155,
-0.003280071308836341,
0.04619783163070679,
0.06095854192972183,
-0.028263913467526436,
0.04823495075106621,
0.04086984694004059,
0.03667178004980087,
-0.055880799889564514,
-0.023867806419730186,
-0.060818932950496674,
-0.02573101967573166,
0.04173262417316437,
-0.027328968048095703,
0.10051476210355759,
0.011227346025407314,
-0.11082780361175537,
0.03674686700105667,
0.07862604409456253,
-0.04537782818078995,
-0.042857151478528976,
0.006440128665417433,
-0.01586342230439186,
-0.042883384972810745,
-0.14798694849014282,
-0.03200984746217728,
-0.009775630198419094,
0.05056215822696686,
-0.07271447777748108,
-0.01996392011642456,
-0.01431335974484682,
-0.02293817326426506,
-0.017533833160996437,
-0.09808757156133652,
0.021327918395400047,
-0.030553672462701797,
0.03942878171801567,
-0.041291169822216034,
0.03559872508049011,
0.008169613778591156,
0.04151102527976036,
0.027780139818787575,
0.01941739208996296,
0.04152960702776909,
0.03180943801999092,
-0.014544038102030754,
-9.65195380888807e-34,
-0.04025419428944588,
-0.03368007391691208,
-0.013226449489593506,
-0.062159452587366104,
0.09226913750171661,
0.06070500984787941,
-0.07284511625766754,
-0.006284535862505436,
0.010722652077674866,
0.011414894834160805,
0.04921140894293785,
0.08290668576955795,
-0.04993521422147751,
0.047953806817531586,
0.043033719062805176,
0.0015652283327654004,
-0.06791835278272629,
0.05680009350180626,
0.05783385783433914,
-0.05572265759110451,
0.038144294172525406,
0.02158079855144024,
0.022759288549423218,
0.00037006926140747964,
-0.07815772294998169,
0.027711044996976852,
-0.008207611739635468,
0.06273040920495987,
0.0855860784649849,
0.024830302223563194,
-0.07704714685678482,
0.04879116639494896,
-0.02433394081890583,
-0.05435700714588165,
-0.03616803139448166,
0.019867559894919395,
-0.08353065699338913,
-0.04885207116603851,
0.024246979504823685,
0.03978095203638077,
-0.026806598529219627,
0.026539096608757973,
0.022070961073040962,
-0.008167308755218983,
-0.07075275480747223,
-0.019371267408132553,
0.030271107330918312,
-0.041703999042510986,
0.023683208972215652,
-0.06626342982053757,
0.026953905820846558,
-0.0690583810210228,
0.046096283942461014,
-0.05390038341283798,
-0.0013376304414123297,
0.10804948955774307,
-0.0494210422039032,
-0.010704337619245052,
-0.058586619794368744,
0.006143471691757441,
-0.09536366909742355,
-0.000012300555681576952,
0.06009683758020401,
-0.025495849549770355,
-0.013574139215052128,
0.099289171397686,
0.0479513481259346,
0.03295689821243286,
0.04293328523635864,
0.027774566784501076,
0.11011064797639847,
0.015523718670010567,
-0.014865516684949398,
-0.03326466307044029,
0.020796094089746475,
0.05229562893509865,
0.05754396691918373,
0.08053839951753616,
0.034875720739364624,
0.0179391298443079,
0.004055095836520195,
-0.09575151652097702,
0.0340656116604805,
0.004021359141916037,
0.049647409468889236,
-0.017766522243618965,
-0.053374115377664566,
0.04197927936911583,
-0.005151974968612194,
-0.00726992916315794,
-0.0620608776807785,
0.0003409244818612933,
-0.03440695255994797,
0.03628984093666077,
0.012027384713292122,
-1.3664153882179587e-33,
-0.11235468089580536,
0.018749337643384933,
-0.025491707026958466,
-0.006321841385215521,
0.011581436730921268,
-0.036602336913347244,
-0.07843400537967682,
-0.030796783044934273,
0.07326498627662659,
0.01669217273592949,
-0.09571157395839691,
0.036233652383089066,
0.04620751366019249,
-0.031195513904094696,
-0.0877629742026329,
-0.03061179630458355,
0.03978969156742096,
0.0037469379603862762,
0.04722202941775322,
-0.11753712594509125,
-0.011548837646842003,
0.022746015340089798,
-0.06111684814095497,
0.03615818917751312,
0.11589162051677704,
-0.00562082277610898,
-0.08071400225162506,
0.1491534411907196,
-0.020779229700565338,
0.06582216173410416,
-0.08780811727046967,
-0.05108719691634178,
0.029685137793421745,
-0.020554903894662857,
-0.038751378655433655,
0.05139714851975441,
-0.010624932125210762,
0.10269089788198471,
-0.060787469148635864,
0.09052898734807968,
0.042826924473047256,
-0.03332499414682388,
-0.017423570156097412,
-0.051971618086099625,
0.04986171796917915,
0.04195259511470795,
0.045112594962120056,
-0.00381607748568058,
0.15882150828838348,
-0.01947326771914959,
-0.00045056987437419593,
0.12807095050811768,
-0.04090253263711929,
0.023285353556275368,
-0.142136812210083,
-0.01524531003087759,
0.039239175617694855,
0.0002818453940562904,
0.02739792689681053,
0.03844206780195236,
-0.04605919495224953,
0.0489242747426033,
0.042257536202669144,
0.047932758927345276,
-0.02948741801083088,
-0.0031368222553282976,
-0.0963275283575058,
-0.0945819541811943,
0.015159198082983494,
-0.04646039381623268,
0.08106546849012375,
-0.04322605952620506,
0.017255153506994247,
-0.056550897657871246,
-0.010816439986228943,
0.08523387461900711,
0.00662912055850029,
0.01593863219022751,
0.083964042365551,
-0.014117349870502949,
-0.033698707818984985,
0.06018497794866562,
0.07846425473690033,
0.01119804847985506,
-0.02669212594628334,
-0.03632104769349098,
0.00952732004225254,
0.05357015132904053,
0.055364131927490234,
-0.058728501200675964,
0.009832357987761497,
0.009873484261333942,
0.08914817124605179,
0.01861543394625187,
-0.09348966181278229,
-4.1976033315904715e-8,
0.03221028298139572,
-0.038643404841423035,
0.13248270750045776,
-0.030573297291994095,
0.09266495704650879,
0.044190485030412674,
0.056754324585199356,
0.03542274981737137,
-0.05276940017938614,
0.002423464087769389,
0.06150411069393158,
0.0494702085852623,
-0.029388844966888428,
-0.00420620059594512,
0.005581595469266176,
0.05647311732172966,
0.0057176221162080765,
0.008218628354370594,
-0.015860361978411674,
-0.036583080887794495,
0.11215339601039886,
-0.008935561403632164,
0.06387277692556381,
0.0018889023922383785,
0.021960530430078506,
-0.003942133858799934,
-0.005123049486428499,
0.0008939433027990162,
0.01534327957779169,
0.09069661051034927,
-0.036605075001716614,
-0.03730930760502815,
-0.029792074114084244,
0.012952040880918503,
0.019419703632593155,
0.04413510113954544,
-0.07406476885080338,
-0.07884597033262253,
-0.04115939885377884,
-0.029715649783611298,
0.0038067835848778486,
-0.03499021381139755,
-0.005639654118567705,
-0.007226116023957729,
0.031343135982751846,
0.03918054699897766,
0.0024137457367032766,
-0.05885346606373787,
0.11424591392278671,
-0.04294265806674957,
0.041951946914196014,
0.009331750683486462,
0.004168136510998011,
-0.011189840734004974,
0.011443295516073704,
-0.02761540561914444,
-0.0005042272387072444,
-0.06743135303258896,
-0.01627558469772339,
-0.02740524336695671,
0.03291362151503563,
-0.021905742585659027,
-0.005426773801445961,
0.012648959644138813
] |
1402.5461
|
Dinesh Rabindran
|
Dinesh Rabindran
|
Preliminary Studies on Force/Motion Control of Intelligent Mechanical
Systems
|
Masters Thesis, Mechanical Engineering Department, The University of
Texas at Austin, 2004
| null | null | null |
cs.RO
|
http://creativecommons.org/licenses/by-nc-sa/3.0/
|
To rationalize the relatively high investment that industrial automation
systems entail, research in the field of intelligent machines should target
high value functions such as fettling, die-finishing, deburring, and
fixtureless manufacturing. For achieving this goal, past work has concentrated
on force control algorithms at the system level with limited focus on
performance expansion at the actuator level. We present a comprehensive
literature review on robot force control, including algorithms, specialized
actuators, and robot control software. A robot force control testbed was
developed using Schunk's PowerCube 6-DOF Arm and a six-axis ATI force/torque
sensor. Using parameter identification experiments, manipulator module inertias
and the motor torque constant were estimated. Experiments were conducted to
study the practical issues involved in implementing stable contact transitions
and programmable endpoint impedance. Applications to human augmentation,
virtual fixtures, and teleoperation are discussed. These experiments are used
as a vehicle to understand the performance improvement achievable at the
actuator level. The approach at UTRRG has been to maximize the choices within
the actuator to enhance its intelligence. Drawing on this 20-year research
history in electromechanical actuator architecture, we propose a new concept
that mixes two inputs, distinct in their velocity ratios, within the same dual
actuator called a Force/Motion Actuator (FMA). Detailed kinematic and dynamic
models of this dual actuator are developed. The actuator performance is
evaluated using simulations with an output velocity specification and resolving
input trajectories using a minimum-norm solution. It is shown that a design
choice of 14:1 motion scaling between the two inputs results in good
sensitivity to output force disturbances without compromising velocity tracking
performance.
|
[
{
"created": "Sat, 22 Feb 2014 02:03:24 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Rabindran",
"Dinesh",
""
]
] |
[
-0.06931701302528381,
0.00007360123709077016,
-0.04799586907029152,
0.017629360780119896,
-0.022973399609327316,
-0.021383726969361305,
-0.02397548407316208,
0.03693784773349762,
-0.029205847531557083,
0.08543573319911957,
0.04216065630316734,
-0.014379980973899364,
0.007815909571945667,
-0.042786937206983566,
-0.005916166584938765,
0.0398392528295517,
0.08591087907552719,
-0.013752125203609467,
-0.02707689441740513,
0.03129032999277115,
0.09099471569061279,
0.07416574656963348,
0.08045805245637894,
-0.050965383648872375,
-0.08543352782726288,
-0.08013608306646347,
-0.0840601697564125,
-0.041041743010282516,
-0.09039594978094101,
-0.056235115975141525,
-0.026866795495152473,
-0.0459824800491333,
0.011035131290555,
-0.03873366862535477,
-0.032752178609371185,
0.06173405796289444,
0.05795498192310333,
0.03814464062452316,
0.007424843031913042,
-0.04724901169538498,
-0.04086483269929886,
-0.03754926100373268,
0.052819184958934784,
-0.0009604523656889796,
0.04406466335058212,
0.13550056517124176,
0.000006389468580891844,
-0.04366544634103775,
0.070079505443573,
-0.024358009919524193,
-0.07243014872074127,
-0.048407673835754395,
0.14230571687221527,
-0.0021447541657835245,
0.013339925557374954,
-0.01729521155357361,
0.03280630335211754,
-0.005628023762255907,
0.0787646621465683,
-0.010433066636323929,
0.02139500342309475,
-0.013811234384775162,
0.06612285226583481,
-0.060086093842983246,
-0.0583416149020195,
0.0038601895794272423,
-0.03695159777998924,
-0.07457612454891205,
-0.06269051879644394,
-0.02987234853208065,
-0.060058582574129105,
-0.012583544477820396,
0.007383748888969421,
0.07970420271158218,
-0.00876894686371088,
-0.00542479008436203,
-0.06523840129375458,
-0.006597260013222694,
-0.007139458321034908,
-0.0012078745057806373,
-0.06652610749006271,
-0.08577658236026764,
-0.05308670178055763,
0.06725472211837769,
-0.02042444795370102,
0.011603642255067825,
-0.04273992404341698,
0.024682654067873955,
0.059373170137405396,
0.05222515016794205,
0.08716804534196854,
-0.008343711495399475,
-0.1053503006696701,
-0.03001277707517147,
0.08582469820976257,
-0.003430101089179516,
0.03487250208854675,
-0.022921202704310417,
-0.037565380334854126,
0.0023240623995661736,
-0.0019257738022133708,
-0.03097705729305744,
-0.011612225323915482,
-0.03271276131272316,
0.0037163395900279284,
-0.01178521104156971,
-0.014525635167956352,
-0.0539637990295887,
0.09524235129356384,
-0.01387174054980278,
0.0031079573091119528,
-0.10401086509227753,
-0.045962121337652206,
0.010878818109631538,
0.019098157063126564,
-0.032006509602069855,
-0.02974076382815838,
-0.00884326547384262,
0.058759286999702454,
-0.00409293407574296,
0.055292628705501556,
0.008906563743948936,
0.00006636507896473631,
0.08515936881303787,
0.06980715692043304,
0.026772836223244667,
-0.03110097534954548,
2.923274269251567e-33,
-0.06549394875764847,
-0.046567000448703766,
0.015250385738909245,
0.04023044556379318,
-0.02423727698624134,
-0.07031672447919846,
0.08779551833868027,
0.12625811994075775,
-0.016634847968816757,
0.020883962512016296,
-0.06538209319114685,
0.000365943880751729,
-0.01645788922905922,
-0.017966704443097115,
0.006442126352339983,
0.021394627168774605,
0.0425870306789875,
-0.03345317393541336,
-0.04599292576313019,
0.02007339522242546,
0.08754207193851471,
-0.03907110542058945,
-0.002225611824542284,
-0.01829002983868122,
0.013253008015453815,
0.016375795006752014,
-0.024111859500408173,
0.07559437304735184,
-0.014308384619653225,
-0.011245517060160637,
-0.045526403933763504,
0.017269600182771683,
0.05058573558926582,
0.05927897244691849,
-0.06154443323612213,
-0.04689916968345642,
-0.05861598998308182,
-0.02633805386722088,
-0.05608098953962326,
0.0327971912920475,
0.028909675776958466,
0.049626968801021576,
-0.05028657615184784,
-0.02439238876104355,
0.0014494328061118722,
0.013728407211601734,
0.07942774891853333,
0.018954506143927574,
0.0030526749324053526,
0.04585655406117439,
-0.049643147736787796,
0.02798704244196415,
0.06310617923736572,
-0.02684212289750576,
0.005407656542956829,
-0.050326138734817505,
-0.032497648149728775,
0.044106848537921906,
0.003163444111123681,
0.08043395727872849,
-0.09156952053308487,
0.012439310550689697,
0.09332779794931412,
0.07590268552303314,
-0.0011262058978900313,
0.00975086446851492,
-0.01769975945353508,
0.05095083639025688,
0.03291044384241104,
0.06406427919864655,
0.02365943230688572,
-0.04169386997818947,
-0.022509362548589706,
0.017477750778198242,
0.028152119368314743,
0.042470838874578476,
-0.0408281609416008,
-0.07816366106271744,
-0.032896582037210464,
-0.021105919033288956,
0.03648953139781952,
0.1258130967617035,
0.013500767759978771,
0.014724069274961948,
0.08115877956151962,
-0.11185479909181595,
-0.019108066335320473,
0.008005176670849323,
-0.012942296452820301,
-0.05792706832289696,
0.02734774351119995,
-0.04490813985466957,
-0.10301510989665985,
0.07344919443130493,
0.008267843164503574,
-3.2490586714911254e-33,
0.02945575676858425,
-0.017047099769115448,
-0.013462125323712826,
0.10850710421800613,
0.01940901204943657,
0.0007133075851015747,
-0.002548732329159975,
-0.043081797659397125,
-0.015332983806729317,
0.03976796194911003,
0.01989775523543358,
-0.069732166826725,
0.01967690885066986,
0.04522477462887764,
0.06342677772045135,
0.12514518201351166,
-0.10213242471218109,
-0.010111717507243156,
0.031199056655168533,
-0.012838088907301426,
0.007536419201642275,
0.11996544152498245,
0.06469379365444183,
-0.068577341735363,
-0.04408563673496246,
-0.005661859177052975,
-0.08476368337869644,
-0.03623019903898239,
-0.05322074890136719,
0.014031278900802135,
-0.04654087871313095,
-0.01930893026292324,
0.02791600115597248,
0.11104647070169449,
0.014681036584079266,
-0.06058979779481888,
-0.03316854313015938,
0.05082482099533081,
0.11358148604631424,
0.03354417160153389,
0.09953272342681885,
0.07245088368654251,
-0.008607935160398483,
0.037155743688344955,
-0.02208792045712471,
-0.03275277838110924,
-0.07735148817300797,
-0.040724143385887146,
-0.027416981756687164,
0.0015079319709911942,
-0.047947537153959274,
-0.022087043151259422,
0.010655313730239868,
-0.06597304344177246,
0.02057294175028801,
-0.019544310867786407,
0.014672897756099701,
0.08169414103031158,
-0.02561533823609352,
0.03825434297323227,
-0.0034014685079455376,
0.0007325124461203814,
0.0399424247443676,
0.07639351487159729,
0.05030592530965805,
0.09905634075403214,
0.0845152959227562,
0.08229707181453705,
0.017313197255134583,
-0.017777767032384872,
0.013448853977024555,
-0.022205257788300514,
0.05093437060713768,
0.031105997040867805,
0.004078732803463936,
0.024495599791407585,
0.016124630346894264,
-0.10133356600999832,
0.013528161682188511,
-0.018716678023338318,
-0.06068573519587517,
-0.01016335841268301,
-0.012398280203342438,
0.09273210167884827,
-0.10902289301156998,
0.059982363134622574,
-0.06229614466428757,
0.10165160894393921,
0.036070678383111954,
0.015827924013137817,
-0.012511610053479671,
-0.0044171628542244434,
0.057636842131614685,
0.02077837660908699,
-0.0578911118209362,
-5.72950291655161e-8,
-0.047348834574222565,
0.004094341304153204,
0.0638560876250267,
-0.03220432996749878,
0.0019160488154739141,
0.03316868841648102,
-0.03157055005431175,
-0.005582432262599468,
-0.014177479781210423,
-0.04267780855298042,
0.04298042505979538,
-0.04451765865087509,
0.08590389788150787,
0.01868700236082077,
0.007348305080085993,
0.01980447769165039,
0.023666884750127792,
-0.001370881451293826,
0.004292918369174004,
0.06081520766019821,
0.03175678104162216,
-0.06357615441083908,
0.029713794589042664,
-0.004922247491776943,
0.10756795853376389,
-0.07711973041296005,
-0.12343087047338486,
0.09596093744039536,
-0.01853203773498535,
-0.020932640880346298,
0.003345305332913995,
-0.08146997541189194,
-0.008884946815669537,
0.04997532069683075,
0.008046846836805344,
0.041385211050510406,
-0.10162290185689926,
-0.05640210211277008,
-0.07165320962667465,
0.06890112906694412,
0.006184583064168692,
0.0004497272602748126,
-0.06246018409729004,
-0.04342365637421608,
0.011769209057092667,
-0.0467531718313694,
-0.09212572872638702,
-0.16697555780410767,
-0.04772854223847389,
0.001383211463689804,
-0.000592889147810638,
0.007629901636391878,
0.018943235278129578,
0.029478082433342934,
0.027867067605257034,
-0.004080481827259064,
0.0683421641588211,
-0.0034574123565107584,
-0.021287402138113976,
0.056873761117458344,
0.03454599529504776,
0.019824659451842308,
-0.03916868194937706,
-0.02832065336406231
] | null | null | null | null | null | null | null |
[
-0.06931701302528381,
0.00007360123709077016,
-0.04799586907029152,
0.017629360780119896,
-0.022973399609327316,
-0.021383726969361305,
-0.02397548407316208,
0.03693784773349762,
-0.029205847531557083,
0.08543573319911957,
0.04216065630316734,
-0.014379980973899364,
0.007815909571945667,
-0.042786937206983566,
-0.005916166584938765,
0.0398392528295517,
0.08591087907552719,
-0.013752125203609467,
-0.02707689441740513,
0.03129032999277115,
0.09099471569061279,
0.07416574656963348,
0.08045805245637894,
-0.050965383648872375,
-0.08543352782726288,
-0.08013608306646347,
-0.0840601697564125,
-0.041041743010282516,
-0.09039594978094101,
-0.056235115975141525,
-0.026866795495152473,
-0.0459824800491333,
0.011035131290555,
-0.03873366862535477,
-0.032752178609371185,
0.06173405796289444,
0.05795498192310333,
0.03814464062452316,
0.007424843031913042,
-0.04724901169538498,
-0.04086483269929886,
-0.03754926100373268,
0.052819184958934784,
-0.0009604523656889796,
0.04406466335058212,
0.13550056517124176,
0.000006389468580891844,
-0.04366544634103775,
0.070079505443573,
-0.024358009919524193,
-0.07243014872074127,
-0.048407673835754395,
0.14230571687221527,
-0.0021447541657835245,
0.013339925557374954,
-0.01729521155357361,
0.03280630335211754,
-0.005628023762255907,
0.0787646621465683,
-0.010433066636323929,
0.02139500342309475,
-0.013811234384775162,
0.06612285226583481,
-0.060086093842983246,
-0.0583416149020195,
0.0038601895794272423,
-0.03695159777998924,
-0.07457612454891205,
-0.06269051879644394,
-0.02987234853208065,
-0.060058582574129105,
-0.012583544477820396,
0.007383748888969421,
0.07970420271158218,
-0.00876894686371088,
-0.00542479008436203,
-0.06523840129375458,
-0.006597260013222694,
-0.007139458321034908,
-0.0012078745057806373,
-0.06652610749006271,
-0.08577658236026764,
-0.05308670178055763,
0.06725472211837769,
-0.02042444795370102,
0.011603642255067825,
-0.04273992404341698,
0.024682654067873955,
0.059373170137405396,
0.05222515016794205,
0.08716804534196854,
-0.008343711495399475,
-0.1053503006696701,
-0.03001277707517147,
0.08582469820976257,
-0.003430101089179516,
0.03487250208854675,
-0.022921202704310417,
-0.037565380334854126,
0.0023240623995661736,
-0.0019257738022133708,
-0.03097705729305744,
-0.011612225323915482,
-0.03271276131272316,
0.0037163395900279284,
-0.01178521104156971,
-0.014525635167956352,
-0.0539637990295887,
0.09524235129356384,
-0.01387174054980278,
0.0031079573091119528,
-0.10401086509227753,
-0.045962121337652206,
0.010878818109631538,
0.019098157063126564,
-0.032006509602069855,
-0.02974076382815838,
-0.00884326547384262,
0.058759286999702454,
-0.00409293407574296,
0.055292628705501556,
0.008906563743948936,
0.00006636507896473631,
0.08515936881303787,
0.06980715692043304,
0.026772836223244667,
-0.03110097534954548,
2.923274269251567e-33,
-0.06549394875764847,
-0.046567000448703766,
0.015250385738909245,
0.04023044556379318,
-0.02423727698624134,
-0.07031672447919846,
0.08779551833868027,
0.12625811994075775,
-0.016634847968816757,
0.020883962512016296,
-0.06538209319114685,
0.000365943880751729,
-0.01645788922905922,
-0.017966704443097115,
0.006442126352339983,
0.021394627168774605,
0.0425870306789875,
-0.03345317393541336,
-0.04599292576313019,
0.02007339522242546,
0.08754207193851471,
-0.03907110542058945,
-0.002225611824542284,
-0.01829002983868122,
0.013253008015453815,
0.016375795006752014,
-0.024111859500408173,
0.07559437304735184,
-0.014308384619653225,
-0.011245517060160637,
-0.045526403933763504,
0.017269600182771683,
0.05058573558926582,
0.05927897244691849,
-0.06154443323612213,
-0.04689916968345642,
-0.05861598998308182,
-0.02633805386722088,
-0.05608098953962326,
0.0327971912920475,
0.028909675776958466,
0.049626968801021576,
-0.05028657615184784,
-0.02439238876104355,
0.0014494328061118722,
0.013728407211601734,
0.07942774891853333,
0.018954506143927574,
0.0030526749324053526,
0.04585655406117439,
-0.049643147736787796,
0.02798704244196415,
0.06310617923736572,
-0.02684212289750576,
0.005407656542956829,
-0.050326138734817505,
-0.032497648149728775,
0.044106848537921906,
0.003163444111123681,
0.08043395727872849,
-0.09156952053308487,
0.012439310550689697,
0.09332779794931412,
0.07590268552303314,
-0.0011262058978900313,
0.00975086446851492,
-0.01769975945353508,
0.05095083639025688,
0.03291044384241104,
0.06406427919864655,
0.02365943230688572,
-0.04169386997818947,
-0.022509362548589706,
0.017477750778198242,
0.028152119368314743,
0.042470838874578476,
-0.0408281609416008,
-0.07816366106271744,
-0.032896582037210464,
-0.021105919033288956,
0.03648953139781952,
0.1258130967617035,
0.013500767759978771,
0.014724069274961948,
0.08115877956151962,
-0.11185479909181595,
-0.019108066335320473,
0.008005176670849323,
-0.012942296452820301,
-0.05792706832289696,
0.02734774351119995,
-0.04490813985466957,
-0.10301510989665985,
0.07344919443130493,
0.008267843164503574,
-3.2490586714911254e-33,
0.02945575676858425,
-0.017047099769115448,
-0.013462125323712826,
0.10850710421800613,
0.01940901204943657,
0.0007133075851015747,
-0.002548732329159975,
-0.043081797659397125,
-0.015332983806729317,
0.03976796194911003,
0.01989775523543358,
-0.069732166826725,
0.01967690885066986,
0.04522477462887764,
0.06342677772045135,
0.12514518201351166,
-0.10213242471218109,
-0.010111717507243156,
0.031199056655168533,
-0.012838088907301426,
0.007536419201642275,
0.11996544152498245,
0.06469379365444183,
-0.068577341735363,
-0.04408563673496246,
-0.005661859177052975,
-0.08476368337869644,
-0.03623019903898239,
-0.05322074890136719,
0.014031278900802135,
-0.04654087871313095,
-0.01930893026292324,
0.02791600115597248,
0.11104647070169449,
0.014681036584079266,
-0.06058979779481888,
-0.03316854313015938,
0.05082482099533081,
0.11358148604631424,
0.03354417160153389,
0.09953272342681885,
0.07245088368654251,
-0.008607935160398483,
0.037155743688344955,
-0.02208792045712471,
-0.03275277838110924,
-0.07735148817300797,
-0.040724143385887146,
-0.027416981756687164,
0.0015079319709911942,
-0.047947537153959274,
-0.022087043151259422,
0.010655313730239868,
-0.06597304344177246,
0.02057294175028801,
-0.019544310867786407,
0.014672897756099701,
0.08169414103031158,
-0.02561533823609352,
0.03825434297323227,
-0.0034014685079455376,
0.0007325124461203814,
0.0399424247443676,
0.07639351487159729,
0.05030592530965805,
0.09905634075403214,
0.0845152959227562,
0.08229707181453705,
0.017313197255134583,
-0.017777767032384872,
0.013448853977024555,
-0.022205257788300514,
0.05093437060713768,
0.031105997040867805,
0.004078732803463936,
0.024495599791407585,
0.016124630346894264,
-0.10133356600999832,
0.013528161682188511,
-0.018716678023338318,
-0.06068573519587517,
-0.01016335841268301,
-0.012398280203342438,
0.09273210167884827,
-0.10902289301156998,
0.059982363134622574,
-0.06229614466428757,
0.10165160894393921,
0.036070678383111954,
0.015827924013137817,
-0.012511610053479671,
-0.0044171628542244434,
0.057636842131614685,
0.02077837660908699,
-0.0578911118209362,
-5.72950291655161e-8,
-0.047348834574222565,
0.004094341304153204,
0.0638560876250267,
-0.03220432996749878,
0.0019160488154739141,
0.03316868841648102,
-0.03157055005431175,
-0.005582432262599468,
-0.014177479781210423,
-0.04267780855298042,
0.04298042505979538,
-0.04451765865087509,
0.08590389788150787,
0.01868700236082077,
0.007348305080085993,
0.01980447769165039,
0.023666884750127792,
-0.001370881451293826,
0.004292918369174004,
0.06081520766019821,
0.03175678104162216,
-0.06357615441083908,
0.029713794589042664,
-0.004922247491776943,
0.10756795853376389,
-0.07711973041296005,
-0.12343087047338486,
0.09596093744039536,
-0.01853203773498535,
-0.020932640880346298,
0.003345305332913995,
-0.08146997541189194,
-0.008884946815669537,
0.04997532069683075,
0.008046846836805344,
0.041385211050510406,
-0.10162290185689926,
-0.05640210211277008,
-0.07165320962667465,
0.06890112906694412,
0.006184583064168692,
0.0004497272602748126,
-0.06246018409729004,
-0.04342365637421608,
0.011769209057092667,
-0.0467531718313694,
-0.09212572872638702,
-0.16697555780410767,
-0.04772854223847389,
0.001383211463689804,
-0.000592889147810638,
0.007629901636391878,
0.018943235278129578,
0.029478082433342934,
0.027867067605257034,
-0.004080481827259064,
0.0683421641588211,
-0.0034574123565107584,
-0.021287402138113976,
0.056873761117458344,
0.03454599529504776,
0.019824659451842308,
-0.03916868194937706,
-0.02832065336406231
] |
1402.5466
|
Chanabasayya Vastrad M
|
Doreswamy, Chanabasyya M. Vastrad
|
Predictive Comparative QSAR analysis of Sulfathiazole Analogues as
Mycobacterium Tuberculosis H37RV Inhabitors
|
arXiv admin note: substantial text overlap with arXiv:1312.2841
|
published 2012
| null | null |
cs.CE q-bio.QM
|
http://creativecommons.org/licenses/by/3.0/
|
Antitubercular activity of Sulfathiazole Derivitives series were subjected to
Quantitative Structure Activity Relationship (QSAR) Analysis with an attempt to
derive and understand a correlation between the Biologically Activity as
dependent variable and various descriptors as independent variables. QSAR
models generated using 28 compounds. Several statistical regression expressions
were obtained using Partial Least Squares (PLS) Regression, Multiple Linear
Regression (MLR) and Principal Component Regression (PCR) methods. The among
these methods, Partial Least Square Regression (PLS) method has shown very
promising result as compare to other two methods. A QSAR model was generated by
a training set of 18 molecules with correlation coefficient r (r square) of
0.9191, significant cross validated correlation coefficient (q square) of
0.8300, F test of 53.5783, r square for external test set pred_r square
-3.6132, coefficient of correlation of predicted data set pred_r_se square
1.4859 and degree of freedom 14 by Partial Least Squares Regression Method.
|
[
{
"created": "Sat, 22 Feb 2014 02:52:52 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Doreswamy",
"",
""
],
[
"Vastrad",
"Chanabasyya M.",
""
]
] |
[
0.0051031154580414295,
-0.08125872910022736,
0.006044922396540642,
-0.0050378236919641495,
0.015999823808670044,
0.05592263489961624,
-0.038580603897571564,
0.08590316027402878,
0.06434750556945801,
0.05211413651704788,
0.022322501987218857,
0.05915616825222969,
0.04303434491157532,
0.1235886812210083,
-0.05637601763010025,
0.033591460436582565,
-0.017215203493833542,
0.006964202970266342,
-0.014020112343132496,
0.000986007391475141,
-0.002107494743540883,
0.03462957218289375,
0.016362687572836876,
0.03534340113401413,
0.024298904463648796,
0.08553363382816315,
-0.011110165156424046,
0.11932634562253952,
-0.08346987515687943,
0.0023765943478792906,
0.08504188805818558,
-0.01783420704305172,
0.044530756771564484,
-0.079034723341465,
-0.05586359277367592,
-0.0004338339203968644,
-0.10865692049264908,
0.029301393777132034,
-0.009280293248593807,
-0.007553269155323505,
-0.035350244492292404,
-0.05679083243012428,
-0.02356870286166668,
0.039736174046993256,
0.1123923808336258,
-0.05282890424132347,
-0.06219927594065666,
-0.0729079619050026,
0.03118896484375,
0.01646406017243862,
-0.0009066741913557053,
-0.022000033408403397,
-0.009157797321677208,
0.05874243751168251,
0.005839477758854628,
-0.09005845338106155,
-0.07820490747690201,
0.028932329267263412,
0.0032809956464916468,
-0.008838612586259842,
0.0007868732791393995,
-0.029167979955673218,
-0.018531592562794685,
0.015080521814525127,
-0.005425644107162952,
0.04550085589289665,
-0.028495950624346733,
0.025936396792531013,
-0.01001676730811596,
0.0240333192050457,
-0.11952906847000122,
0.004739298019558191,
-0.041569050401449203,
0.033885881304740906,
-0.03688750043511391,
0.0025155930779874325,
0.04889483377337456,
0.07405950129032135,
0.006950834766030312,
-0.0694471076130867,
-0.02108882926404476,
0.0713210254907608,
0.07963240146636963,
0.0327063649892807,
0.09153913706541061,
0.09464310109615326,
0.06971469521522522,
0.002899654908105731,
-0.003630054881796241,
-0.0317077562212944,
0.05696197971701622,
0.047078199684619904,
-0.011839782819151878,
0.0032619195990264416,
-0.08323610574007034,
-0.011736514046788216,
-0.004227574449032545,
0.05561106279492378,
-0.0023669057991355658,
0.017820920795202255,
0.07595588266849518,
0.024289477616548538,
-0.11235111206769943,
-0.038298070430755615,
0.004464401863515377,
0.024371225386857986,
0.10143470764160156,
0.010037854313850403,
0.030680449679493904,
0.0020604270976036787,
-0.027583632618188858,
0.018587883561849594,
-0.04287005588412285,
-0.005874956957995892,
-0.026578841730952263,
0.0018142041517421603,
0.061218153685331345,
-0.03675827011466026,
0.020062090829014778,
-0.013504463247954845,
0.03992700204253197,
-0.09346959739923477,
0.05087155103683472,
-0.04116256162524223,
0.018899982795119286,
-0.02090601436793804,
-0.14684024453163147,
4.6687296476020955e-33,
0.001642873277887702,
0.016459038481116295,
0.07711131870746613,
-0.03321618214249611,
0.006252525839954615,
-0.05995607003569603,
0.019626906141638756,
0.025738174095749855,
0.015127669088542461,
0.041677795350551605,
-0.08123698085546494,
0.025418102741241455,
-0.05883628875017166,
0.005777178797870874,
0.026920514181256294,
0.0747496485710144,
0.023964544758200645,
0.060685139149427414,
0.05522392317652702,
-0.037596385926008224,
0.0026215193793177605,
-0.07299679517745972,
-0.047944508492946625,
-0.03642302379012108,
0.02657061442732811,
0.022669432684779167,
-0.005629794672131538,
0.08612605184316635,
-0.08424738794565201,
-0.039321836084127426,
-0.01835591159760952,
-0.05407332628965378,
-0.06960554420948029,
-0.01119677908718586,
0.003656002227216959,
-0.057157911360263824,
-0.03356609120965004,
-0.002878247294574976,
0.049483522772789,
-0.013431605882942677,
0.027916457504034042,
-0.0018648935947567225,
0.017198797315359116,
-0.070127934217453,
0.05310644581913948,
0.06811875104904175,
-0.031551048159599304,
-0.0029826711397618055,
0.019329475238919258,
0.007357980124652386,
0.0036576513666659594,
-0.0033357623033225536,
-0.008556827902793884,
0.03572844713926315,
-0.07928919792175293,
0.10904445499181747,
-0.09255074709653854,
-0.012795042246580124,
-0.012827745638787746,
0.09057129919528961,
-0.08832129091024399,
0.06981389969587326,
-0.0015005277236923575,
-0.02996489219367504,
-0.0117455730214715,
-0.02017633244395256,
-0.02083660289645195,
-0.006436389870941639,
0.03858831524848938,
0.08051767200231552,
0.023668071255087852,
0.0017882806714624166,
0.01245039515197277,
-0.027756374329328537,
0.1092652902007103,
-0.037142712622880936,
-0.033188946545124054,
-0.033652257174253464,
0.05370211973786354,
0.046230945736169815,
-0.018004493787884712,
-0.016046341508626938,
-0.006368617992848158,
-0.02696351148188114,
-0.13807518780231476,
-0.05735701695084572,
0.02091887593269348,
-0.09334877133369446,
-0.06348853558301926,
0.034605879336595535,
-0.0012318637454882264,
-0.031334683299064636,
-0.07650721073150635,
0.014176455326378345,
-0.0040350607596337795,
-5.767391850944715e-33,
0.08188708871603012,
0.06061062961816788,
0.12217225879430771,
-0.0664098784327507,
-0.04282126575708389,
0.03660273551940918,
-0.012087984010577202,
-0.018100271001458168,
0.09473451972007751,
0.03595276176929474,
0.12807105481624603,
0.010084177367389202,
-0.03188879415392876,
-0.017423899844288826,
0.03055383823812008,
0.12224073708057404,
-0.016245296224951744,
-0.005191291682422161,
0.01753339357674122,
-0.01165490411221981,
-0.07345624268054962,
0.09289520978927612,
0.034331388771533966,
0.0024615381844341755,
-0.062086716294288635,
-0.02375069446861744,
0.09723348170518875,
0.025222348049283028,
-0.0017390998546034098,
0.01929890550673008,
0.019061263650655746,
-0.018295053392648697,
-0.09850899130105972,
-0.0007583076949231327,
-0.03870131075382233,
0.0071108038537204266,
-0.06974046677350998,
-0.1184612363576889,
0.02156910113990307,
-0.010746287181973457,
0.09216491878032684,
0.08003363758325577,
-0.05261179804801941,
-0.012277293018996716,
0.0056115505285561085,
-0.04857106879353523,
-0.012515691109001637,
0.03260307386517525,
0.034258875995874405,
-0.06853845715522766,
0.04816897585988045,
-0.015027402900159359,
-0.024269964545965195,
-0.05317845940589905,
0.04695911332964897,
-0.018048325553536415,
-0.024353543296456337,
-0.022553594782948494,
0.012598197907209396,
0.009590494446456432,
0.06167576462030411,
0.004275292158126831,
-0.06724316626787186,
-0.007320044562220573,
-0.03305097669363022,
0.03467947244644165,
-0.00001242926919076126,
0.004796273075044155,
0.07376113533973694,
-0.024490684270858765,
-0.05647134780883789,
-0.027450326830148697,
0.05301009863615036,
0.05390189588069916,
-0.05457578971982002,
-0.029365437105298042,
-0.027588441967964172,
-0.08271250128746033,
-0.035710956901311874,
0.009016280062496662,
0.03916119411587715,
-0.028245795518159866,
-0.019826948642730713,
-0.07204509526491165,
-0.02733612060546875,
0.029352935031056404,
0.010870608501136303,
0.040778856724500656,
-0.024920064955949783,
-0.02301831915974617,
0.006954391952604055,
0.0019089281558990479,
-0.00822893064469099,
0.11613120883703232,
0.006010804325342178,
-4.93897864828341e-8,
0.0625738874077797,
-0.06102711707353592,
0.04939401149749756,
-0.05516752973198891,
-0.10594628751277924,
0.030054684728384018,
0.023804577067494392,
0.026809239760041237,
-0.000727425271179527,
0.03366152569651604,
0.046740878373384476,
0.010593225248157978,
-0.06600121408700943,
0.06900311261415482,
-0.009758679196238518,
0.01004569698125124,
0.09035429358482361,
0.005081511568278074,
-0.026234203949570656,
-0.05997025966644287,
0.00016117402992676944,
0.011483323760330677,
-0.08533577620983124,
-0.034177184104919434,
0.08282206952571869,
-0.08734859526157379,
-0.015951549634337425,
-0.008180183358490467,
0.00019569977303035557,
0.05701020359992981,
0.03427400067448616,
-0.01072192844003439,
-0.03081105463206768,
0.018620535731315613,
0.08943577110767365,
0.02175845205783844,
0.03302863985300064,
-0.05711875855922699,
-0.015841105952858925,
0.0893310010433197,
-0.07620108872652054,
-0.01737149991095066,
-0.08420328050851822,
0.04591239616274834,
-0.01700952649116516,
0.017857803031802177,
0.0002750615240074694,
-0.044670797884464264,
-0.023296749219298363,
-0.13764901459217072,
0.14429043233394623,
0.007577736396342516,
-0.03084496222436428,
-0.11467788368463516,
-0.025074750185012817,
0.07690469175577164,
-0.021425796672701836,
0.007073413114994764,
0.0002004523848881945,
-0.08319652080535889,
-0.015059376135468483,
-0.10343354195356369,
0.028040608391165733,
-0.011811848729848862
] | null | null | null | null | null | null | null |
[
0.0051031154580414295,
-0.08125872910022736,
0.006044922396540642,
-0.0050378236919641495,
0.015999823808670044,
0.05592263489961624,
-0.038580603897571564,
0.08590316027402878,
0.06434750556945801,
0.05211413651704788,
0.022322501987218857,
0.05915616825222969,
0.04303434491157532,
0.1235886812210083,
-0.05637601763010025,
0.033591460436582565,
-0.017215203493833542,
0.006964202970266342,
-0.014020112343132496,
0.000986007391475141,
-0.002107494743540883,
0.03462957218289375,
0.016362687572836876,
0.03534340113401413,
0.024298904463648796,
0.08553363382816315,
-0.011110165156424046,
0.11932634562253952,
-0.08346987515687943,
0.0023765943478792906,
0.08504188805818558,
-0.01783420704305172,
0.044530756771564484,
-0.079034723341465,
-0.05586359277367592,
-0.0004338339203968644,
-0.10865692049264908,
0.029301393777132034,
-0.009280293248593807,
-0.007553269155323505,
-0.035350244492292404,
-0.05679083243012428,
-0.02356870286166668,
0.039736174046993256,
0.1123923808336258,
-0.05282890424132347,
-0.06219927594065666,
-0.0729079619050026,
0.03118896484375,
0.01646406017243862,
-0.0009066741913557053,
-0.022000033408403397,
-0.009157797321677208,
0.05874243751168251,
0.005839477758854628,
-0.09005845338106155,
-0.07820490747690201,
0.028932329267263412,
0.0032809956464916468,
-0.008838612586259842,
0.0007868732791393995,
-0.029167979955673218,
-0.018531592562794685,
0.015080521814525127,
-0.005425644107162952,
0.04550085589289665,
-0.028495950624346733,
0.025936396792531013,
-0.01001676730811596,
0.0240333192050457,
-0.11952906847000122,
0.004739298019558191,
-0.041569050401449203,
0.033885881304740906,
-0.03688750043511391,
0.0025155930779874325,
0.04889483377337456,
0.07405950129032135,
0.006950834766030312,
-0.0694471076130867,
-0.02108882926404476,
0.0713210254907608,
0.07963240146636963,
0.0327063649892807,
0.09153913706541061,
0.09464310109615326,
0.06971469521522522,
0.002899654908105731,
-0.003630054881796241,
-0.0317077562212944,
0.05696197971701622,
0.047078199684619904,
-0.011839782819151878,
0.0032619195990264416,
-0.08323610574007034,
-0.011736514046788216,
-0.004227574449032545,
0.05561106279492378,
-0.0023669057991355658,
0.017820920795202255,
0.07595588266849518,
0.024289477616548538,
-0.11235111206769943,
-0.038298070430755615,
0.004464401863515377,
0.024371225386857986,
0.10143470764160156,
0.010037854313850403,
0.030680449679493904,
0.0020604270976036787,
-0.027583632618188858,
0.018587883561849594,
-0.04287005588412285,
-0.005874956957995892,
-0.026578841730952263,
0.0018142041517421603,
0.061218153685331345,
-0.03675827011466026,
0.020062090829014778,
-0.013504463247954845,
0.03992700204253197,
-0.09346959739923477,
0.05087155103683472,
-0.04116256162524223,
0.018899982795119286,
-0.02090601436793804,
-0.14684024453163147,
4.6687296476020955e-33,
0.001642873277887702,
0.016459038481116295,
0.07711131870746613,
-0.03321618214249611,
0.006252525839954615,
-0.05995607003569603,
0.019626906141638756,
0.025738174095749855,
0.015127669088542461,
0.041677795350551605,
-0.08123698085546494,
0.025418102741241455,
-0.05883628875017166,
0.005777178797870874,
0.026920514181256294,
0.0747496485710144,
0.023964544758200645,
0.060685139149427414,
0.05522392317652702,
-0.037596385926008224,
0.0026215193793177605,
-0.07299679517745972,
-0.047944508492946625,
-0.03642302379012108,
0.02657061442732811,
0.022669432684779167,
-0.005629794672131538,
0.08612605184316635,
-0.08424738794565201,
-0.039321836084127426,
-0.01835591159760952,
-0.05407332628965378,
-0.06960554420948029,
-0.01119677908718586,
0.003656002227216959,
-0.057157911360263824,
-0.03356609120965004,
-0.002878247294574976,
0.049483522772789,
-0.013431605882942677,
0.027916457504034042,
-0.0018648935947567225,
0.017198797315359116,
-0.070127934217453,
0.05310644581913948,
0.06811875104904175,
-0.031551048159599304,
-0.0029826711397618055,
0.019329475238919258,
0.007357980124652386,
0.0036576513666659594,
-0.0033357623033225536,
-0.008556827902793884,
0.03572844713926315,
-0.07928919792175293,
0.10904445499181747,
-0.09255074709653854,
-0.012795042246580124,
-0.012827745638787746,
0.09057129919528961,
-0.08832129091024399,
0.06981389969587326,
-0.0015005277236923575,
-0.02996489219367504,
-0.0117455730214715,
-0.02017633244395256,
-0.02083660289645195,
-0.006436389870941639,
0.03858831524848938,
0.08051767200231552,
0.023668071255087852,
0.0017882806714624166,
0.01245039515197277,
-0.027756374329328537,
0.1092652902007103,
-0.037142712622880936,
-0.033188946545124054,
-0.033652257174253464,
0.05370211973786354,
0.046230945736169815,
-0.018004493787884712,
-0.016046341508626938,
-0.006368617992848158,
-0.02696351148188114,
-0.13807518780231476,
-0.05735701695084572,
0.02091887593269348,
-0.09334877133369446,
-0.06348853558301926,
0.034605879336595535,
-0.0012318637454882264,
-0.031334683299064636,
-0.07650721073150635,
0.014176455326378345,
-0.0040350607596337795,
-5.767391850944715e-33,
0.08188708871603012,
0.06061062961816788,
0.12217225879430771,
-0.0664098784327507,
-0.04282126575708389,
0.03660273551940918,
-0.012087984010577202,
-0.018100271001458168,
0.09473451972007751,
0.03595276176929474,
0.12807105481624603,
0.010084177367389202,
-0.03188879415392876,
-0.017423899844288826,
0.03055383823812008,
0.12224073708057404,
-0.016245296224951744,
-0.005191291682422161,
0.01753339357674122,
-0.01165490411221981,
-0.07345624268054962,
0.09289520978927612,
0.034331388771533966,
0.0024615381844341755,
-0.062086716294288635,
-0.02375069446861744,
0.09723348170518875,
0.025222348049283028,
-0.0017390998546034098,
0.01929890550673008,
0.019061263650655746,
-0.018295053392648697,
-0.09850899130105972,
-0.0007583076949231327,
-0.03870131075382233,
0.0071108038537204266,
-0.06974046677350998,
-0.1184612363576889,
0.02156910113990307,
-0.010746287181973457,
0.09216491878032684,
0.08003363758325577,
-0.05261179804801941,
-0.012277293018996716,
0.0056115505285561085,
-0.04857106879353523,
-0.012515691109001637,
0.03260307386517525,
0.034258875995874405,
-0.06853845715522766,
0.04816897585988045,
-0.015027402900159359,
-0.024269964545965195,
-0.05317845940589905,
0.04695911332964897,
-0.018048325553536415,
-0.024353543296456337,
-0.022553594782948494,
0.012598197907209396,
0.009590494446456432,
0.06167576462030411,
0.004275292158126831,
-0.06724316626787186,
-0.007320044562220573,
-0.03305097669363022,
0.03467947244644165,
-0.00001242926919076126,
0.004796273075044155,
0.07376113533973694,
-0.024490684270858765,
-0.05647134780883789,
-0.027450326830148697,
0.05301009863615036,
0.05390189588069916,
-0.05457578971982002,
-0.029365437105298042,
-0.027588441967964172,
-0.08271250128746033,
-0.035710956901311874,
0.009016280062496662,
0.03916119411587715,
-0.028245795518159866,
-0.019826948642730713,
-0.07204509526491165,
-0.02733612060546875,
0.029352935031056404,
0.010870608501136303,
0.040778856724500656,
-0.024920064955949783,
-0.02301831915974617,
0.006954391952604055,
0.0019089281558990479,
-0.00822893064469099,
0.11613120883703232,
0.006010804325342178,
-4.93897864828341e-8,
0.0625738874077797,
-0.06102711707353592,
0.04939401149749756,
-0.05516752973198891,
-0.10594628751277924,
0.030054684728384018,
0.023804577067494392,
0.026809239760041237,
-0.000727425271179527,
0.03366152569651604,
0.046740878373384476,
0.010593225248157978,
-0.06600121408700943,
0.06900311261415482,
-0.009758679196238518,
0.01004569698125124,
0.09035429358482361,
0.005081511568278074,
-0.026234203949570656,
-0.05997025966644287,
0.00016117402992676944,
0.011483323760330677,
-0.08533577620983124,
-0.034177184104919434,
0.08282206952571869,
-0.08734859526157379,
-0.015951549634337425,
-0.008180183358490467,
0.00019569977303035557,
0.05701020359992981,
0.03427400067448616,
-0.01072192844003439,
-0.03081105463206768,
0.018620535731315613,
0.08943577110767365,
0.02175845205783844,
0.03302863985300064,
-0.05711875855922699,
-0.015841105952858925,
0.0893310010433197,
-0.07620108872652054,
-0.01737149991095066,
-0.08420328050851822,
0.04591239616274834,
-0.01700952649116516,
0.017857803031802177,
0.0002750615240074694,
-0.044670797884464264,
-0.023296749219298363,
-0.13764901459217072,
0.14429043233394623,
0.007577736396342516,
-0.03084496222436428,
-0.11467788368463516,
-0.025074750185012817,
0.07690469175577164,
-0.021425796672701836,
0.007073413114994764,
0.0002004523848881945,
-0.08319652080535889,
-0.015059376135468483,
-0.10343354195356369,
0.028040608391165733,
-0.011811848729848862
] |
1402.5468
|
Ji King
|
Ji King
|
Uncertainty Principle in Control Theory, Part I: Analysis of Performance
Limitations
|
20 pages, 6 figures
| null | null | null |
cs.SY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper investigates performance limitations and tradeoffs in the control
design for linear time-invariant systems. It is shown that control
specifications in time domain and in frequency domain are always mutually
exclusive determined by uncertainty relations. The uncertainty principle from
quantum mechanics and harmonic analysis therefore embeds itself inherently in
control theory. The relations among transient specifications, system bandwidth
and control energy are obtained within the framework of uncertainty principle.
If the control system is provided with a large bandwidth or great control
energy, then it can ensure transient specifications as good as it can be. Such
a control system could be approximated by prolate spheroidal wave functions.
The obtained results are also applicable to filter design due to the duality of
filtering and control.
|
[
{
"created": "Sat, 22 Feb 2014 03:15:54 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"King",
"Ji",
""
]
] |
[
-0.044175419956445694,
0.0863834023475647,
-0.063421331346035,
-0.023836366832256317,
-0.09185011684894562,
0.034110698848962784,
-0.0024836824741214514,
0.020567459985613823,
-0.00834678579121828,
0.007444479037076235,
0.04318288341164589,
-0.024929821491241455,
0.029849672690033913,
-0.10117132216691971,
-0.0399310402572155,
0.04633462056517601,
0.07026343792676926,
-0.00648925406858325,
-0.0012891405494883657,
-0.07383513450622559,
0.046113938093185425,
0.008974622935056686,
-0.009892129339277744,
-0.03486429154872894,
-0.006440834142267704,
0.024486497044563293,
-0.047034963965415955,
0.009005659259855747,
-0.00565417530015111,
-0.027775317430496216,
0.00504832761362195,
-0.06959426403045654,
-0.06416366249322891,
-0.09927587956190109,
-0.04553334042429924,
0.01645575650036335,
0.04993235692381859,
0.004507575184106827,
0.06063546612858772,
-0.02361462265253067,
0.037343673408031464,
0.08295663446187973,
-0.042217597365379333,
0.03147585690021515,
-0.0817292258143425,
0.036115411669015884,
-0.013753066770732403,
0.007655185181647539,
-0.0670919194817543,
-0.07159970700740814,
0.03646717220544815,
0.016088472679257393,
0.10945163667201996,
-0.07524766772985458,
0.06390172243118286,
0.0090408930554986,
-0.05436977744102478,
0.08171842992305756,
-0.03663668408989906,
-0.09419331699609756,
-0.10260865092277527,
-0.039029717445373535,
-0.026654018089175224,
-0.012271747924387455,
0.03154692053794861,
0.018553994596004486,
-0.04097176715731621,
-0.00871362630277872,
0.028054526075720787,
0.01148588489741087,
-0.11253616213798523,
0.02901093102991581,
-0.016118697822093964,
0.022703992202878,
-0.001239492790773511,
-0.05744575709104538,
-0.02203965187072754,
0.04376812279224396,
-0.029330214485526085,
0.04866085574030876,
0.057980794459581375,
-0.033916499465703964,
-0.041216738522052765,
-0.0810481533408165,
0.02179008163511753,
0.017653746530413628,
-0.04915931448340416,
0.01609092578291893,
0.07283423840999603,
-0.05522094666957855,
0.011472905054688454,
-0.049393679946660995,
0.09838850051164627,
-0.003914302214980125,
-0.015215855091810226,
-0.0058211046271026134,
0.0266102384775877,
0.039110828191041946,
0.06443946063518524,
0.01770199090242386,
0.02266416698694229,
-0.07754914462566376,
-0.00535854697227478,
0.11049242317676544,
0.006172663066536188,
-0.026914309710264206,
0.014595190063118935,
0.057005375623703,
-0.03130282089114189,
-0.03211022913455963,
0.058608703315258026,
-0.04424511641263962,
-0.028308408334851265,
-0.008937858045101166,
0.07212944328784943,
0.012926004827022552,
0.04814286157488823,
-0.003192600794136524,
0.038485199213027954,
-0.08249116688966751,
-0.05455358326435089,
-0.031077895313501358,
0.030479423701763153,
0.010479377582669258,
0.03206145763397217,
0.037226635962724686,
0.030228251591324806,
1.412231198896219e-33,
-0.023306114599108696,
0.013945010490715504,
-0.04324876889586449,
-0.09875409305095673,
-0.011175227351486683,
0.0545506477355957,
0.09007589519023895,
0.037131067365407944,
0.027219852432608604,
0.0020374939776957035,
-0.012463325634598732,
-0.09676934033632278,
-0.06527654081583023,
-0.0468604750931263,
0.06501920521259308,
0.02694118022918701,
0.038426097482442856,
-0.017895398661494255,
0.07842594385147095,
0.0038533571641892195,
0.020916186273097992,
-0.07209951430559158,
-0.07219956070184708,
-0.006896281149238348,
-0.04783160611987114,
-0.051816172897815704,
0.021511388942599297,
0.07454267144203186,
-0.03837199881672859,
-0.017294682562351227,
0.015213151462376118,
0.05870642885565758,
-0.008974067866802216,
-0.02404797077178955,
0.053025878965854645,
-0.010198448784649372,
0.014142291620373726,
0.028708595782518387,
-0.02012198232114315,
0.020251458510756493,
0.02499280869960785,
-0.005415171384811401,
0.009921001270413399,
0.031511686742305756,
-0.07279761880636215,
-0.05935066193342209,
0.03875795006752014,
0.02302020601928234,
-0.09605544805526733,
-0.028610698878765106,
-0.009954363107681274,
0.02180488221347332,
0.002572595374658704,
0.027898475527763367,
0.12847404181957245,
-0.12366749346256256,
-0.0062182592228055,
0.052469976246356964,
-0.054938215762376785,
0.10003838688135147,
-0.04994316026568413,
-0.0338776670396328,
0.07348974794149399,
-0.044320616871118546,
0.04952189698815346,
0.08471311628818512,
-0.009822400286793709,
-0.00930214487016201,
-0.012533643282949924,
-0.02900026924908161,
0.038117051124572754,
-0.014882207848131657,
0.026707444339990616,
0.00387990428134799,
0.07020538300275803,
-0.04646400734782219,
0.038704562932252884,
-0.005665956996381283,
-0.030797259882092476,
0.04188917577266693,
-0.012708076275885105,
-0.018241984769701958,
-0.0033746829722076654,
0.110743947327137,
-0.024514159187674522,
-0.10006025433540344,
-0.037197940051555634,
0.023710237815976143,
-0.05774509534239769,
-0.03649166226387024,
-0.049286991357803345,
0.013982921838760376,
0.053678594529628754,
0.009447657503187656,
-0.02942628599703312,
-3.363631534471881e-33,
0.08169906586408615,
0.03974449634552002,
0.04498551785945892,
-0.0620669350028038,
0.03399736434221268,
0.05566922575235367,
-0.04565904662013054,
0.05301506444811821,
-0.02286103367805481,
-0.025746658444404602,
-0.01986491121351719,
-0.06258632987737656,
0.0004055169993080199,
-0.014271355234086514,
-0.06852065771818161,
0.0763745978474617,
-0.027452019974589348,
-0.10756353288888931,
0.023676279932260513,
-0.06221228837966919,
-0.062237754464149475,
0.0018477968405932188,
0.037571147084236145,
0.022503454238176346,
-0.015893077477812767,
0.0328042097389698,
-0.05625056475400925,
0.026071729138493538,
-0.0013790307566523552,
-0.04281049221754074,
-0.0972231924533844,
-0.0236296858638525,
0.011184202507138252,
0.09137674421072006,
0.021903466433286667,
0.003066331846639514,
-0.01352636143565178,
0.05883616581559181,
0.05249768868088722,
-0.006883813068270683,
-0.09868787974119186,
-0.02870258130133152,
0.002670033136382699,
0.0308478232473135,
0.07574495673179626,
0.022953033447265625,
0.038711532950401306,
-0.019710974767804146,
-0.08385950326919556,
-0.0030649243853986263,
-0.014573214575648308,
0.08232536911964417,
0.08042244613170624,
0.0003475092526059598,
-0.045631591230630875,
-0.00244017131626606,
0.030788224190473557,
-0.005367340054363012,
0.10946466028690338,
0.0765104815363884,
-0.05930138751864433,
-0.04314427450299263,
-0.04995514079928398,
0.08254639804363251,
0.04287118837237358,
0.08065960556268692,
-0.04283365234732628,
0.006531546823680401,
0.11150957643985748,
-0.02262425608932972,
-0.042600538581609726,
-0.0788731575012207,
-0.016744399443268776,
-0.009282606653869152,
-0.002006635768339038,
-0.050593387335538864,
0.0356123186647892,
-0.00710773840546608,
0.01249761413782835,
0.12209724634885788,
-0.003342397278174758,
0.11100509762763977,
0.030912155285477638,
0.016817303374409676,
-0.06491070985794067,
0.04925347492098808,
-0.07633764296770096,
-0.09812503308057785,
0.04242616146802902,
-0.056722868233919144,
0.07143149524927139,
0.026389384642243385,
-0.017673954367637634,
0.031571321189403534,
0.06265038996934891,
-4.7495522181861816e-8,
0.0571713000535965,
-0.00248485105112195,
0.01892654038965702,
-0.08352217078208923,
0.033402103930711746,
-0.006336180493235588,
-0.004996556788682938,
-0.09616843611001968,
0.00429190369322896,
-0.0647539496421814,
-0.012195281684398651,
-0.02019008807837963,
0.0021802426781505346,
-0.04039418324828148,
-0.005613289307802916,
-0.026957843452692032,
0.023907866328954697,
0.05271495506167412,
0.010304894298315048,
-0.01868188939988613,
0.05110035464167595,
-0.04185141995549202,
-0.04445382580161095,
0.039222847670316696,
0.004195325076580048,
-0.008096987381577492,
-0.034869518131017685,
0.06167305260896683,
0.08319869637489319,
0.11091236770153046,
-0.03796706348657608,
0.01155964843928814,
0.026414720341563225,
0.15185515582561493,
0.05418272316455841,
-0.08161561191082001,
-0.033995334059000015,
-0.0889296680688858,
-0.009856065735220909,
0.050605691969394684,
-0.020341575145721436,
0.06481196731328964,
-0.07176490128040314,
0.045757826417684555,
0.02017185091972351,
0.039458777755498886,
-0.01852778159081936,
-0.08049332350492477,
0.07632794976234436,
0.128389373421669,
-0.01717621460556984,
0.10634911805391312,
0.013819593004882336,
-0.02210964262485504,
-0.02512136846780777,
-0.016014572232961655,
0.04512627050280571,
-0.09787698835134506,
-0.09760849177837372,
-0.05270671099424362,
0.0001579823438078165,
0.07941079139709473,
0.01263485848903656,
-0.018779220059514046
] | null | null | null | null | null | null | null |
[
-0.044175419956445694,
0.0863834023475647,
-0.063421331346035,
-0.023836366832256317,
-0.09185011684894562,
0.034110698848962784,
-0.0024836824741214514,
0.020567459985613823,
-0.00834678579121828,
0.007444479037076235,
0.04318288341164589,
-0.024929821491241455,
0.029849672690033913,
-0.10117132216691971,
-0.0399310402572155,
0.04633462056517601,
0.07026343792676926,
-0.00648925406858325,
-0.0012891405494883657,
-0.07383513450622559,
0.046113938093185425,
0.008974622935056686,
-0.009892129339277744,
-0.03486429154872894,
-0.006440834142267704,
0.024486497044563293,
-0.047034963965415955,
0.009005659259855747,
-0.00565417530015111,
-0.027775317430496216,
0.00504832761362195,
-0.06959426403045654,
-0.06416366249322891,
-0.09927587956190109,
-0.04553334042429924,
0.01645575650036335,
0.04993235692381859,
0.004507575184106827,
0.06063546612858772,
-0.02361462265253067,
0.037343673408031464,
0.08295663446187973,
-0.042217597365379333,
0.03147585690021515,
-0.0817292258143425,
0.036115411669015884,
-0.013753066770732403,
0.007655185181647539,
-0.0670919194817543,
-0.07159970700740814,
0.03646717220544815,
0.016088472679257393,
0.10945163667201996,
-0.07524766772985458,
0.06390172243118286,
0.0090408930554986,
-0.05436977744102478,
0.08171842992305756,
-0.03663668408989906,
-0.09419331699609756,
-0.10260865092277527,
-0.039029717445373535,
-0.026654018089175224,
-0.012271747924387455,
0.03154692053794861,
0.018553994596004486,
-0.04097176715731621,
-0.00871362630277872,
0.028054526075720787,
0.01148588489741087,
-0.11253616213798523,
0.02901093102991581,
-0.016118697822093964,
0.022703992202878,
-0.001239492790773511,
-0.05744575709104538,
-0.02203965187072754,
0.04376812279224396,
-0.029330214485526085,
0.04866085574030876,
0.057980794459581375,
-0.033916499465703964,
-0.041216738522052765,
-0.0810481533408165,
0.02179008163511753,
0.017653746530413628,
-0.04915931448340416,
0.01609092578291893,
0.07283423840999603,
-0.05522094666957855,
0.011472905054688454,
-0.049393679946660995,
0.09838850051164627,
-0.003914302214980125,
-0.015215855091810226,
-0.0058211046271026134,
0.0266102384775877,
0.039110828191041946,
0.06443946063518524,
0.01770199090242386,
0.02266416698694229,
-0.07754914462566376,
-0.00535854697227478,
0.11049242317676544,
0.006172663066536188,
-0.026914309710264206,
0.014595190063118935,
0.057005375623703,
-0.03130282089114189,
-0.03211022913455963,
0.058608703315258026,
-0.04424511641263962,
-0.028308408334851265,
-0.008937858045101166,
0.07212944328784943,
0.012926004827022552,
0.04814286157488823,
-0.003192600794136524,
0.038485199213027954,
-0.08249116688966751,
-0.05455358326435089,
-0.031077895313501358,
0.030479423701763153,
0.010479377582669258,
0.03206145763397217,
0.037226635962724686,
0.030228251591324806,
1.412231198896219e-33,
-0.023306114599108696,
0.013945010490715504,
-0.04324876889586449,
-0.09875409305095673,
-0.011175227351486683,
0.0545506477355957,
0.09007589519023895,
0.037131067365407944,
0.027219852432608604,
0.0020374939776957035,
-0.012463325634598732,
-0.09676934033632278,
-0.06527654081583023,
-0.0468604750931263,
0.06501920521259308,
0.02694118022918701,
0.038426097482442856,
-0.017895398661494255,
0.07842594385147095,
0.0038533571641892195,
0.020916186273097992,
-0.07209951430559158,
-0.07219956070184708,
-0.006896281149238348,
-0.04783160611987114,
-0.051816172897815704,
0.021511388942599297,
0.07454267144203186,
-0.03837199881672859,
-0.017294682562351227,
0.015213151462376118,
0.05870642885565758,
-0.008974067866802216,
-0.02404797077178955,
0.053025878965854645,
-0.010198448784649372,
0.014142291620373726,
0.028708595782518387,
-0.02012198232114315,
0.020251458510756493,
0.02499280869960785,
-0.005415171384811401,
0.009921001270413399,
0.031511686742305756,
-0.07279761880636215,
-0.05935066193342209,
0.03875795006752014,
0.02302020601928234,
-0.09605544805526733,
-0.028610698878765106,
-0.009954363107681274,
0.02180488221347332,
0.002572595374658704,
0.027898475527763367,
0.12847404181957245,
-0.12366749346256256,
-0.0062182592228055,
0.052469976246356964,
-0.054938215762376785,
0.10003838688135147,
-0.04994316026568413,
-0.0338776670396328,
0.07348974794149399,
-0.044320616871118546,
0.04952189698815346,
0.08471311628818512,
-0.009822400286793709,
-0.00930214487016201,
-0.012533643282949924,
-0.02900026924908161,
0.038117051124572754,
-0.014882207848131657,
0.026707444339990616,
0.00387990428134799,
0.07020538300275803,
-0.04646400734782219,
0.038704562932252884,
-0.005665956996381283,
-0.030797259882092476,
0.04188917577266693,
-0.012708076275885105,
-0.018241984769701958,
-0.0033746829722076654,
0.110743947327137,
-0.024514159187674522,
-0.10006025433540344,
-0.037197940051555634,
0.023710237815976143,
-0.05774509534239769,
-0.03649166226387024,
-0.049286991357803345,
0.013982921838760376,
0.053678594529628754,
0.009447657503187656,
-0.02942628599703312,
-3.363631534471881e-33,
0.08169906586408615,
0.03974449634552002,
0.04498551785945892,
-0.0620669350028038,
0.03399736434221268,
0.05566922575235367,
-0.04565904662013054,
0.05301506444811821,
-0.02286103367805481,
-0.025746658444404602,
-0.01986491121351719,
-0.06258632987737656,
0.0004055169993080199,
-0.014271355234086514,
-0.06852065771818161,
0.0763745978474617,
-0.027452019974589348,
-0.10756353288888931,
0.023676279932260513,
-0.06221228837966919,
-0.062237754464149475,
0.0018477968405932188,
0.037571147084236145,
0.022503454238176346,
-0.015893077477812767,
0.0328042097389698,
-0.05625056475400925,
0.026071729138493538,
-0.0013790307566523552,
-0.04281049221754074,
-0.0972231924533844,
-0.0236296858638525,
0.011184202507138252,
0.09137674421072006,
0.021903466433286667,
0.003066331846639514,
-0.01352636143565178,
0.05883616581559181,
0.05249768868088722,
-0.006883813068270683,
-0.09868787974119186,
-0.02870258130133152,
0.002670033136382699,
0.0308478232473135,
0.07574495673179626,
0.022953033447265625,
0.038711532950401306,
-0.019710974767804146,
-0.08385950326919556,
-0.0030649243853986263,
-0.014573214575648308,
0.08232536911964417,
0.08042244613170624,
0.0003475092526059598,
-0.045631591230630875,
-0.00244017131626606,
0.030788224190473557,
-0.005367340054363012,
0.10946466028690338,
0.0765104815363884,
-0.05930138751864433,
-0.04314427450299263,
-0.04995514079928398,
0.08254639804363251,
0.04287118837237358,
0.08065960556268692,
-0.04283365234732628,
0.006531546823680401,
0.11150957643985748,
-0.02262425608932972,
-0.042600538581609726,
-0.0788731575012207,
-0.016744399443268776,
-0.009282606653869152,
-0.002006635768339038,
-0.050593387335538864,
0.0356123186647892,
-0.00710773840546608,
0.01249761413782835,
0.12209724634885788,
-0.003342397278174758,
0.11100509762763977,
0.030912155285477638,
0.016817303374409676,
-0.06491070985794067,
0.04925347492098808,
-0.07633764296770096,
-0.09812503308057785,
0.04242616146802902,
-0.056722868233919144,
0.07143149524927139,
0.026389384642243385,
-0.017673954367637634,
0.031571321189403534,
0.06265038996934891,
-4.7495522181861816e-8,
0.0571713000535965,
-0.00248485105112195,
0.01892654038965702,
-0.08352217078208923,
0.033402103930711746,
-0.006336180493235588,
-0.004996556788682938,
-0.09616843611001968,
0.00429190369322896,
-0.0647539496421814,
-0.012195281684398651,
-0.02019008807837963,
0.0021802426781505346,
-0.04039418324828148,
-0.005613289307802916,
-0.026957843452692032,
0.023907866328954697,
0.05271495506167412,
0.010304894298315048,
-0.01868188939988613,
0.05110035464167595,
-0.04185141995549202,
-0.04445382580161095,
0.039222847670316696,
0.004195325076580048,
-0.008096987381577492,
-0.034869518131017685,
0.06167305260896683,
0.08319869637489319,
0.11091236770153046,
-0.03796706348657608,
0.01155964843928814,
0.026414720341563225,
0.15185515582561493,
0.05418272316455841,
-0.08161561191082001,
-0.033995334059000015,
-0.0889296680688858,
-0.009856065735220909,
0.050605691969394684,
-0.020341575145721436,
0.06481196731328964,
-0.07176490128040314,
0.045757826417684555,
0.02017185091972351,
0.039458777755498886,
-0.01852778159081936,
-0.08049332350492477,
0.07632794976234436,
0.128389373421669,
-0.01717621460556984,
0.10634911805391312,
0.013819593004882336,
-0.02210964262485504,
-0.02512136846780777,
-0.016014572232961655,
0.04512627050280571,
-0.09787698835134506,
-0.09760849177837372,
-0.05270671099424362,
0.0001579823438078165,
0.07941079139709473,
0.01263485848903656,
-0.018779220059514046
] |
1402.5472
|
Jianqin Zhou
|
Jianqin Zhou, Wanquan Liu, Guanglu Zhou
|
On the $k$-error linear complexity for $p^n$-periodic binary sequences
via hypercube theory
|
16 pages. arXiv admin note: substantial text overlap with
arXiv:1309.1829, arXiv:1312.6927
| null | null | null |
cs.CR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The linear complexity and the $k$-error linear complexity of a binary
sequence are important security measures for key stream strength. By studying
binary sequences with the minimum Hamming weight, a new tool named as hypercube
theory is developed for $p^n$-periodic binary sequences. In fact, hypercube
theory is based on a typical sequence decomposition and it is a very important
tool in investigating the critical error linear complexity spectrum proposed by
Etzion et al. To demonstrate the importance of hypercube theory, we first give
a standard hypercube decomposition based on a well-known algorithm for
computing linear complexity and show that the linear complexity of the first
hypercube in the decomposition is equal to the linear complexity of the
original sequence. Second, based on such decomposition, we give a complete
characterization for the first decrease of the linear complexity for a
$p^n$-periodic binary sequence $s$. This significantly improves the current
existing results in literature. As to the importance of the hypercube, we
finally derive a counting formula for the $m$-hypercubes with the same linear
complexity.
|
[
{
"created": "Sat, 22 Feb 2014 03:26:54 GMT",
"version": "v1"
},
{
"created": "Tue, 12 Aug 2014 02:35:45 GMT",
"version": "v2"
}
] |
2014-08-13
|
[
[
"Zhou",
"Jianqin",
""
],
[
"Liu",
"Wanquan",
""
],
[
"Zhou",
"Guanglu",
""
]
] |
[
-0.0262944046407938,
0.061591483652591705,
-0.09324870258569717,
-0.006210721097886562,
0.02956612966954708,
-0.01345558650791645,
0.004901996348053217,
-0.02657318115234375,
0.02528431825339794,
-0.03185981139540672,
-0.10292496532201767,
0.019431166350841522,
0.040379736572504044,
-0.05342310667037964,
-0.015304062515497208,
-0.004160672426223755,
-0.06474179774522781,
0.0003353921347297728,
0.06801043450832367,
-0.003028389997780323,
0.08082755655050278,
-0.09261538088321686,
-0.03868002071976662,
-0.0002223656774731353,
-0.047768671065568924,
0.042131371796131134,
-0.03424184024333954,
0.02563769929111004,
0.0021424638107419014,
-0.01169966347515583,
0.04359065368771553,
0.006497812923043966,
0.10411294549703598,
-0.033934757113456726,
0.035071250051259995,
0.04343069717288017,
0.06285415589809418,
0.007494854275137186,
-0.02362542226910591,
0.040952906012535095,
0.03454439342021942,
0.021184442564845085,
0.0031371251679956913,
0.06969892978668213,
-0.04538228362798691,
0.05532582849264145,
-0.00588666507974267,
-0.009367058053612709,
-0.09502916038036346,
-0.06675204634666443,
-0.038351017981767654,
0.04674777761101723,
-0.009084075689315796,
0.12261886149644852,
-0.013495265506207943,
-0.08967067301273346,
-0.06415963172912598,
-0.0447595939040184,
0.053582563996315,
-0.04436489939689636,
0.04776116833090782,
-0.019723372533917427,
-0.049960657954216,
-0.035776130855083466,
0.07186485081911087,
0.033665597438812256,
0.02897656336426735,
-0.014509765431284904,
0.06906682997941971,
0.05020161718130112,
-0.014103719033300877,
-0.016452079638838768,
-0.14138950407505035,
0.08020898699760437,
-0.008262999355793,
0.042085010558366776,
-0.06645137071609497,
-0.022440994158387184,
-0.08063636720180511,
-0.002285029971972108,
-0.06277363002300262,
-0.006392135284841061,
-0.013504396192729473,
-0.04174073413014412,
0.007256195414811373,
0.003622989635914564,
-0.010741879232227802,
0.000937272678129375,
-0.010339183732867241,
0.022072140127420425,
-0.06933386623859406,
-0.0030162192415446043,
0.13063280284404755,
0.05198993533849716,
0.041988346725702286,
0.035313885658979416,
0.01436822209507227,
0.0706399530172348,
0.09383068233728409,
0.029051920399069786,
0.051066115498542786,
-0.024649452418088913,
-0.03730560839176178,
-0.047474056482315063,
0.051497653126716614,
0.017647676169872284,
-0.006652959156781435,
0.0060399663634598255,
-0.024052254855632782,
-0.00983048789203167,
-0.01899058185517788,
0.016959652304649353,
-0.013417479582130909,
0.015171514824032784,
0.027042057365179062,
0.03528089076280594,
-0.06703871488571167,
0.11012464016675949,
0.03670525923371315,
0.07684383541345596,
0.13072465360164642,
-0.01820925623178482,
0.0021739371586591005,
0.04983852803707123,
0.007634609472006559,
0.014267198741436005,
0.016841763630509377,
2.9845931973782424e-33,
0.029899315908551216,
0.031866785138845444,
0.018889864906668663,
-0.03314334154129028,
0.024315299466252327,
0.00295088067650795,
0.0334625318646431,
-0.00959749799221754,
0.01612900197505951,
0.07426196336746216,
-0.0864512249827385,
0.010062473826110363,
0.04947635903954506,
-0.018514754250645638,
0.041649095714092255,
0.018368450924754143,
0.013958127237856388,
-0.051997799426317215,
0.034025538712739944,
-0.1052408367395401,
0.012425130233168602,
-0.03384057432413101,
0.022443648427724838,
-0.08291488140821457,
0.022070609033107758,
-0.04684244841337204,
0.013768560253083706,
-0.0891854465007782,
-0.04600965231657028,
0.03810957819223404,
-0.04711426794528961,
0.02697894722223282,
0.016056282445788383,
0.05933668836951256,
0.08504778891801834,
-0.015262087807059288,
0.024828802794218063,
-0.00971971731632948,
-0.0365111380815506,
-0.05865006893873215,
-0.0024742628447711468,
-0.028765195980668068,
-0.024920286610722542,
-0.04384148120880127,
0.0006827625911682844,
-0.019086560234427452,
0.04411214217543602,
-0.005991785787045956,
-0.050656288862228394,
-0.022512216120958328,
0.054651811718940735,
-0.0343024842441082,
-0.0601208321750164,
0.05276861414313316,
-0.017965225502848625,
-0.00619372958317399,
0.029958289116621017,
0.06177709996700287,
0.05011168122291565,
0.16445155441761017,
0.05162443965673447,
0.0476776547729969,
0.05817181244492531,
0.03158336132764816,
-0.003942123148590326,
-0.0003024801844730973,
-0.014482133090496063,
0.030446147546172142,
0.04078483581542969,
-0.032028164714574814,
-0.015175126492977142,
0.012753168120980263,
-0.020983630791306496,
-0.047824960201978683,
0.046337515115737915,
-0.05375348776578903,
0.09866328537464142,
-0.10232988744974136,
-0.049085721373558044,
0.04487461969256401,
-0.04897698387503624,
0.037237267941236496,
0.10861469805240631,
-0.0036646465305238962,
-0.13023212552070618,
-0.020311422646045685,
-0.015136132948100567,
-0.000546195893548429,
-0.06609541177749634,
-0.07087250053882599,
0.04407050833106041,
-0.05742913857102394,
0.031346775591373444,
-0.0009308693697676063,
-0.015284883789718151,
-3.629283339524133e-33,
-0.02803811989724636,
-0.055655092000961304,
0.048631809651851654,
0.08307618647813797,
-0.006627822760492563,
-0.03305966407060623,
-0.01725729927420616,
0.010936756618320942,
-0.010341369546949863,
0.02542394958436489,
0.01534346304833889,
-0.010425522923469543,
0.01020053680986166,
0.0066198259592056274,
0.10438492894172668,
-0.04101226478815079,
-0.004400335252285004,
0.0723516047000885,
0.023818422108888626,
0.008668425492942333,
0.060225773602724075,
0.004820338916033506,
-0.039182670414447784,
-0.027361882850527763,
0.027370715513825417,
0.0266263484954834,
-0.057221919298172,
-0.016294939443469048,
0.050317440181970596,
0.015138860791921616,
0.02915951982140541,
-0.013573209755122662,
-0.02345329336822033,
-0.030681505799293518,
0.0003499977174215019,
-0.046085938811302185,
0.05659223347902298,
0.09951063990592957,
-0.0014261133037507534,
0.058536823838949203,
0.024027369916439056,
0.02095378190279007,
0.05406864359974861,
-0.08065468817949295,
0.07239148765802383,
-0.007904336787760258,
0.03528520464897156,
0.007924938574433327,
0.020195212215185165,
0.021618666127324104,
0.012270348146557808,
-0.019977541640400887,
-0.02812212146818638,
0.06666318327188492,
0.06766243278980255,
0.035248640924692154,
-0.058251962065696716,
0.1527995616197586,
0.02875448763370514,
-0.07681836932897568,
-0.06299382448196411,
0.0012184221995994449,
0.011509653180837631,
0.06045844778418541,
0.06096824258565903,
-0.044233791530132294,
-0.07876171171665192,
-0.11525458842515945,
-0.04593827202916145,
-0.00932411476969719,
0.01404773723334074,
-0.0042505268938839436,
-0.03749319911003113,
0.03072795644402504,
-0.07757982611656189,
-0.02790583297610283,
0.03805684298276901,
-0.005953438580036163,
-0.10509556531906128,
0.04371890053153038,
-0.007430997211486101,
0.10496801137924194,
-0.0762009397149086,
-0.04758111387491226,
-0.016144713386893272,
0.01157223992049694,
0.12286902219057083,
-0.03593650460243225,
-0.050110332667827606,
-0.08013702183961868,
0.01147805992513895,
-0.03193002566695213,
-0.02277267724275589,
0.025532307103276253,
0.059657055884599686,
-4.58902462696642e-8,
0.015229842625558376,
-0.05339697748422623,
-0.08388108760118484,
-0.04276823624968529,
0.18711936473846436,
-0.03247543424367905,
-0.03265223652124405,
0.04757768660783768,
0.03110780194401741,
-0.09483126550912857,
0.12175485491752625,
-0.006307564210146666,
-0.018246781080961227,
-0.005054933484643698,
-0.035458844155073166,
-0.00907642487436533,
-0.04618266597390175,
-0.10869543254375458,
-0.009085426107048988,
0.039196982979774475,
0.00568876788020134,
0.0018735607154667377,
-0.005971692502498627,
0.035779185593128204,
-0.058373529464006424,
-0.03622734174132347,
-0.013638557866215706,
-0.0036973266396671534,
0.029411431401968002,
-0.04206632450222969,
0.03037487529218197,
0.049919918179512024,
0.03529832139611244,
-0.009327556006610394,
-0.07522612065076828,
0.13599786162376404,
-0.08164394646883011,
0.03168677166104317,
0.002679109573364258,
-0.015386872924864292,
-0.020419159904122353,
0.009144178591668606,
-0.01978885754942894,
-0.000937719305511564,
0.005094480700790882,
-0.050696633756160736,
-0.1080460250377655,
-0.027086766436696053,
-0.16254855692386627,
-0.01222712267190218,
-0.011119079776108265,
0.022749753668904305,
0.03592473641037941,
-0.03735434636473656,
0.00006646275141974911,
0.049741704016923904,
-0.06491242349147797,
-0.12696973979473114,
0.007023429032415152,
-0.02844417653977871,
-0.008682815358042717,
-0.017565933987498283,
0.010882139205932617,
-0.005880639888346195
] | null | null | null | null | null | null | null |
[
-0.0262944046407938,
0.061591483652591705,
-0.09324870258569717,
-0.006210721097886562,
0.02956612966954708,
-0.01345558650791645,
0.004901996348053217,
-0.02657318115234375,
0.02528431825339794,
-0.03185981139540672,
-0.10292496532201767,
0.019431166350841522,
0.040379736572504044,
-0.05342310667037964,
-0.015304062515497208,
-0.004160672426223755,
-0.06474179774522781,
0.0003353921347297728,
0.06801043450832367,
-0.003028389997780323,
0.08082755655050278,
-0.09261538088321686,
-0.03868002071976662,
-0.0002223656774731353,
-0.047768671065568924,
0.042131371796131134,
-0.03424184024333954,
0.02563769929111004,
0.0021424638107419014,
-0.01169966347515583,
0.04359065368771553,
0.006497812923043966,
0.10411294549703598,
-0.033934757113456726,
0.035071250051259995,
0.04343069717288017,
0.06285415589809418,
0.007494854275137186,
-0.02362542226910591,
0.040952906012535095,
0.03454439342021942,
0.021184442564845085,
0.0031371251679956913,
0.06969892978668213,
-0.04538228362798691,
0.05532582849264145,
-0.00588666507974267,
-0.009367058053612709,
-0.09502916038036346,
-0.06675204634666443,
-0.038351017981767654,
0.04674777761101723,
-0.009084075689315796,
0.12261886149644852,
-0.013495265506207943,
-0.08967067301273346,
-0.06415963172912598,
-0.0447595939040184,
0.053582563996315,
-0.04436489939689636,
0.04776116833090782,
-0.019723372533917427,
-0.049960657954216,
-0.035776130855083466,
0.07186485081911087,
0.033665597438812256,
0.02897656336426735,
-0.014509765431284904,
0.06906682997941971,
0.05020161718130112,
-0.014103719033300877,
-0.016452079638838768,
-0.14138950407505035,
0.08020898699760437,
-0.008262999355793,
0.042085010558366776,
-0.06645137071609497,
-0.022440994158387184,
-0.08063636720180511,
-0.002285029971972108,
-0.06277363002300262,
-0.006392135284841061,
-0.013504396192729473,
-0.04174073413014412,
0.007256195414811373,
0.003622989635914564,
-0.010741879232227802,
0.000937272678129375,
-0.010339183732867241,
0.022072140127420425,
-0.06933386623859406,
-0.0030162192415446043,
0.13063280284404755,
0.05198993533849716,
0.041988346725702286,
0.035313885658979416,
0.01436822209507227,
0.0706399530172348,
0.09383068233728409,
0.029051920399069786,
0.051066115498542786,
-0.024649452418088913,
-0.03730560839176178,
-0.047474056482315063,
0.051497653126716614,
0.017647676169872284,
-0.006652959156781435,
0.0060399663634598255,
-0.024052254855632782,
-0.00983048789203167,
-0.01899058185517788,
0.016959652304649353,
-0.013417479582130909,
0.015171514824032784,
0.027042057365179062,
0.03528089076280594,
-0.06703871488571167,
0.11012464016675949,
0.03670525923371315,
0.07684383541345596,
0.13072465360164642,
-0.01820925623178482,
0.0021739371586591005,
0.04983852803707123,
0.007634609472006559,
0.014267198741436005,
0.016841763630509377,
2.9845931973782424e-33,
0.029899315908551216,
0.031866785138845444,
0.018889864906668663,
-0.03314334154129028,
0.024315299466252327,
0.00295088067650795,
0.0334625318646431,
-0.00959749799221754,
0.01612900197505951,
0.07426196336746216,
-0.0864512249827385,
0.010062473826110363,
0.04947635903954506,
-0.018514754250645638,
0.041649095714092255,
0.018368450924754143,
0.013958127237856388,
-0.051997799426317215,
0.034025538712739944,
-0.1052408367395401,
0.012425130233168602,
-0.03384057432413101,
0.022443648427724838,
-0.08291488140821457,
0.022070609033107758,
-0.04684244841337204,
0.013768560253083706,
-0.0891854465007782,
-0.04600965231657028,
0.03810957819223404,
-0.04711426794528961,
0.02697894722223282,
0.016056282445788383,
0.05933668836951256,
0.08504778891801834,
-0.015262087807059288,
0.024828802794218063,
-0.00971971731632948,
-0.0365111380815506,
-0.05865006893873215,
-0.0024742628447711468,
-0.028765195980668068,
-0.024920286610722542,
-0.04384148120880127,
0.0006827625911682844,
-0.019086560234427452,
0.04411214217543602,
-0.005991785787045956,
-0.050656288862228394,
-0.022512216120958328,
0.054651811718940735,
-0.0343024842441082,
-0.0601208321750164,
0.05276861414313316,
-0.017965225502848625,
-0.00619372958317399,
0.029958289116621017,
0.06177709996700287,
0.05011168122291565,
0.16445155441761017,
0.05162443965673447,
0.0476776547729969,
0.05817181244492531,
0.03158336132764816,
-0.003942123148590326,
-0.0003024801844730973,
-0.014482133090496063,
0.030446147546172142,
0.04078483581542969,
-0.032028164714574814,
-0.015175126492977142,
0.012753168120980263,
-0.020983630791306496,
-0.047824960201978683,
0.046337515115737915,
-0.05375348776578903,
0.09866328537464142,
-0.10232988744974136,
-0.049085721373558044,
0.04487461969256401,
-0.04897698387503624,
0.037237267941236496,
0.10861469805240631,
-0.0036646465305238962,
-0.13023212552070618,
-0.020311422646045685,
-0.015136132948100567,
-0.000546195893548429,
-0.06609541177749634,
-0.07087250053882599,
0.04407050833106041,
-0.05742913857102394,
0.031346775591373444,
-0.0009308693697676063,
-0.015284883789718151,
-3.629283339524133e-33,
-0.02803811989724636,
-0.055655092000961304,
0.048631809651851654,
0.08307618647813797,
-0.006627822760492563,
-0.03305966407060623,
-0.01725729927420616,
0.010936756618320942,
-0.010341369546949863,
0.02542394958436489,
0.01534346304833889,
-0.010425522923469543,
0.01020053680986166,
0.0066198259592056274,
0.10438492894172668,
-0.04101226478815079,
-0.004400335252285004,
0.0723516047000885,
0.023818422108888626,
0.008668425492942333,
0.060225773602724075,
0.004820338916033506,
-0.039182670414447784,
-0.027361882850527763,
0.027370715513825417,
0.0266263484954834,
-0.057221919298172,
-0.016294939443469048,
0.050317440181970596,
0.015138860791921616,
0.02915951982140541,
-0.013573209755122662,
-0.02345329336822033,
-0.030681505799293518,
0.0003499977174215019,
-0.046085938811302185,
0.05659223347902298,
0.09951063990592957,
-0.0014261133037507534,
0.058536823838949203,
0.024027369916439056,
0.02095378190279007,
0.05406864359974861,
-0.08065468817949295,
0.07239148765802383,
-0.007904336787760258,
0.03528520464897156,
0.007924938574433327,
0.020195212215185165,
0.021618666127324104,
0.012270348146557808,
-0.019977541640400887,
-0.02812212146818638,
0.06666318327188492,
0.06766243278980255,
0.035248640924692154,
-0.058251962065696716,
0.1527995616197586,
0.02875448763370514,
-0.07681836932897568,
-0.06299382448196411,
0.0012184221995994449,
0.011509653180837631,
0.06045844778418541,
0.06096824258565903,
-0.044233791530132294,
-0.07876171171665192,
-0.11525458842515945,
-0.04593827202916145,
-0.00932411476969719,
0.01404773723334074,
-0.0042505268938839436,
-0.03749319911003113,
0.03072795644402504,
-0.07757982611656189,
-0.02790583297610283,
0.03805684298276901,
-0.005953438580036163,
-0.10509556531906128,
0.04371890053153038,
-0.007430997211486101,
0.10496801137924194,
-0.0762009397149086,
-0.04758111387491226,
-0.016144713386893272,
0.01157223992049694,
0.12286902219057083,
-0.03593650460243225,
-0.050110332667827606,
-0.08013702183961868,
0.01147805992513895,
-0.03193002566695213,
-0.02277267724275589,
0.025532307103276253,
0.059657055884599686,
-4.58902462696642e-8,
0.015229842625558376,
-0.05339697748422623,
-0.08388108760118484,
-0.04276823624968529,
0.18711936473846436,
-0.03247543424367905,
-0.03265223652124405,
0.04757768660783768,
0.03110780194401741,
-0.09483126550912857,
0.12175485491752625,
-0.006307564210146666,
-0.018246781080961227,
-0.005054933484643698,
-0.035458844155073166,
-0.00907642487436533,
-0.04618266597390175,
-0.10869543254375458,
-0.009085426107048988,
0.039196982979774475,
0.00568876788020134,
0.0018735607154667377,
-0.005971692502498627,
0.035779185593128204,
-0.058373529464006424,
-0.03622734174132347,
-0.013638557866215706,
-0.0036973266396671534,
0.029411431401968002,
-0.04206632450222969,
0.03037487529218197,
0.049919918179512024,
0.03529832139611244,
-0.009327556006610394,
-0.07522612065076828,
0.13599786162376404,
-0.08164394646883011,
0.03168677166104317,
0.002679109573364258,
-0.015386872924864292,
-0.020419159904122353,
0.009144178591668606,
-0.01978885754942894,
-0.000937719305511564,
0.005094480700790882,
-0.050696633756160736,
-0.1080460250377655,
-0.027086766436696053,
-0.16254855692386627,
-0.01222712267190218,
-0.011119079776108265,
0.022749753668904305,
0.03592473641037941,
-0.03735434636473656,
0.00006646275141974911,
0.049741704016923904,
-0.06491242349147797,
-0.12696973979473114,
0.007023429032415152,
-0.02844417653977871,
-0.008682815358042717,
-0.017565933987498283,
0.010882139205932617,
-0.005880639888346195
] |
1402.5475
|
Huazi Zhang
|
Xiao Cai, Zhaoyang Zhang, Huazi Zhang, Chunguang Li
|
Soft Consistency Reconstruction: A Robust 1-bit Compressive Sensing
Algorithm
| null | null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A class of recovering algorithms for 1-bit compressive sensing (CS) named
Soft Consistency Reconstructions (SCRs) are proposed. Recognizing that CS
recovery is essentially an optimization problem, we endeavor to improve the
characteristics of the objective function under noisy environments. With a
family of re-designed consistency criteria, SCRs achieve remarkable
counter-noise performance gain over the existing counterparts, thus acquiring
the desired robustness in many real-world applications. The benefits of soft
decisions are exemplified through structural analysis of the objective
function, with intuition described for better understanding. As expected,
through comparisons with existing methods in simulations, SCRs demonstrate
preferable robustness against noise in low signal-to-noise ratio (SNR) regime,
while maintaining comparable performance in high SNR regime.
|
[
{
"created": "Sat, 22 Feb 2014 04:12:51 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Cai",
"Xiao",
""
],
[
"Zhang",
"Zhaoyang",
""
],
[
"Zhang",
"Huazi",
""
],
[
"Li",
"Chunguang",
""
]
] |
[
-0.07521890103816986,
-0.036235786974430084,
-0.01950182393193245,
0.09389260411262512,
0.03119674138724804,
-0.024338066577911377,
0.019106976687908173,
-0.11200451850891113,
-0.0337795615196228,
-0.0331215001642704,
-0.08699493855237961,
0.005010237917304039,
0.040738753974437714,
-0.001555370050482452,
-0.019915785640478134,
-0.021301960572600365,
0.09550590813159943,
0.04668392613530159,
0.0003767833113670349,
0.03717080503702164,
-0.029264524579048157,
0.04361317306756973,
0.03204221650958061,
0.04734984040260315,
0.11657815426588058,
-0.01880842074751854,
0.01651994325220585,
-0.011182818561792374,
0.036966606974601746,
-0.005266718100756407,
0.019181832671165466,
-0.02187746949493885,
0.0854191929101944,
-0.06843302398920059,
0.051358871161937714,
0.05129968747496605,
0.006172693334519863,
0.02688267081975937,
0.024981649592518806,
0.06675662845373154,
-0.048026155680418015,
0.06722864508628845,
0.0003555850707925856,
-0.028668174520134926,
-0.003695992985740304,
-0.026544975116848946,
0.08036017417907715,
0.01903356797993183,
0.02069464512169361,
-0.014364075846970081,
0.08379606902599335,
0.0680345892906189,
-0.00138096883893013,
-0.0245157890021801,
0.017915545031428337,
0.03670802339911461,
-0.07142636179924011,
0.06717081367969513,
-0.03743942454457283,
0.09037985652685165,
0.016404569149017334,
-0.026564383879303932,
-0.010761132463812828,
0.027185026556253433,
0.04628901183605194,
0.04174456000328064,
0.040100544691085815,
-0.005340272560715675,
0.03794045001268387,
0.01137551013380289,
-0.11740273982286453,
-0.023304205387830734,
0.008231332525610924,
0.04460107907652855,
-0.015187060460448265,
0.008579738438129425,
0.0032609463669359684,
0.022121718153357506,
0.06517287343740463,
0.11434084922075272,
-0.028347235172986984,
-0.037935514003038406,
-0.039312273263931274,
-0.041893500834703445,
0.08295626193284988,
-0.07905492931604385,
0.030614705756306648,
0.022961679846048355,
0.004876840393990278,
-0.005921118427067995,
-0.07467895746231079,
-0.08326666057109833,
-0.0023093961644917727,
0.11848817765712738,
0.004820147529244423,
-0.03741922602057457,
0.0774042010307312,
0.0480620339512825,
0.04104236513376236,
0.024336881935596466,
0.02174476906657219,
0.04527657851576805,
-0.01436411403119564,
-0.05099059268832207,
-0.026613570749759674,
-0.09669242054224014,
0.05792110040783882,
0.015767797827720642,
0.03977587819099426,
0.006105775944888592,
0.024704044684767723,
-0.01252667885273695,
0.05447994917631149,
0.057019609957933426,
0.05571037158370018,
-0.1283908188343048,
-0.02013641595840454,
-0.006502982694655657,
-0.02115022763609886,
-0.016552552580833435,
-0.04239514842629433,
-0.08548007905483246,
-0.02757399156689644,
-0.016670389100909233,
0.06756627559661865,
0.07792910188436508,
-0.010547204874455929,
3.352481970554332e-33,
-0.05372738465666771,
0.0812845304608345,
-0.04255683720111847,
0.014324681833386421,
-0.028357025235891342,
0.006548695266246796,
0.028689788654446602,
-0.0022948849946260452,
-0.030948136001825333,
0.09608423709869385,
-0.00003497845318634063,
0.001444302499294281,
-0.06143081560730934,
-0.014680355787277222,
-0.024161629378795624,
0.0058178347535431385,
-0.026586465537548065,
0.03255504369735718,
-0.01114256028085947,
-0.07189629226922989,
-0.007788476068526506,
0.008262299001216888,
-0.008063347078859806,
-0.06352332979440689,
0.006516284309327602,
-0.040580570697784424,
0.052678462117910385,
-0.0021365599241107702,
-0.01786537654697895,
-0.01765766553580761,
-0.06269390136003494,
-0.023306895047426224,
0.11703271418809891,
0.009819859638810158,
0.03413275256752968,
-0.016245391219854355,
0.12223301082849503,
0.003584315301850438,
-0.12774412333965302,
0.016618207097053528,
0.03735974803566933,
0.09556792676448822,
0.0120118772611022,
-0.04133782163262367,
0.027068844065070152,
-0.03622615709900856,
-0.05792644992470741,
-0.011836824007332325,
-0.03534803166985512,
-0.040309783071279526,
-0.03470471873879433,
0.01026470772922039,
-0.016790276393294334,
0.04263899475336075,
-0.021729998290538788,
-0.08791404217481613,
0.012986859306693077,
-0.014130925759673119,
-0.01675385609269142,
0.057376179844141006,
0.006743622478097677,
-0.04065138101577759,
0.023278534412384033,
-0.06031221151351929,
0.061301302164793015,
0.1250213235616684,
-0.030946096405386925,
0.028728337958455086,
-0.11937051266431808,
-0.02663198858499527,
0.03074142336845398,
0.02803351916372776,
-0.007696884218603373,
-0.09368498623371124,
0.01800590753555298,
-0.0019343277672305703,
0.04679695516824722,
-0.010243691504001617,
-0.023311302065849304,
-0.049334701150655746,
-0.06523551791906357,
0.052262332290410995,
-0.005554513540118933,
0.0158985648304224,
-0.11674495786428452,
0.014415097422897816,
-0.01914280280470848,
-0.08044767379760742,
-0.07328346371650696,
-0.0642314925789833,
-0.06891468912363052,
-0.04745527356863022,
0.012783695943653584,
-0.0552322193980217,
-0.04813104122877121,
-3.4386798692741764e-33,
-0.009642097167670727,
0.07679035514593124,
0.006931985728442669,
-0.01191480178385973,
-0.015726082026958466,
-0.06171588599681854,
-0.06333190947771072,
-0.03964053839445114,
0.029551289975643158,
-0.023090112954378128,
-0.0007195260841399431,
-0.06147673353552818,
0.02802751027047634,
0.014613457024097443,
0.005560087505728006,
0.04201697185635567,
-0.03224153071641922,
-0.024001605808734894,
-0.03096962906420231,
0.037037018686532974,
0.1013675332069397,
-0.024468814954161644,
-0.029965247958898544,
0.0093291737139225,
0.06255849450826645,
0.04548335075378418,
-0.10950640588998795,
0.07537083327770233,
0.06829005479812622,
-0.05523993447422981,
-0.022666849195957184,
-0.057039204984903336,
-0.05769350752234459,
-0.08763003349304199,
0.03625210002064705,
0.022262606769800186,
-0.05027203634381294,
0.01698368228971958,
0.038178473711013794,
0.03469397872686386,
0.05470283702015877,
0.08424171060323715,
-0.08158142864704132,
-0.0008540941053070128,
0.14129163324832916,
-0.025984330102801323,
0.008733765222132206,
-0.017795363441109657,
0.04997784644365311,
-0.04136379808187485,
0.09769412875175476,
0.017252134159207344,
0.018695015460252762,
0.04973860830068588,
-0.0015095422277227044,
-0.01603008434176445,
-0.11775904893875122,
0.009642195887863636,
0.029097262769937515,
0.03124752826988697,
-0.058862484991550446,
0.011952986940741539,
-0.06904024630784988,
0.052376411855220795,
-0.02317928895354271,
0.03871224448084831,
0.06743548065423965,
-0.001248459448106587,
-0.015271618030965328,
0.09150969237089157,
-0.02485853061079979,
0.060010876506567,
0.006240245420485735,
0.08344122022390366,
0.06831372529268265,
0.020408261567354202,
-0.037601299583911896,
-0.05981506407260895,
-0.023338191211223602,
0.0508638471364975,
0.043502528220415115,
0.037065859884023666,
0.023384738713502884,
-0.01418150682002306,
0.03844147548079491,
0.05854235962033272,
0.01829681545495987,
-0.013114960864186287,
0.04752722755074501,
-0.03475895896553993,
-0.04428469017148018,
0.03508544713258743,
0.053419943898916245,
-0.04222162067890167,
-0.08291096985340118,
-5.360511678986768e-8,
-0.1155012845993042,
-0.035043008625507355,
-0.06117422133684158,
-0.040552448481321335,
0.026980100199580193,
-0.035065680742263794,
-0.03422892093658447,
-0.1180586963891983,
0.02139773778617382,
-0.13400915265083313,
0.026587581261992455,
-0.11189452558755875,
-0.09059984982013702,
-0.01135167758911848,
-0.024345505982637405,
-0.011443046852946281,
0.005660113878548145,
-0.007173118181526661,
0.013841948471963406,
-0.005677632987499237,
-0.017786016687750816,
-0.002165859332308173,
-0.011266390793025494,
-0.005790566559880972,
0.09698893874883652,
-0.01636630669236183,
-0.029799792915582657,
0.07643940299749374,
0.07118488848209381,
0.05018184706568718,
0.01483020931482315,
0.02759023755788803,
0.1373663693666458,
0.018706785514950752,
-0.08382224291563034,
0.025550974532961845,
0.06764427572488785,
0.045931827276945114,
-0.0249843318015337,
-0.056895673274993896,
-0.06640369445085526,
0.03705732896924019,
-0.02128344029188156,
-0.00856342539191246,
-0.03842585161328316,
0.04521762579679489,
0.0499107800424099,
-0.0034404078032821417,
-0.010104320012032986,
-0.06369765102863312,
0.0019537461921572685,
0.056516677141189575,
-0.00046742366976104677,
-0.019663522019982338,
0.06949588656425476,
-0.08231382817029953,
-0.03918875753879547,
-0.028047453612089157,
0.0033910702913999557,
0.026426978409290314,
-0.05740378424525261,
0.07705717533826828,
-0.0862780511379242,
0.06141214072704315
] | null | null | null | null | null | null | null |
[
-0.07521890103816986,
-0.036235786974430084,
-0.01950182393193245,
0.09389260411262512,
0.03119674138724804,
-0.024338066577911377,
0.019106976687908173,
-0.11200451850891113,
-0.0337795615196228,
-0.0331215001642704,
-0.08699493855237961,
0.005010237917304039,
0.040738753974437714,
-0.001555370050482452,
-0.019915785640478134,
-0.021301960572600365,
0.09550590813159943,
0.04668392613530159,
0.0003767833113670349,
0.03717080503702164,
-0.029264524579048157,
0.04361317306756973,
0.03204221650958061,
0.04734984040260315,
0.11657815426588058,
-0.01880842074751854,
0.01651994325220585,
-0.011182818561792374,
0.036966606974601746,
-0.005266718100756407,
0.019181832671165466,
-0.02187746949493885,
0.0854191929101944,
-0.06843302398920059,
0.051358871161937714,
0.05129968747496605,
0.006172693334519863,
0.02688267081975937,
0.024981649592518806,
0.06675662845373154,
-0.048026155680418015,
0.06722864508628845,
0.0003555850707925856,
-0.028668174520134926,
-0.003695992985740304,
-0.026544975116848946,
0.08036017417907715,
0.01903356797993183,
0.02069464512169361,
-0.014364075846970081,
0.08379606902599335,
0.0680345892906189,
-0.00138096883893013,
-0.0245157890021801,
0.017915545031428337,
0.03670802339911461,
-0.07142636179924011,
0.06717081367969513,
-0.03743942454457283,
0.09037985652685165,
0.016404569149017334,
-0.026564383879303932,
-0.010761132463812828,
0.027185026556253433,
0.04628901183605194,
0.04174456000328064,
0.040100544691085815,
-0.005340272560715675,
0.03794045001268387,
0.01137551013380289,
-0.11740273982286453,
-0.023304205387830734,
0.008231332525610924,
0.04460107907652855,
-0.015187060460448265,
0.008579738438129425,
0.0032609463669359684,
0.022121718153357506,
0.06517287343740463,
0.11434084922075272,
-0.028347235172986984,
-0.037935514003038406,
-0.039312273263931274,
-0.041893500834703445,
0.08295626193284988,
-0.07905492931604385,
0.030614705756306648,
0.022961679846048355,
0.004876840393990278,
-0.005921118427067995,
-0.07467895746231079,
-0.08326666057109833,
-0.0023093961644917727,
0.11848817765712738,
0.004820147529244423,
-0.03741922602057457,
0.0774042010307312,
0.0480620339512825,
0.04104236513376236,
0.024336881935596466,
0.02174476906657219,
0.04527657851576805,
-0.01436411403119564,
-0.05099059268832207,
-0.026613570749759674,
-0.09669242054224014,
0.05792110040783882,
0.015767797827720642,
0.03977587819099426,
0.006105775944888592,
0.024704044684767723,
-0.01252667885273695,
0.05447994917631149,
0.057019609957933426,
0.05571037158370018,
-0.1283908188343048,
-0.02013641595840454,
-0.006502982694655657,
-0.02115022763609886,
-0.016552552580833435,
-0.04239514842629433,
-0.08548007905483246,
-0.02757399156689644,
-0.016670389100909233,
0.06756627559661865,
0.07792910188436508,
-0.010547204874455929,
3.352481970554332e-33,
-0.05372738465666771,
0.0812845304608345,
-0.04255683720111847,
0.014324681833386421,
-0.028357025235891342,
0.006548695266246796,
0.028689788654446602,
-0.0022948849946260452,
-0.030948136001825333,
0.09608423709869385,
-0.00003497845318634063,
0.001444302499294281,
-0.06143081560730934,
-0.014680355787277222,
-0.024161629378795624,
0.0058178347535431385,
-0.026586465537548065,
0.03255504369735718,
-0.01114256028085947,
-0.07189629226922989,
-0.007788476068526506,
0.008262299001216888,
-0.008063347078859806,
-0.06352332979440689,
0.006516284309327602,
-0.040580570697784424,
0.052678462117910385,
-0.0021365599241107702,
-0.01786537654697895,
-0.01765766553580761,
-0.06269390136003494,
-0.023306895047426224,
0.11703271418809891,
0.009819859638810158,
0.03413275256752968,
-0.016245391219854355,
0.12223301082849503,
0.003584315301850438,
-0.12774412333965302,
0.016618207097053528,
0.03735974803566933,
0.09556792676448822,
0.0120118772611022,
-0.04133782163262367,
0.027068844065070152,
-0.03622615709900856,
-0.05792644992470741,
-0.011836824007332325,
-0.03534803166985512,
-0.040309783071279526,
-0.03470471873879433,
0.01026470772922039,
-0.016790276393294334,
0.04263899475336075,
-0.021729998290538788,
-0.08791404217481613,
0.012986859306693077,
-0.014130925759673119,
-0.01675385609269142,
0.057376179844141006,
0.006743622478097677,
-0.04065138101577759,
0.023278534412384033,
-0.06031221151351929,
0.061301302164793015,
0.1250213235616684,
-0.030946096405386925,
0.028728337958455086,
-0.11937051266431808,
-0.02663198858499527,
0.03074142336845398,
0.02803351916372776,
-0.007696884218603373,
-0.09368498623371124,
0.01800590753555298,
-0.0019343277672305703,
0.04679695516824722,
-0.010243691504001617,
-0.023311302065849304,
-0.049334701150655746,
-0.06523551791906357,
0.052262332290410995,
-0.005554513540118933,
0.0158985648304224,
-0.11674495786428452,
0.014415097422897816,
-0.01914280280470848,
-0.08044767379760742,
-0.07328346371650696,
-0.0642314925789833,
-0.06891468912363052,
-0.04745527356863022,
0.012783695943653584,
-0.0552322193980217,
-0.04813104122877121,
-3.4386798692741764e-33,
-0.009642097167670727,
0.07679035514593124,
0.006931985728442669,
-0.01191480178385973,
-0.015726082026958466,
-0.06171588599681854,
-0.06333190947771072,
-0.03964053839445114,
0.029551289975643158,
-0.023090112954378128,
-0.0007195260841399431,
-0.06147673353552818,
0.02802751027047634,
0.014613457024097443,
0.005560087505728006,
0.04201697185635567,
-0.03224153071641922,
-0.024001605808734894,
-0.03096962906420231,
0.037037018686532974,
0.1013675332069397,
-0.024468814954161644,
-0.029965247958898544,
0.0093291737139225,
0.06255849450826645,
0.04548335075378418,
-0.10950640588998795,
0.07537083327770233,
0.06829005479812622,
-0.05523993447422981,
-0.022666849195957184,
-0.057039204984903336,
-0.05769350752234459,
-0.08763003349304199,
0.03625210002064705,
0.022262606769800186,
-0.05027203634381294,
0.01698368228971958,
0.038178473711013794,
0.03469397872686386,
0.05470283702015877,
0.08424171060323715,
-0.08158142864704132,
-0.0008540941053070128,
0.14129163324832916,
-0.025984330102801323,
0.008733765222132206,
-0.017795363441109657,
0.04997784644365311,
-0.04136379808187485,
0.09769412875175476,
0.017252134159207344,
0.018695015460252762,
0.04973860830068588,
-0.0015095422277227044,
-0.01603008434176445,
-0.11775904893875122,
0.009642195887863636,
0.029097262769937515,
0.03124752826988697,
-0.058862484991550446,
0.011952986940741539,
-0.06904024630784988,
0.052376411855220795,
-0.02317928895354271,
0.03871224448084831,
0.06743548065423965,
-0.001248459448106587,
-0.015271618030965328,
0.09150969237089157,
-0.02485853061079979,
0.060010876506567,
0.006240245420485735,
0.08344122022390366,
0.06831372529268265,
0.020408261567354202,
-0.037601299583911896,
-0.05981506407260895,
-0.023338191211223602,
0.0508638471364975,
0.043502528220415115,
0.037065859884023666,
0.023384738713502884,
-0.01418150682002306,
0.03844147548079491,
0.05854235962033272,
0.01829681545495987,
-0.013114960864186287,
0.04752722755074501,
-0.03475895896553993,
-0.04428469017148018,
0.03508544713258743,
0.053419943898916245,
-0.04222162067890167,
-0.08291096985340118,
-5.360511678986768e-8,
-0.1155012845993042,
-0.035043008625507355,
-0.06117422133684158,
-0.040552448481321335,
0.026980100199580193,
-0.035065680742263794,
-0.03422892093658447,
-0.1180586963891983,
0.02139773778617382,
-0.13400915265083313,
0.026587581261992455,
-0.11189452558755875,
-0.09059984982013702,
-0.01135167758911848,
-0.024345505982637405,
-0.011443046852946281,
0.005660113878548145,
-0.007173118181526661,
0.013841948471963406,
-0.005677632987499237,
-0.017786016687750816,
-0.002165859332308173,
-0.011266390793025494,
-0.005790566559880972,
0.09698893874883652,
-0.01636630669236183,
-0.029799792915582657,
0.07643940299749374,
0.07118488848209381,
0.05018184706568718,
0.01483020931482315,
0.02759023755788803,
0.1373663693666458,
0.018706785514950752,
-0.08382224291563034,
0.025550974532961845,
0.06764427572488785,
0.045931827276945114,
-0.0249843318015337,
-0.056895673274993896,
-0.06640369445085526,
0.03705732896924019,
-0.02128344029188156,
-0.00856342539191246,
-0.03842585161328316,
0.04521762579679489,
0.0499107800424099,
-0.0034404078032821417,
-0.010104320012032986,
-0.06369765102863312,
0.0019537461921572685,
0.056516677141189575,
-0.00046742366976104677,
-0.019663522019982338,
0.06949588656425476,
-0.08231382817029953,
-0.03918875753879547,
-0.028047453612089157,
0.0033910702913999557,
0.026426978409290314,
-0.05740378424525261,
0.07705717533826828,
-0.0862780511379242,
0.06141214072704315
] |
1402.5477
|
Huazi Zhang
|
Huazi Zhang, Zhaoyang Zhang, Huaiyu Dai
|
Mobile Conductance and Gossip-based Information Spreading in Mobile
Networks
|
arXiv admin note: substantial text overlap with arXiv:1202.2586
| null | null | null |
cs.SI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we propose a general analytical framework for information
spreading in mobile networks based on a new performance metric, mobile
conductance, which allows us to separate the details of mobility models from
the study of mobile spreading time. We derive a general result for the
information spreading time in mobile networks in terms of this new metric, and
instantiate it through several popular mobility models. Large scale network
simulation is conducted to verify our analysis.
|
[
{
"created": "Sat, 22 Feb 2014 04:35:09 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Zhang",
"Huazi",
""
],
[
"Zhang",
"Zhaoyang",
""
],
[
"Dai",
"Huaiyu",
""
]
] |
[
-0.010710122063755989,
-0.06466242671012878,
0.031128598377108574,
-0.04213666543364525,
0.031853385269641876,
-0.08515386283397675,
0.008743420243263245,
0.03220076486468315,
0.04713205248117447,
0.011300228536128998,
0.0570431686937809,
0.048791155219078064,
0.05923515930771828,
0.05720103532075882,
0.0377776138484478,
-0.004146474879235029,
0.034885793924331665,
-0.08003096282482147,
-0.08450166136026382,
-0.022419841960072517,
0.04964343458414078,
-0.008721360936760902,
-0.03801097720861435,
-0.05412473529577255,
0.0986790582537651,
-0.06411176174879074,
-0.054489534348249435,
-0.025791874155402184,
0.03944512829184532,
0.0008061158587224782,
0.007724303286522627,
0.009850102476775646,
-0.019005265086889267,
0.020063482224941254,
-0.09711319953203201,
-0.07873088121414185,
-0.003610786749050021,
0.04207935184240341,
0.026733295992016792,
0.06291571259498596,
0.07712319493293762,
-0.0034575059544295073,
0.05562413111329079,
0.10937796533107758,
0.02763855829834938,
0.028651537373661995,
0.0440278984606266,
0.12993310391902924,
-0.07428006827831268,
-0.006938171572983265,
-0.017667844891548157,
0.003192158183082938,
0.015272402204573154,
0.02692345157265663,
-0.032714806497097015,
0.006320447660982609,
-0.04925572872161865,
0.0627267062664032,
0.02161073312163353,
0.06709907948970795,
0.04858558252453804,
0.04859725013375282,
-0.00688305264338851,
0.05265183374285698,
-0.012837286107242107,
-0.015759302303195,
0.05908557400107384,
0.06377024948596954,
-0.011787447147071362,
0.04521726444363594,
0.04649398475885391,
0.009520841762423515,
-0.04551136493682861,
-0.006937352009117603,
0.024531133472919464,
-0.06901003420352936,
-0.032389357686042786,
0.06345167011022568,
-0.06696852296590805,
-0.0008564872550778091,
0.025361254811286926,
0.035408973693847656,
0.015730220824480057,
-0.057964276522397995,
-0.029215523973107338,
-0.09878095239400864,
0.0019919504411518574,
0.07201434671878815,
-0.007028196472674608,
-0.07952028512954712,
-0.027133462950587273,
0.08817265927791595,
-0.07022866606712341,
0.06921382993459702,
-0.047777313739061356,
-0.01848479174077511,
-0.06032741814851761,
-0.061560653150081635,
0.01634848117828369,
0.037358466535806656,
-0.04732116684317589,
0.04719175398349762,
0.01780994050204754,
0.009296722710132599,
0.02938992716372013,
-0.035919200628995895,
0.03338314965367317,
0.03939007222652435,
0.04444614797830582,
0.12238700687885284,
0.019022421911358833,
0.02914649248123169,
-0.03652512654662132,
-0.019766956567764282,
-0.028200387954711914,
-0.032736875116825104,
-0.020609024912118912,
0.06558188796043396,
0.03437667712569237,
0.04148608073592186,
0.01572885923087597,
-0.025199009105563164,
-0.011155787855386734,
-0.08710628747940063,
0.012292933650314808,
0.017949944362044334,
0.0223679319024086,
-1.8776731462210962e-33,
-0.0698266327381134,
-0.038299523293972015,
-0.017457660287618637,
0.05439643934369087,
0.030294783413410187,
-0.04719753563404083,
-0.03246471658349037,
-0.025729674845933914,
0.044131092727184296,
-0.03168569877743721,
-0.06453832983970642,
0.052563007920980453,
0.008190839551389217,
0.0009932339889928699,
0.042494725435972214,
-0.025835799053311348,
0.02810300700366497,
-0.016875792294740677,
0.0553056038916111,
-0.01998954452574253,
0.0811837911605835,
-0.08996277302503586,
-0.02976112626492977,
-0.04148352891206741,
0.0664714053273201,
0.02311188355088234,
-0.0214943028986454,
-0.06439561396837234,
0.10703261196613312,
-0.0020214032847434282,
0.014153219759464264,
-0.03734128177165985,
-0.060007404536008835,
-0.02473418042063713,
0.0024481462314724922,
0.08480086922645569,
-0.06685026735067368,
-0.07281409204006195,
0.026729701086878777,
-0.029881685972213745,
-0.018558403477072716,
-0.02572350576519966,
-0.056470539420843124,
-0.00007781283784424886,
-0.10144336521625519,
-0.052725501358509064,
-0.05958113074302673,
0.0002708954270929098,
0.005578695796430111,
0.0017066032160073519,
0.042942650616168976,
-0.042126454412937164,
0.019513070583343506,
-0.01897919736802578,
-0.04597173631191254,
0.05209695175290108,
0.015635132789611816,
0.028216853737831116,
-0.019415894523262978,
0.13560238480567932,
0.0030568300280719995,
-0.03196946531534195,
-0.032337404787540436,
0.0076681324280798435,
0.07497303932905197,
-0.041862789541482925,
-0.07635214179754257,
-0.014368422329425812,
0.09991501271724701,
0.05207107216119766,
0.0677516981959343,
0.04042421653866768,
-0.029068579897284508,
0.012140721082687378,
-0.004652373027056456,
-0.04877389967441559,
-0.012083728797733784,
0.00404993025586009,
-0.03676034137606621,
0.0349225178360939,
-0.03129156678915024,
-0.08681848645210266,
-0.012644640170037746,
-0.08242592960596085,
0.018116842955350876,
-0.02858547493815422,
0.02621629647910595,
0.0036464701406657696,
-0.1259850561618805,
0.10215873271226883,
-0.01473194733262062,
0.06567134708166122,
0.07338687032461166,
0.005351498257368803,
0.018679479137063026,
3.599087277374409e-34,
-0.10881628096103668,
0.06299357116222382,
0.04684629291296005,
0.11205898225307465,
0.03283792361617088,
-0.08115500211715698,
-0.012323773466050625,
0.09308383613824844,
-0.04493482783436775,
0.003108727280050516,
-0.07775291800498962,
0.006777421571314335,
0.053768448531627655,
-0.0582573302090168,
0.009901206940412521,
0.008496780879795551,
0.09293282777070999,
-0.09100071340799332,
0.019467853009700775,
-0.007977236993610859,
-0.008947774767875671,
-0.040991757065057755,
-0.06206946074962616,
-0.05943939462304115,
0.10075150430202484,
-0.023768197745084763,
-0.013707544654607773,
0.021453263238072395,
-0.013957267627120018,
-0.02621331997215748,
-0.05347813293337822,
-0.028469614684581757,
-0.019584959372878075,
-0.09825961291790009,
0.0471649207174778,
0.06529688090085983,
0.002835978986695409,
0.0653458908200264,
0.07990051805973053,
0.04125158116221428,
0.055742278695106506,
-0.0744892805814743,
-0.06510117650032043,
0.030028603971004486,
0.011966751888394356,
0.01817511022090912,
-0.06967990100383759,
0.04492276534438133,
-0.051259931176900864,
-0.07810339331626892,
0.15683239698410034,
0.05664600431919098,
0.021163437515497208,
-0.0029289722442626953,
0.023119406774640083,
0.04850858077406883,
-0.06443808972835541,
-0.019100917503237724,
-0.02354915626347065,
-0.015504238195717335,
0.015949955210089684,
-0.10340519994497299,
-0.04627963528037071,
0.0027904505841434,
0.005999793764203787,
-0.07802215218544006,
0.015095898881554604,
-0.0768323466181755,
0.02706269733607769,
0.01000041514635086,
-0.061719898134469986,
0.04365876317024231,
-0.06782379001379013,
-0.013113535940647125,
-0.018447211012244225,
-0.043544087558984756,
0.06838387250900269,
0.014961686916649342,
0.018737917765975,
0.03742888942360878,
-0.02714163064956665,
0.11882107704877853,
0.007331595290452242,
-0.12284313142299652,
0.0063203852623701096,
0.01185984630137682,
0.10737564414739609,
-0.023676253855228424,
-0.0020540300756692886,
0.032933108508586884,
-0.013311645947396755,
0.014934470877051353,
-0.04706199839711189,
-0.005754253827035427,
-0.12484228610992432,
-3.2694480012196436e-8,
-0.01493556797504425,
0.055482879281044006,
0.06162714958190918,
-0.04146124795079231,
0.010130221024155617,
0.09532973915338516,
0.05054683983325958,
-0.010981692001223564,
0.003550533438101411,
0.012268135324120522,
0.02274390123784542,
0.04982922971248627,
0.03893977776169777,
0.08618801087141037,
0.037972040474414825,
0.025964217260479927,
0.036663517355918884,
-0.10243529081344604,
-0.0217759907245636,
-0.005537512246519327,
-0.0318981297314167,
0.018506502732634544,
0.010870911180973053,
0.03000321425497532,
0.007947780191898346,
0.071465402841568,
-0.05521349236369133,
-0.060565248131752014,
0.048789020627737045,
0.01147483941167593,
-0.029454737901687622,
0.004699760116636753,
-0.025726376101374626,
-0.03569132834672928,
-0.09031270444393158,
0.05013786256313324,
0.039824504405260086,
-0.07348150759935379,
-0.003575687762349844,
0.02201426401734352,
0.058254458010196686,
-0.019646208733320236,
0.02071179449558258,
0.042718466371297836,
0.005491713993251324,
-0.07462837547063828,
-0.02063329890370369,
0.07118190079927444,
-0.01369642186909914,
-0.028043853119015694,
0.030832841992378235,
-0.05488763004541397,
-0.08740970492362976,
-0.06717284023761749,
0.05075768753886223,
-0.15006041526794434,
0.013012541458010674,
-0.00661681592464447,
0.06791985034942627,
-0.02428237721323967,
-0.03486555069684982,
0.03770957514643669,
-0.024133894592523575,
0.03656747564673424
] | null | null | null | null | null | null | null |
[
-0.010710122063755989,
-0.06466242671012878,
0.031128598377108574,
-0.04213666543364525,
0.031853385269641876,
-0.08515386283397675,
0.008743420243263245,
0.03220076486468315,
0.04713205248117447,
0.011300228536128998,
0.0570431686937809,
0.048791155219078064,
0.05923515930771828,
0.05720103532075882,
0.0377776138484478,
-0.004146474879235029,
0.034885793924331665,
-0.08003096282482147,
-0.08450166136026382,
-0.022419841960072517,
0.04964343458414078,
-0.008721360936760902,
-0.03801097720861435,
-0.05412473529577255,
0.0986790582537651,
-0.06411176174879074,
-0.054489534348249435,
-0.025791874155402184,
0.03944512829184532,
0.0008061158587224782,
0.007724303286522627,
0.009850102476775646,
-0.019005265086889267,
0.020063482224941254,
-0.09711319953203201,
-0.07873088121414185,
-0.003610786749050021,
0.04207935184240341,
0.026733295992016792,
0.06291571259498596,
0.07712319493293762,
-0.0034575059544295073,
0.05562413111329079,
0.10937796533107758,
0.02763855829834938,
0.028651537373661995,
0.0440278984606266,
0.12993310391902924,
-0.07428006827831268,
-0.006938171572983265,
-0.017667844891548157,
0.003192158183082938,
0.015272402204573154,
0.02692345157265663,
-0.032714806497097015,
0.006320447660982609,
-0.04925572872161865,
0.0627267062664032,
0.02161073312163353,
0.06709907948970795,
0.04858558252453804,
0.04859725013375282,
-0.00688305264338851,
0.05265183374285698,
-0.012837286107242107,
-0.015759302303195,
0.05908557400107384,
0.06377024948596954,
-0.011787447147071362,
0.04521726444363594,
0.04649398475885391,
0.009520841762423515,
-0.04551136493682861,
-0.006937352009117603,
0.024531133472919464,
-0.06901003420352936,
-0.032389357686042786,
0.06345167011022568,
-0.06696852296590805,
-0.0008564872550778091,
0.025361254811286926,
0.035408973693847656,
0.015730220824480057,
-0.057964276522397995,
-0.029215523973107338,
-0.09878095239400864,
0.0019919504411518574,
0.07201434671878815,
-0.007028196472674608,
-0.07952028512954712,
-0.027133462950587273,
0.08817265927791595,
-0.07022866606712341,
0.06921382993459702,
-0.047777313739061356,
-0.01848479174077511,
-0.06032741814851761,
-0.061560653150081635,
0.01634848117828369,
0.037358466535806656,
-0.04732116684317589,
0.04719175398349762,
0.01780994050204754,
0.009296722710132599,
0.02938992716372013,
-0.035919200628995895,
0.03338314965367317,
0.03939007222652435,
0.04444614797830582,
0.12238700687885284,
0.019022421911358833,
0.02914649248123169,
-0.03652512654662132,
-0.019766956567764282,
-0.028200387954711914,
-0.032736875116825104,
-0.020609024912118912,
0.06558188796043396,
0.03437667712569237,
0.04148608073592186,
0.01572885923087597,
-0.025199009105563164,
-0.011155787855386734,
-0.08710628747940063,
0.012292933650314808,
0.017949944362044334,
0.0223679319024086,
-1.8776731462210962e-33,
-0.0698266327381134,
-0.038299523293972015,
-0.017457660287618637,
0.05439643934369087,
0.030294783413410187,
-0.04719753563404083,
-0.03246471658349037,
-0.025729674845933914,
0.044131092727184296,
-0.03168569877743721,
-0.06453832983970642,
0.052563007920980453,
0.008190839551389217,
0.0009932339889928699,
0.042494725435972214,
-0.025835799053311348,
0.02810300700366497,
-0.016875792294740677,
0.0553056038916111,
-0.01998954452574253,
0.0811837911605835,
-0.08996277302503586,
-0.02976112626492977,
-0.04148352891206741,
0.0664714053273201,
0.02311188355088234,
-0.0214943028986454,
-0.06439561396837234,
0.10703261196613312,
-0.0020214032847434282,
0.014153219759464264,
-0.03734128177165985,
-0.060007404536008835,
-0.02473418042063713,
0.0024481462314724922,
0.08480086922645569,
-0.06685026735067368,
-0.07281409204006195,
0.026729701086878777,
-0.029881685972213745,
-0.018558403477072716,
-0.02572350576519966,
-0.056470539420843124,
-0.00007781283784424886,
-0.10144336521625519,
-0.052725501358509064,
-0.05958113074302673,
0.0002708954270929098,
0.005578695796430111,
0.0017066032160073519,
0.042942650616168976,
-0.042126454412937164,
0.019513070583343506,
-0.01897919736802578,
-0.04597173631191254,
0.05209695175290108,
0.015635132789611816,
0.028216853737831116,
-0.019415894523262978,
0.13560238480567932,
0.0030568300280719995,
-0.03196946531534195,
-0.032337404787540436,
0.0076681324280798435,
0.07497303932905197,
-0.041862789541482925,
-0.07635214179754257,
-0.014368422329425812,
0.09991501271724701,
0.05207107216119766,
0.0677516981959343,
0.04042421653866768,
-0.029068579897284508,
0.012140721082687378,
-0.004652373027056456,
-0.04877389967441559,
-0.012083728797733784,
0.00404993025586009,
-0.03676034137606621,
0.0349225178360939,
-0.03129156678915024,
-0.08681848645210266,
-0.012644640170037746,
-0.08242592960596085,
0.018116842955350876,
-0.02858547493815422,
0.02621629647910595,
0.0036464701406657696,
-0.1259850561618805,
0.10215873271226883,
-0.01473194733262062,
0.06567134708166122,
0.07338687032461166,
0.005351498257368803,
0.018679479137063026,
3.599087277374409e-34,
-0.10881628096103668,
0.06299357116222382,
0.04684629291296005,
0.11205898225307465,
0.03283792361617088,
-0.08115500211715698,
-0.012323773466050625,
0.09308383613824844,
-0.04493482783436775,
0.003108727280050516,
-0.07775291800498962,
0.006777421571314335,
0.053768448531627655,
-0.0582573302090168,
0.009901206940412521,
0.008496780879795551,
0.09293282777070999,
-0.09100071340799332,
0.019467853009700775,
-0.007977236993610859,
-0.008947774767875671,
-0.040991757065057755,
-0.06206946074962616,
-0.05943939462304115,
0.10075150430202484,
-0.023768197745084763,
-0.013707544654607773,
0.021453263238072395,
-0.013957267627120018,
-0.02621331997215748,
-0.05347813293337822,
-0.028469614684581757,
-0.019584959372878075,
-0.09825961291790009,
0.0471649207174778,
0.06529688090085983,
0.002835978986695409,
0.0653458908200264,
0.07990051805973053,
0.04125158116221428,
0.055742278695106506,
-0.0744892805814743,
-0.06510117650032043,
0.030028603971004486,
0.011966751888394356,
0.01817511022090912,
-0.06967990100383759,
0.04492276534438133,
-0.051259931176900864,
-0.07810339331626892,
0.15683239698410034,
0.05664600431919098,
0.021163437515497208,
-0.0029289722442626953,
0.023119406774640083,
0.04850858077406883,
-0.06443808972835541,
-0.019100917503237724,
-0.02354915626347065,
-0.015504238195717335,
0.015949955210089684,
-0.10340519994497299,
-0.04627963528037071,
0.0027904505841434,
0.005999793764203787,
-0.07802215218544006,
0.015095898881554604,
-0.0768323466181755,
0.02706269733607769,
0.01000041514635086,
-0.061719898134469986,
0.04365876317024231,
-0.06782379001379013,
-0.013113535940647125,
-0.018447211012244225,
-0.043544087558984756,
0.06838387250900269,
0.014961686916649342,
0.018737917765975,
0.03742888942360878,
-0.02714163064956665,
0.11882107704877853,
0.007331595290452242,
-0.12284313142299652,
0.0063203852623701096,
0.01185984630137682,
0.10737564414739609,
-0.023676253855228424,
-0.0020540300756692886,
0.032933108508586884,
-0.013311645947396755,
0.014934470877051353,
-0.04706199839711189,
-0.005754253827035427,
-0.12484228610992432,
-3.2694480012196436e-8,
-0.01493556797504425,
0.055482879281044006,
0.06162714958190918,
-0.04146124795079231,
0.010130221024155617,
0.09532973915338516,
0.05054683983325958,
-0.010981692001223564,
0.003550533438101411,
0.012268135324120522,
0.02274390123784542,
0.04982922971248627,
0.03893977776169777,
0.08618801087141037,
0.037972040474414825,
0.025964217260479927,
0.036663517355918884,
-0.10243529081344604,
-0.0217759907245636,
-0.005537512246519327,
-0.0318981297314167,
0.018506502732634544,
0.010870911180973053,
0.03000321425497532,
0.007947780191898346,
0.071465402841568,
-0.05521349236369133,
-0.060565248131752014,
0.048789020627737045,
0.01147483941167593,
-0.029454737901687622,
0.004699760116636753,
-0.025726376101374626,
-0.03569132834672928,
-0.09031270444393158,
0.05013786256313324,
0.039824504405260086,
-0.07348150759935379,
-0.003575687762349844,
0.02201426401734352,
0.058254458010196686,
-0.019646208733320236,
0.02071179449558258,
0.042718466371297836,
0.005491713993251324,
-0.07462837547063828,
-0.02063329890370369,
0.07118190079927444,
-0.01369642186909914,
-0.028043853119015694,
0.030832841992378235,
-0.05488763004541397,
-0.08740970492362976,
-0.06717284023761749,
0.05075768753886223,
-0.15006041526794434,
0.013012541458010674,
-0.00661681592464447,
0.06791985034942627,
-0.02428237721323967,
-0.03486555069684982,
0.03770957514643669,
-0.024133894592523575,
0.03656747564673424
] |
1402.5478
|
Prathamesh Shenai
|
Yang Zhao, Yao Yao, Vladimir Chernyak, Yang Zhao
|
Spin-Boson Model with Diagonal and Off-Diagonal Coupling to Two
Independent Baths: Ground-State Phase Transition in the Deep Sub-Ohmic Regime
|
4 pages, 4 figures
|
J. Chem. Phys. 140, 161105 (2014)
|
10.1063/1.4873351
| null |
quant-ph cond-mat.str-el physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We investigate a spin-boson model with two boson baths that are coupled to
two perpendicular components of the spin by employing the density matrix
renormalization group method with an optimized boson basis. It is revealed that
in the deep sub-Ohmic regime there exists a novel second-order phase transition
between two types of doubly degenerate states, which is reduced to one of the
usual type for nonzero tunneling. In addition, it is found that expectation
values of the spin components display jumps at the phase boundary in the
absence of bias and tunneling.
|
[
{
"created": "Sat, 22 Feb 2014 04:46:21 GMT",
"version": "v1"
}
] |
2014-04-30
|
[
[
"Zhao",
"Yang",
""
],
[
"Yao",
"Yao",
""
],
[
"Chernyak",
"Vladimir",
""
],
[
"Zhao",
"Yang",
""
]
] |
[
-0.08350971341133118,
-0.05477073788642883,
-0.04811161011457443,
-0.00837188120931387,
-0.03133159130811691,
0.004647129215300083,
-0.04537738859653473,
-0.0487530380487442,
0.0011723771458491683,
-0.0791914165019989,
-0.00045576138654723763,
0.05727098509669304,
-0.005486120004206896,
-0.0354076623916626,
0.07922559231519699,
0.06009689345955849,
0.013720067217946053,
0.017061371356248856,
-0.013593019917607307,
-0.01701994612812996,
-0.01720578782260418,
-0.0040450082160532475,
0.00512624392285943,
0.007090095430612564,
0.019141901284456253,
-0.05200786888599396,
0.11906786262989044,
0.03876958042383194,
0.04438861086964607,
0.011234833858907223,
-0.006706492509692907,
0.02326016314327717,
-0.1085537001490593,
-0.013027092441916466,
-0.005696802865713835,
-0.012214560993015766,
0.05689961463212967,
-0.03733820468187332,
0.004224152769893408,
-0.03737983852624893,
0.13049180805683136,
0.11909396201372147,
0.013776435516774654,
0.038879863917827606,
0.07282298058271408,
0.0010536810150370002,
0.13965989649295807,
-0.019719935953617096,
0.05314934253692627,
-0.050893526524305344,
0.09254613518714905,
0.03320558741688728,
0.025284970179200172,
-0.014524414204061031,
-0.03406278416514397,
0.03494961932301521,
0.025703491643071175,
-0.0178872998803854,
-0.018505927175283432,
0.002489936538040638,
0.0318460613489151,
0.019500000402331352,
-0.012173933908343315,
-0.00010356854909332469,
0.06533566862344742,
-0.025188909843564034,
0.03719665855169296,
0.05042558163404465,
0.0040025473572313786,
0.004285098053514957,
-0.027406256645917892,
-0.025813797488808632,
0.03315311297774315,
-0.026898523792624474,
0.042167842388153076,
-0.015700025483965874,
-0.02395416982471943,
0.0010743679013103247,
0.045659009367227554,
-0.06189718842506409,
-0.06896625459194183,
-0.11305868625640869,
0.011336104944348335,
0.020682379603385925,
-0.059360068291425705,
-0.02090834267437458,
-0.011196243576705456,
-0.0491008386015892,
-0.021729374304413795,
-0.07351783663034439,
-0.03673384338617325,
-0.012911874800920486,
-0.12652738392353058,
-0.08262749016284943,
0.10482492297887802,
0.0015519369626417756,
0.11046212911605835,
0.04304105415940285,
-0.000174528788193129,
0.01950344443321228,
0.04356040805578232,
-0.033459413796663284,
0.12328683584928513,
0.0022451216354966164,
0.0012937764404341578,
-0.05850619822740555,
0.08978816866874695,
0.027166146785020828,
-0.01777743734419346,
0.056085146963596344,
0.05595803260803223,
-0.0058468966744840145,
0.09270844608545303,
-0.015271850861608982,
-0.07883401960134506,
-0.03860791027545929,
0.03078811801970005,
0.03828823193907738,
0.01629776693880558,
0.024217190220952034,
-0.006406722590327263,
0.07271673530340195,
-0.0038946778513491154,
0.0008929976029321551,
-0.076121985912323,
-0.007284611463546753,
-0.0734783262014389,
5.087718170398888e-34,
0.10802031308412552,
-0.02652853913605213,
0.0440584272146225,
0.02502557449042797,
0.002887745387852192,
0.06285953521728516,
0.009687415324151516,
-0.0963718444108963,
0.02081742323935032,
0.05434941500425339,
-0.017622293904423714,
-0.028712470084428787,
0.02341167815029621,
0.0020935689099133015,
-0.06456422060728073,
-0.05504214018583298,
-0.015921035781502724,
-0.004587098024785519,
-0.009306381456553936,
0.014905896969139576,
0.08969896286725998,
0.09215505421161652,
-0.028215739876031876,
0.05653773248195648,
-0.04693502560257912,
-0.030427947640419006,
0.08367157727479935,
-0.07468902319669724,
-0.08561733365058899,
0.036011192947626114,
0.033532239496707916,
0.06490353494882584,
-0.08926697820425034,
0.0232539139688015,
0.046595972031354904,
-0.07983950525522232,
0.014510076493024826,
-0.0208700243383646,
0.07478178292512894,
-0.1524440497159958,
-0.029721377417445183,
-0.11016538739204407,
0.023086873814463615,
0.04620559141039848,
-0.06778869777917862,
-0.057733118534088135,
0.08848845213651657,
-0.0393105149269104,
0.048225998878479004,
-0.01770014874637127,
-0.015054410323500633,
-0.01657525636255741,
-0.1023826077580452,
0.004630948416888714,
0.0644800215959549,
-0.05534856393933296,
0.09636324644088745,
0.03235994279384613,
0.00786709226667881,
0.04705963656306267,
0.002031405223533511,
0.05752654746174812,
-0.009960579685866833,
0.021082287654280663,
-0.0065882205963134766,
0.016139300540089607,
-0.026803936809301376,
-0.03305685520172119,
0.03002188540995121,
-0.0503309927880764,
0.038009222596883774,
0.04046066477894783,
0.018176089972257614,
-0.057037368416786194,
0.03342587128281593,
0.0022986570838838816,
0.03415020927786827,
-0.038855087012052536,
0.020310763269662857,
-0.01268206536769867,
-0.010998637415468693,
-0.05644897371530533,
-0.012757735326886177,
0.05983223021030426,
-0.06496003270149231,
0.03690269589424133,
-0.05500548705458641,
-0.024266500025987625,
-0.05038146674633026,
0.04704159498214722,
-0.09679762274026871,
0.0034619267098605633,
0.11064650118350983,
-0.043264105916023254,
0.009064274840056896,
-3.1203086119554834e-33,
-0.03604810684919357,
-0.05723380669951439,
0.029375284910202026,
-0.016007879748940468,
0.010275386273860931,
-0.08228688687086105,
0.0415041483938694,
0.028157932683825493,
0.05938087776303291,
0.002068239264190197,
0.05201326683163643,
0.01868206448853016,
0.00945165753364563,
-0.0045761349610984325,
0.02073320746421814,
0.019580528140068054,
0.020386790856719017,
-0.009107501246035099,
0.08871833980083466,
-0.028348995372653008,
0.00412675179541111,
0.026389105245471,
0.047231726348400116,
-0.022554192692041397,
-0.02068454585969448,
-0.05843294784426689,
0.005820494145154953,
-0.008530920371413231,
0.010211998596787453,
0.08041320741176605,
-0.054140981286764145,
0.0408594012260437,
0.02642119862139225,
0.10807058215141296,
-0.13312160968780518,
0.03574433922767639,
0.02861976809799671,
-0.039028894156217575,
-0.07831786572933197,
-0.05686846747994423,
-0.03953801840543747,
-0.042304836213588715,
-0.007179402280598879,
0.007372154388576746,
0.029227761551737785,
0.016832908615469933,
-0.023850252851843834,
0.007902045734226704,
-0.07381436228752136,
-0.00972653552889824,
-0.0493941530585289,
-0.01709328033030033,
0.08213405311107635,
0.0012630627024918795,
-0.06817673146724701,
-0.018681509420275688,
-0.03316236659884453,
0.004185734782367945,
0.04123217985033989,
-0.025049744173884392,
-0.026289578527212143,
-0.07179860025644302,
-0.0009138749446719885,
-0.04183993488550186,
-0.06039600446820259,
-0.06873895227909088,
-0.08997175097465515,
-0.05948864296078682,
0.08511461317539215,
-0.021080845966935158,
-0.04858652129769325,
-0.008455390110611916,
0.030977539718151093,
0.021388184279203415,
0.04858715832233429,
-0.004291690420359373,
0.07217003405094147,
-0.10384551435709,
0.038452912122011185,
-0.07130208611488342,
-0.036159925162792206,
0.05552660673856735,
-0.09273914992809296,
-0.00038488899008370936,
0.09144975990056992,
-0.04280153289437294,
-0.11639311909675598,
0.046888213604688644,
-0.013005588203668594,
-0.07653533667325974,
-0.025514952838420868,
-0.07576955109834671,
0.055901337414979935,
-0.018144434317946434,
0.019749430939555168,
-4.512803286615963e-8,
0.03141806647181511,
-0.03203395754098892,
0.08558644354343414,
0.058271851390600204,
0.0666365772485733,
-0.015140636824071407,
-0.012954079546034336,
0.017804883420467377,
0.06621189415454865,
0.024430187419056892,
0.051481131464242935,
-0.020826756954193115,
-0.04515913873910904,
-0.13575799763202667,
0.0039021065458655357,
0.06487933546304703,
0.07286813110113144,
-0.019741566851735115,
0.0014195350231602788,
-0.03402179479598999,
0.026613377034664154,
-0.030209025368094444,
-0.0202022697776556,
0.026568183675408363,
-0.03720442205667496,
-0.03344832360744476,
-0.04163740947842598,
-0.03964958339929581,
-0.023816287517547607,
-0.01835145615041256,
0.03691014647483826,
-0.030936798080801964,
0.011815208941698074,
0.07397495210170746,
-0.07490431517362595,
0.004300856497138739,
-0.0005487603484652936,
0.13818295300006866,
0.03563133254647255,
0.026018895208835602,
-0.009471801109611988,
-0.004286628216505051,
0.0368996188044548,
0.050402261316776276,
-0.035027049481868744,
0.07161009311676025,
-0.07433900982141495,
0.0909721702337265,
0.052393339574337006,
-0.010964860208332539,
-0.000390920351492241,
0.0033370887394994497,
0.06478170305490494,
-0.007822970859706402,
-0.03602151945233345,
-0.015167629346251488,
-0.011427137069404125,
0.010866925120353699,
-0.0012716128258034587,
0.1250099241733551,
0.01604566164314747,
-0.001342562260106206,
-0.0715184286236763,
-0.022423770278692245
] | null | null | null | null | null | null | null |
[
-0.08350971341133118,
-0.05477073788642883,
-0.04811161011457443,
-0.00837188120931387,
-0.03133159130811691,
0.004647129215300083,
-0.04537738859653473,
-0.0487530380487442,
0.0011723771458491683,
-0.0791914165019989,
-0.00045576138654723763,
0.05727098509669304,
-0.005486120004206896,
-0.0354076623916626,
0.07922559231519699,
0.06009689345955849,
0.013720067217946053,
0.017061371356248856,
-0.013593019917607307,
-0.01701994612812996,
-0.01720578782260418,
-0.0040450082160532475,
0.00512624392285943,
0.007090095430612564,
0.019141901284456253,
-0.05200786888599396,
0.11906786262989044,
0.03876958042383194,
0.04438861086964607,
0.011234833858907223,
-0.006706492509692907,
0.02326016314327717,
-0.1085537001490593,
-0.013027092441916466,
-0.005696802865713835,
-0.012214560993015766,
0.05689961463212967,
-0.03733820468187332,
0.004224152769893408,
-0.03737983852624893,
0.13049180805683136,
0.11909396201372147,
0.013776435516774654,
0.038879863917827606,
0.07282298058271408,
0.0010536810150370002,
0.13965989649295807,
-0.019719935953617096,
0.05314934253692627,
-0.050893526524305344,
0.09254613518714905,
0.03320558741688728,
0.025284970179200172,
-0.014524414204061031,
-0.03406278416514397,
0.03494961932301521,
0.025703491643071175,
-0.0178872998803854,
-0.018505927175283432,
0.002489936538040638,
0.0318460613489151,
0.019500000402331352,
-0.012173933908343315,
-0.00010356854909332469,
0.06533566862344742,
-0.025188909843564034,
0.03719665855169296,
0.05042558163404465,
0.0040025473572313786,
0.004285098053514957,
-0.027406256645917892,
-0.025813797488808632,
0.03315311297774315,
-0.026898523792624474,
0.042167842388153076,
-0.015700025483965874,
-0.02395416982471943,
0.0010743679013103247,
0.045659009367227554,
-0.06189718842506409,
-0.06896625459194183,
-0.11305868625640869,
0.011336104944348335,
0.020682379603385925,
-0.059360068291425705,
-0.02090834267437458,
-0.011196243576705456,
-0.0491008386015892,
-0.021729374304413795,
-0.07351783663034439,
-0.03673384338617325,
-0.012911874800920486,
-0.12652738392353058,
-0.08262749016284943,
0.10482492297887802,
0.0015519369626417756,
0.11046212911605835,
0.04304105415940285,
-0.000174528788193129,
0.01950344443321228,
0.04356040805578232,
-0.033459413796663284,
0.12328683584928513,
0.0022451216354966164,
0.0012937764404341578,
-0.05850619822740555,
0.08978816866874695,
0.027166146785020828,
-0.01777743734419346,
0.056085146963596344,
0.05595803260803223,
-0.0058468966744840145,
0.09270844608545303,
-0.015271850861608982,
-0.07883401960134506,
-0.03860791027545929,
0.03078811801970005,
0.03828823193907738,
0.01629776693880558,
0.024217190220952034,
-0.006406722590327263,
0.07271673530340195,
-0.0038946778513491154,
0.0008929976029321551,
-0.076121985912323,
-0.007284611463546753,
-0.0734783262014389,
5.087718170398888e-34,
0.10802031308412552,
-0.02652853913605213,
0.0440584272146225,
0.02502557449042797,
0.002887745387852192,
0.06285953521728516,
0.009687415324151516,
-0.0963718444108963,
0.02081742323935032,
0.05434941500425339,
-0.017622293904423714,
-0.028712470084428787,
0.02341167815029621,
0.0020935689099133015,
-0.06456422060728073,
-0.05504214018583298,
-0.015921035781502724,
-0.004587098024785519,
-0.009306381456553936,
0.014905896969139576,
0.08969896286725998,
0.09215505421161652,
-0.028215739876031876,
0.05653773248195648,
-0.04693502560257912,
-0.030427947640419006,
0.08367157727479935,
-0.07468902319669724,
-0.08561733365058899,
0.036011192947626114,
0.033532239496707916,
0.06490353494882584,
-0.08926697820425034,
0.0232539139688015,
0.046595972031354904,
-0.07983950525522232,
0.014510076493024826,
-0.0208700243383646,
0.07478178292512894,
-0.1524440497159958,
-0.029721377417445183,
-0.11016538739204407,
0.023086873814463615,
0.04620559141039848,
-0.06778869777917862,
-0.057733118534088135,
0.08848845213651657,
-0.0393105149269104,
0.048225998878479004,
-0.01770014874637127,
-0.015054410323500633,
-0.01657525636255741,
-0.1023826077580452,
0.004630948416888714,
0.0644800215959549,
-0.05534856393933296,
0.09636324644088745,
0.03235994279384613,
0.00786709226667881,
0.04705963656306267,
0.002031405223533511,
0.05752654746174812,
-0.009960579685866833,
0.021082287654280663,
-0.0065882205963134766,
0.016139300540089607,
-0.026803936809301376,
-0.03305685520172119,
0.03002188540995121,
-0.0503309927880764,
0.038009222596883774,
0.04046066477894783,
0.018176089972257614,
-0.057037368416786194,
0.03342587128281593,
0.0022986570838838816,
0.03415020927786827,
-0.038855087012052536,
0.020310763269662857,
-0.01268206536769867,
-0.010998637415468693,
-0.05644897371530533,
-0.012757735326886177,
0.05983223021030426,
-0.06496003270149231,
0.03690269589424133,
-0.05500548705458641,
-0.024266500025987625,
-0.05038146674633026,
0.04704159498214722,
-0.09679762274026871,
0.0034619267098605633,
0.11064650118350983,
-0.043264105916023254,
0.009064274840056896,
-3.1203086119554834e-33,
-0.03604810684919357,
-0.05723380669951439,
0.029375284910202026,
-0.016007879748940468,
0.010275386273860931,
-0.08228688687086105,
0.0415041483938694,
0.028157932683825493,
0.05938087776303291,
0.002068239264190197,
0.05201326683163643,
0.01868206448853016,
0.00945165753364563,
-0.0045761349610984325,
0.02073320746421814,
0.019580528140068054,
0.020386790856719017,
-0.009107501246035099,
0.08871833980083466,
-0.028348995372653008,
0.00412675179541111,
0.026389105245471,
0.047231726348400116,
-0.022554192692041397,
-0.02068454585969448,
-0.05843294784426689,
0.005820494145154953,
-0.008530920371413231,
0.010211998596787453,
0.08041320741176605,
-0.054140981286764145,
0.0408594012260437,
0.02642119862139225,
0.10807058215141296,
-0.13312160968780518,
0.03574433922767639,
0.02861976809799671,
-0.039028894156217575,
-0.07831786572933197,
-0.05686846747994423,
-0.03953801840543747,
-0.042304836213588715,
-0.007179402280598879,
0.007372154388576746,
0.029227761551737785,
0.016832908615469933,
-0.023850252851843834,
0.007902045734226704,
-0.07381436228752136,
-0.00972653552889824,
-0.0493941530585289,
-0.01709328033030033,
0.08213405311107635,
0.0012630627024918795,
-0.06817673146724701,
-0.018681509420275688,
-0.03316236659884453,
0.004185734782367945,
0.04123217985033989,
-0.025049744173884392,
-0.026289578527212143,
-0.07179860025644302,
-0.0009138749446719885,
-0.04183993488550186,
-0.06039600446820259,
-0.06873895227909088,
-0.08997175097465515,
-0.05948864296078682,
0.08511461317539215,
-0.021080845966935158,
-0.04858652129769325,
-0.008455390110611916,
0.030977539718151093,
0.021388184279203415,
0.04858715832233429,
-0.004291690420359373,
0.07217003405094147,
-0.10384551435709,
0.038452912122011185,
-0.07130208611488342,
-0.036159925162792206,
0.05552660673856735,
-0.09273914992809296,
-0.00038488899008370936,
0.09144975990056992,
-0.04280153289437294,
-0.11639311909675598,
0.046888213604688644,
-0.013005588203668594,
-0.07653533667325974,
-0.025514952838420868,
-0.07576955109834671,
0.055901337414979935,
-0.018144434317946434,
0.019749430939555168,
-4.512803286615963e-8,
0.03141806647181511,
-0.03203395754098892,
0.08558644354343414,
0.058271851390600204,
0.0666365772485733,
-0.015140636824071407,
-0.012954079546034336,
0.017804883420467377,
0.06621189415454865,
0.024430187419056892,
0.051481131464242935,
-0.020826756954193115,
-0.04515913873910904,
-0.13575799763202667,
0.0039021065458655357,
0.06487933546304703,
0.07286813110113144,
-0.019741566851735115,
0.0014195350231602788,
-0.03402179479598999,
0.026613377034664154,
-0.030209025368094444,
-0.0202022697776556,
0.026568183675408363,
-0.03720442205667496,
-0.03344832360744476,
-0.04163740947842598,
-0.03964958339929581,
-0.023816287517547607,
-0.01835145615041256,
0.03691014647483826,
-0.030936798080801964,
0.011815208941698074,
0.07397495210170746,
-0.07490431517362595,
0.004300856497138739,
-0.0005487603484652936,
0.13818295300006866,
0.03563133254647255,
0.026018895208835602,
-0.009471801109611988,
-0.004286628216505051,
0.0368996188044548,
0.050402261316776276,
-0.035027049481868744,
0.07161009311676025,
-0.07433900982141495,
0.0909721702337265,
0.052393339574337006,
-0.010964860208332539,
-0.000390920351492241,
0.0033370887394994497,
0.06478170305490494,
-0.007822970859706402,
-0.03602151945233345,
-0.015167629346251488,
-0.011427137069404125,
0.010866925120353699,
-0.0012716128258034587,
0.1250099241733551,
0.01604566164314747,
-0.001342562260106206,
-0.0715184286236763,
-0.022423770278692245
] |
1402.5481
|
Nathan Kallus
|
Dimitris Bertsimas, Nathan Kallus
|
From Predictive to Prescriptive Analytics
| null | null | null | null |
stat.ML cs.LG math.OC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we combine ideas from machine learning (ML) and operations
research and management science (OR/MS) in developing a framework, along with
specific methods, for using data to prescribe optimal decisions in OR/MS
problems. In a departure from other work on data-driven optimization and
reflecting our practical experience with the data available in applications of
OR/MS, we consider data consisting, not only of observations of quantities with
direct effect on costs/revenues, such as demand or returns, but predominantly
of observations of associated auxiliary quantities. The main problem of
interest is a conditional stochastic optimization problem, given imperfect
observations, where the joint probability distributions that specify the
problem are unknown. We demonstrate that our proposed solution methods, which
are inspired by ML methods such as local regression, CART, and random forests,
are generally applicable to a wide range of decision problems. We prove that
they are tractable and asymptotically optimal even when data is not iid and may
be censored. We extend this to the case where decision variables may directly
affect uncertainty in unknown ways, such as pricing's effect on demand. As an
analogue to R^2, we develop a metric P termed the coefficient of
prescriptiveness to measure the prescriptive content of data and the efficacy
of a policy from an operations perspective. To demonstrate the power of our
approach in a real-world setting we study an inventory management problem faced
by the distribution arm of an international media conglomerate, which ships an
average of 1bil units per year. We leverage internal data and public online
data harvested from IMDb, Rotten Tomatoes, and Google to prescribe operational
decisions that outperform baseline measures. Specifically, the data we collect,
leveraged by our methods, accounts for an 88\% improvement as measured by our
P.
|
[
{
"created": "Sat, 22 Feb 2014 05:10:56 GMT",
"version": "v1"
},
{
"created": "Thu, 26 Jun 2014 17:25:20 GMT",
"version": "v2"
},
{
"created": "Mon, 9 Feb 2015 20:07:10 GMT",
"version": "v3"
},
{
"created": "Thu, 19 Jul 2018 15:36:29 GMT",
"version": "v4"
}
] |
2018-07-20
|
[
[
"Bertsimas",
"Dimitris",
""
],
[
"Kallus",
"Nathan",
""
]
] |
[
-0.0690857395529747,
0.0020158342085778713,
-0.006942785810679197,
0.07731983810663223,
0.03793656826019287,
-0.055290959775447845,
-0.003718541469424963,
-0.008989386260509491,
0.039080534130334854,
0.11597374826669693,
-0.03909062594175339,
0.05656765401363373,
0.029366374015808105,
0.06286204606294632,
-0.004500831477344036,
-0.006945534609258175,
0.10220661014318466,
0.06329304724931717,
-0.04899584501981735,
-0.015435022301971912,
0.043066684156656265,
0.024752376601099968,
-0.03403119742870331,
0.04950234666466713,
0.04559739679098129,
-0.06959552317857742,
0.08091703057289124,
0.027489610016345978,
-0.050397586077451706,
0.012817691080272198,
0.028160715475678444,
-0.032449182122945786,
-0.0011572999646887183,
-0.04641220346093178,
-0.022890500724315643,
0.0579058974981308,
-0.037831492722034454,
-0.013388391584157944,
0.008135739713907242,
-0.00886572152376175,
-0.013727197423577309,
-0.025140244513750076,
-0.04087932035326958,
0.02711520530283451,
0.057302940636873245,
-0.02827552519738674,
0.06113789975643158,
-0.02844751812517643,
-0.006570261903107166,
0.050058044493198395,
-0.015102846547961235,
-0.052122458815574646,
-0.04370864853262901,
-0.04787129536271095,
-0.005360911134630442,
-0.038072723895311356,
0.012272864580154419,
-0.04816140606999397,
0.003261291654780507,
0.044401612132787704,
0.016826903447508812,
-0.1608234941959381,
-0.015926038846373558,
-0.00986135471612215,
-0.04489348828792572,
0.002826003823429346,
-0.03753545135259628,
0.053041160106658936,
-0.03004777617752552,
0.07715374231338501,
0.03446415811777115,
0.0901230126619339,
-0.10937415808439255,
0.035079579800367355,
-0.002272385638207197,
0.005671388935297728,
0.13857126235961914,
-0.017416654154658318,
0.02362819015979767,
-0.010389702394604683,
-0.0482761450111866,
0.010345080867409706,
-0.015887558460235596,
0.0005338671035133302,
0.06571237742900848,
0.018295325338840485,
0.00037094097933731973,
0.05351639166474342,
0.08750078082084656,
-0.050064872950315475,
-0.015227710828185081,
-0.027947446331381798,
-0.04416605457663536,
0.004960999358445406,
-0.01800309121608734,
-0.00954440888017416,
0.059304364025592804,
-0.08618233352899551,
0.08912500739097595,
0.07615180313587189,
-0.032299432903528214,
0.022367950528860092,
-0.011903826147317886,
-0.06216837465763092,
0.009493425488471985,
-0.08267269283533096,
-0.04722709208726883,
-0.004350419621914625,
0.03609608858823776,
-0.055636581033468246,
0.05618826672434807,
-0.021908245980739594,
-0.034702833741903305,
-0.03394007310271263,
-0.03948362544178963,
-0.014980006963014603,
0.00360288517549634,
-0.062271665781736374,
-0.037967998534440994,
0.04725079610943794,
-0.07948321104049683,
0.04071340337395668,
0.019418654963374138,
-0.005642836447805166,
-0.014253816567361355,
0.010494329035282135,
-0.05668244510889053,
7.083429316541773e-34,
-0.008097854442894459,
-0.07663854956626892,
0.02181330695748329,
-0.00880367774516344,
0.07909302413463593,
-0.0287485271692276,
0.013444417156279087,
0.006417065858840942,
0.0742458924651146,
0.03189491480588913,
0.054971493780612946,
-0.011042277328670025,
-0.012035722844302654,
-0.03748788684606552,
0.08774244040250778,
0.03209459036588669,
0.013166941702365875,
0.06090536341071129,
0.02481245994567871,
-0.0849314033985138,
0.02506820112466812,
-0.06627584248781204,
-0.04075434431433678,
0.021410664543509483,
-0.0038501706440001726,
-0.016074810177087784,
0.011806345544755459,
-0.025185612961649895,
0.10380269587039948,
0.005539929959923029,
-0.044623296707868576,
-0.017451204359531403,
0.043413516134023666,
0.01691322959959507,
-0.014799321070313454,
0.007589447312057018,
-0.11594100296497345,
-0.026436852291226387,
-0.06932801753282547,
0.05116822198033333,
-0.04453366994857788,
0.021645192056894302,
0.015168451704084873,
0.017779149115085602,
-0.08681926131248474,
-0.06888526678085327,
0.039055220782756805,
-0.037953030318021774,
-0.0002930302289314568,
-0.04677272588014603,
-0.05215156078338623,
0.06627349555492401,
0.017486944794654846,
-0.05976269021630287,
-0.06852073967456818,
0.008942926302552223,
-0.019290219992399216,
-0.06038101390004158,
-0.0066751581616699696,
-0.025596776977181435,
-0.07655792683362961,
-0.03366459161043167,
0.040876928716897964,
0.01514502801001072,
-0.03915711119771004,
0.11022161692380905,
0.04747549071907997,
0.02016739547252655,
0.05254189670085907,
-0.05561177432537079,
0.01545772422105074,
-0.034440699964761734,
0.0443643219769001,
-0.08264843374490738,
0.10974302887916565,
0.05531253293156624,
0.10036958754062653,
0.03214564919471741,
0.03212884068489075,
-0.0612994059920311,
0.0223535168915987,
-0.018233906477689743,
-0.04458552226424217,
-0.022321656346321106,
0.023646770045161247,
-0.05347004160284996,
-0.003806363558396697,
-0.07450948655605316,
-0.06644898653030396,
-0.0022356680128723383,
-0.14310519397258759,
0.06150016188621521,
-0.06993019580841064,
0.01756206899881363,
0.07152912020683289,
-3.209408145011936e-33,
-0.050578560680150986,
0.002932477043941617,
0.025723692029714584,
-0.005354826804250479,
0.005810530390590429,
0.04529238119721413,
-0.07960624992847443,
-0.10944429039955139,
0.010227837599813938,
-0.08787167817354202,
-0.15930040180683136,
-0.022148102521896362,
0.02767469547688961,
0.024016881361603737,
-0.07877835631370544,
0.03774169832468033,
0.02243652381002903,
0.023725491017103195,
-0.022104209288954735,
0.01808801107108593,
-0.05876952409744263,
0.12619097530841827,
-0.034698087722063065,
0.04083113744854927,
-0.0012866848846897483,
0.02747621200978756,
-0.08378706127405167,
0.07081393152475357,
-0.05467478930950165,
0.04350206255912781,
-0.01874539814889431,
-0.04251318797469139,
-0.0420173704624176,
-0.06462103873491287,
-0.0631193146109581,
0.032348617911338806,
0.03341388329863548,
0.026753030717372894,
-0.02025928720831871,
0.08170051872730255,
0.07262451946735382,
-0.01101070735603571,
-0.056432947516441345,
-0.028050871565937996,
0.039929695427417755,
-0.09409903734922409,
0.01850380189716816,
-0.048364974558353424,
0.11656060069799423,
-0.024805093184113503,
-0.03698088973760605,
0.05677340552210808,
-0.06833650171756744,
0.04268348962068558,
-0.11061620712280273,
-0.026723310351371765,
-0.04728693887591362,
-0.013795541599392891,
0.1143764927983284,
0.07230208069086075,
-0.03347818925976753,
-0.024876965209841728,
0.016833892092108727,
0.08856658637523651,
-0.07369326800107956,
0.003899282542988658,
0.04418771341443062,
-0.051027797162532806,
0.05321165919303894,
-0.03365563228726387,
-0.010461648926138878,
-0.025681233033537865,
0.04072412848472595,
0.007845940068364143,
-0.024786358699202538,
0.05534830316901207,
0.04764223471283913,
-0.012104314751923084,
-0.01738121546804905,
0.03201523423194885,
0.06419351696968079,
-0.007708929479122162,
0.10344958305358887,
0.0485791452229023,
-0.0013768519274890423,
-0.025277242064476013,
0.061010949313640594,
-0.020691638812422752,
0.05969136580824852,
-0.04050357639789581,
-0.08815325796604156,
-0.004838183056563139,
-0.0495876669883728,
0.03400493413209915,
0.006439653690904379,
-5.4249738923317636e-8,
-0.032137252390384674,
0.04216326028108597,
0.08420765399932861,
-0.014222954399883747,
0.06154140830039978,
-0.0003030941588804126,
0.0160035640001297,
0.09454233944416046,
-0.046333640813827515,
0.0008723127539269626,
0.07831241190433502,
0.03199639171361923,
-0.039621662348508835,
-0.028048235923051834,
-0.08998933434486389,
0.06831416487693787,
-0.027388127520680428,
-0.012462770566344261,
-0.006883079651743174,
0.04909909889101982,
0.009327512234449387,
-0.0032375359442085028,
0.04495844617486,
-0.020462295040488243,
0.10740254819393158,
-0.08829724788665771,
0.06724192947149277,
0.0601072758436203,
0.07492062449455261,
0.058647412806749344,
-0.06595191359519958,
0.013347283005714417,
0.05932556465268135,
0.07674979418516159,
0.039409562945365906,
-0.01460130512714386,
0.03057519719004631,
-0.04089630767703056,
-0.10186391323804855,
-0.007684710435569286,
0.01387372799217701,
0.022659799084067345,
-0.061825621873140335,
0.05221753194928169,
0.04017488658428192,
0.02126496098935604,
0.010088462382555008,
-0.03296156972646713,
0.029032530263066292,
-0.06473947316408157,
0.02184232696890831,
0.035283979028463364,
0.03311428800225258,
0.0594460628926754,
0.08593336492776871,
0.01029226090759039,
-0.008661812171339989,
-0.01229146122932434,
-0.07838522642850876,
0.01597457379102707,
0.07026845961809158,
-0.0640137642621994,
-0.02792554721236229,
-0.042213547974824905
] |
From Predictive to Prescriptive Analytics
|
http://arxiv.org/abs/1402.5481v4
|
http://arxiv.org/pdf/1402.5481v4.pdf
|
https://github.com/yf-yang/Portfolio-Optimization
| false | false |
https://paperswithcode.com/paper/from-predictive-to-prescriptive-analytics
|
[
-0.0690857395529747,
0.0020158342085778713,
-0.006942785810679197,
0.07731983810663223,
0.03793656826019287,
-0.055290959775447845,
-0.003718541469424963,
-0.008989386260509491,
0.039080534130334854,
0.11597374826669693,
-0.03909062594175339,
0.05656765401363373,
0.029366374015808105,
0.06286204606294632,
-0.004500831477344036,
-0.006945534609258175,
0.10220661014318466,
0.06329304724931717,
-0.04899584501981735,
-0.015435022301971912,
0.043066684156656265,
0.024752376601099968,
-0.03403119742870331,
0.04950234666466713,
0.04559739679098129,
-0.06959552317857742,
0.08091703057289124,
0.027489610016345978,
-0.050397586077451706,
0.012817691080272198,
0.028160715475678444,
-0.032449182122945786,
-0.0011572999646887183,
-0.04641220346093178,
-0.022890500724315643,
0.0579058974981308,
-0.037831492722034454,
-0.013388391584157944,
0.008135739713907242,
-0.00886572152376175,
-0.013727197423577309,
-0.025140244513750076,
-0.04087932035326958,
0.02711520530283451,
0.057302940636873245,
-0.02827552519738674,
0.06113789975643158,
-0.02844751812517643,
-0.006570261903107166,
0.050058044493198395,
-0.015102846547961235,
-0.052122458815574646,
-0.04370864853262901,
-0.04787129536271095,
-0.005360911134630442,
-0.038072723895311356,
0.012272864580154419,
-0.04816140606999397,
0.003261291654780507,
0.044401612132787704,
0.016826903447508812,
-0.1608234941959381,
-0.015926038846373558,
-0.00986135471612215,
-0.04489348828792572,
0.002826003823429346,
-0.03753545135259628,
0.053041160106658936,
-0.03004777617752552,
0.07715374231338501,
0.03446415811777115,
0.0901230126619339,
-0.10937415808439255,
0.035079579800367355,
-0.002272385638207197,
0.005671388935297728,
0.13857126235961914,
-0.017416654154658318,
0.02362819015979767,
-0.010389702394604683,
-0.0482761450111866,
0.010345080867409706,
-0.015887558460235596,
0.0005338671035133302,
0.06571237742900848,
0.018295325338840485,
0.00037094097933731973,
0.05351639166474342,
0.08750078082084656,
-0.050064872950315475,
-0.015227710828185081,
-0.027947446331381798,
-0.04416605457663536,
0.004960999358445406,
-0.01800309121608734,
-0.00954440888017416,
0.059304364025592804,
-0.08618233352899551,
0.08912500739097595,
0.07615180313587189,
-0.032299432903528214,
0.022367950528860092,
-0.011903826147317886,
-0.06216837465763092,
0.009493425488471985,
-0.08267269283533096,
-0.04722709208726883,
-0.004350419621914625,
0.03609608858823776,
-0.055636581033468246,
0.05618826672434807,
-0.021908245980739594,
-0.034702833741903305,
-0.03394007310271263,
-0.03948362544178963,
-0.014980006963014603,
0.00360288517549634,
-0.062271665781736374,
-0.037967998534440994,
0.04725079610943794,
-0.07948321104049683,
0.04071340337395668,
0.019418654963374138,
-0.005642836447805166,
-0.014253816567361355,
0.010494329035282135,
-0.05668244510889053,
7.083429316541773e-34,
-0.008097854442894459,
-0.07663854956626892,
0.02181330695748329,
-0.00880367774516344,
0.07909302413463593,
-0.0287485271692276,
0.013444417156279087,
0.006417065858840942,
0.0742458924651146,
0.03189491480588913,
0.054971493780612946,
-0.011042277328670025,
-0.012035722844302654,
-0.03748788684606552,
0.08774244040250778,
0.03209459036588669,
0.013166941702365875,
0.06090536341071129,
0.02481245994567871,
-0.0849314033985138,
0.02506820112466812,
-0.06627584248781204,
-0.04075434431433678,
0.021410664543509483,
-0.0038501706440001726,
-0.016074810177087784,
0.011806345544755459,
-0.025185612961649895,
0.10380269587039948,
0.005539929959923029,
-0.044623296707868576,
-0.017451204359531403,
0.043413516134023666,
0.01691322959959507,
-0.014799321070313454,
0.007589447312057018,
-0.11594100296497345,
-0.026436852291226387,
-0.06932801753282547,
0.05116822198033333,
-0.04453366994857788,
0.021645192056894302,
0.015168451704084873,
0.017779149115085602,
-0.08681926131248474,
-0.06888526678085327,
0.039055220782756805,
-0.037953030318021774,
-0.0002930302289314568,
-0.04677272588014603,
-0.05215156078338623,
0.06627349555492401,
0.017486944794654846,
-0.05976269021630287,
-0.06852073967456818,
0.008942926302552223,
-0.019290219992399216,
-0.06038101390004158,
-0.0066751581616699696,
-0.025596776977181435,
-0.07655792683362961,
-0.03366459161043167,
0.040876928716897964,
0.01514502801001072,
-0.03915711119771004,
0.11022161692380905,
0.04747549071907997,
0.02016739547252655,
0.05254189670085907,
-0.05561177432537079,
0.01545772422105074,
-0.034440699964761734,
0.0443643219769001,
-0.08264843374490738,
0.10974302887916565,
0.05531253293156624,
0.10036958754062653,
0.03214564919471741,
0.03212884068489075,
-0.0612994059920311,
0.0223535168915987,
-0.018233906477689743,
-0.04458552226424217,
-0.022321656346321106,
0.023646770045161247,
-0.05347004160284996,
-0.003806363558396697,
-0.07450948655605316,
-0.06644898653030396,
-0.0022356680128723383,
-0.14310519397258759,
0.06150016188621521,
-0.06993019580841064,
0.01756206899881363,
0.07152912020683289,
-3.209408145011936e-33,
-0.050578560680150986,
0.002932477043941617,
0.025723692029714584,
-0.005354826804250479,
0.005810530390590429,
0.04529238119721413,
-0.07960624992847443,
-0.10944429039955139,
0.010227837599813938,
-0.08787167817354202,
-0.15930040180683136,
-0.022148102521896362,
0.02767469547688961,
0.024016881361603737,
-0.07877835631370544,
0.03774169832468033,
0.02243652381002903,
0.023725491017103195,
-0.022104209288954735,
0.01808801107108593,
-0.05876952409744263,
0.12619097530841827,
-0.034698087722063065,
0.04083113744854927,
-0.0012866848846897483,
0.02747621200978756,
-0.08378706127405167,
0.07081393152475357,
-0.05467478930950165,
0.04350206255912781,
-0.01874539814889431,
-0.04251318797469139,
-0.0420173704624176,
-0.06462103873491287,
-0.0631193146109581,
0.032348617911338806,
0.03341388329863548,
0.026753030717372894,
-0.02025928720831871,
0.08170051872730255,
0.07262451946735382,
-0.01101070735603571,
-0.056432947516441345,
-0.028050871565937996,
0.039929695427417755,
-0.09409903734922409,
0.01850380189716816,
-0.048364974558353424,
0.11656060069799423,
-0.024805093184113503,
-0.03698088973760605,
0.05677340552210808,
-0.06833650171756744,
0.04268348962068558,
-0.11061620712280273,
-0.026723310351371765,
-0.04728693887591362,
-0.013795541599392891,
0.1143764927983284,
0.07230208069086075,
-0.03347818925976753,
-0.024876965209841728,
0.016833892092108727,
0.08856658637523651,
-0.07369326800107956,
0.003899282542988658,
0.04418771341443062,
-0.051027797162532806,
0.05321165919303894,
-0.03365563228726387,
-0.010461648926138878,
-0.025681233033537865,
0.04072412848472595,
0.007845940068364143,
-0.024786358699202538,
0.05534830316901207,
0.04764223471283913,
-0.012104314751923084,
-0.01738121546804905,
0.03201523423194885,
0.06419351696968079,
-0.007708929479122162,
0.10344958305358887,
0.0485791452229023,
-0.0013768519274890423,
-0.025277242064476013,
0.061010949313640594,
-0.020691638812422752,
0.05969136580824852,
-0.04050357639789581,
-0.08815325796604156,
-0.004838183056563139,
-0.0495876669883728,
0.03400493413209915,
0.006439653690904379,
-5.4249738923317636e-8,
-0.032137252390384674,
0.04216326028108597,
0.08420765399932861,
-0.014222954399883747,
0.06154140830039978,
-0.0003030941588804126,
0.0160035640001297,
0.09454233944416046,
-0.046333640813827515,
0.0008723127539269626,
0.07831241190433502,
0.03199639171361923,
-0.039621662348508835,
-0.028048235923051834,
-0.08998933434486389,
0.06831416487693787,
-0.027388127520680428,
-0.012462770566344261,
-0.006883079651743174,
0.04909909889101982,
0.009327512234449387,
-0.0032375359442085028,
0.04495844617486,
-0.020462295040488243,
0.10740254819393158,
-0.08829724788665771,
0.06724192947149277,
0.0601072758436203,
0.07492062449455261,
0.058647412806749344,
-0.06595191359519958,
0.013347283005714417,
0.05932556465268135,
0.07674979418516159,
0.039409562945365906,
-0.01460130512714386,
0.03057519719004631,
-0.04089630767703056,
-0.10186391323804855,
-0.007684710435569286,
0.01387372799217701,
0.022659799084067345,
-0.061825621873140335,
0.05221753194928169,
0.04017488658428192,
0.02126496098935604,
0.010088462382555008,
-0.03296156972646713,
0.029032530263066292,
-0.06473947316408157,
0.02184232696890831,
0.035283979028463364,
0.03311428800225258,
0.0594460628926754,
0.08593336492776871,
0.01029226090759039,
-0.008661812171339989,
-0.01229146122932434,
-0.07838522642850876,
0.01597457379102707,
0.07026845961809158,
-0.0640137642621994,
-0.02792554721236229,
-0.042213547974824905
] |
1402.5483
|
Huazi Zhang
|
Huazi Zhang, Zhaoyang Zhang, Xiaoming Chen, Rui Yin
|
Energy Efficient Joint Source and Channel Sensing in Cognitive Radio
Sensor Networks
| null | null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A novel concept of Joint Source and Channel Sensing (JSCS) is introduced in
the context of Cognitive Radio Sensor Networks (CRSN). Every sensor node has
two basic tasks: application-oriented source sensing and ambient-oriented
channel sensing. The former is to collect the application-specific source
information and deliver it to the access point within some limit of distortion,
while the latter is to find the vacant channels and provide spectrum access
opportunities for the sensed source information. With in-depth exploration, we
find that these two tasks are actually interrelated when taking into account
the energy constraints. The main focus of this paper is to minimize the total
power consumed by these two tasks while bounding the distortion of the
application-specific source information. Firstly, we present a specific slotted
sensing and transmission scheme, and establish the multi-task power consumption
model. Secondly, we jointly analyze the interplay between these two sensing
tasks, and then propose a proper sensing and power allocation scheme to
minimize the total power consumption. Finally, Simulation results are given to
validate the proposed scheme.
|
[
{
"created": "Sat, 22 Feb 2014 05:38:40 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Zhang",
"Huazi",
""
],
[
"Zhang",
"Zhaoyang",
""
],
[
"Chen",
"Xiaoming",
""
],
[
"Yin",
"Rui",
""
]
] |
[
0.00799733866006136,
0.07298670709133148,
-0.015817323699593544,
0.0198837760835886,
0.06782536208629608,
-0.0509907491505146,
0.13033834099769592,
-0.005722259636968374,
0.04082220047712326,
0.08720172196626663,
-0.09019627422094345,
-0.02414371818304062,
0.0755980983376503,
0.006852543447166681,
0.04744945839047432,
-0.00815112330019474,
0.08237132430076599,
0.04520056024193764,
0.04606904089450836,
-0.01709146238863468,
0.13629189133644104,
0.05334359407424927,
0.07301272451877594,
-0.005731424782425165,
0.10038342326879501,
-0.07536785304546356,
0.05834941565990448,
-0.012871223501861095,
0.018442394211888313,
0.06556203216314316,
0.011810206808149815,
0.003520964179188013,
0.013788687065243721,
-0.05120263621211052,
0.002423984697088599,
-0.03222746029496193,
0.04230480268597603,
0.07848186045885086,
0.005097496323287487,
0.06721028685569763,
-0.07524866610765457,
0.049601130187511444,
-0.012346146628260612,
0.036158569157123566,
-0.12913104891777039,
-0.019115114584565163,
0.01871175318956375,
-0.013583766296505928,
-0.020857352763414383,
-0.005893743131309748,
0.0498448945581913,
-0.07537218928337097,
-0.027810560539364815,
0.05851840227842331,
-0.009106125682592392,
-0.005187283270061016,
-0.10388299822807312,
0.015670115128159523,
-0.00649066548794508,
0.017153671011328697,
0.014184664934873581,
-0.06829851120710373,
0.03740289434790611,
-0.031240209937095642,
-0.015007908456027508,
0.03555600717663765,
0.0376322902739048,
0.09478545188903809,
-0.066210076212883,
-0.06209271773695946,
-0.004411313217133284,
-0.01969299092888832,
0.003293422283604741,
-0.16990220546722412,
-0.006343900226056576,
0.015079805627465248,
-0.038972146809101105,
-0.02764137275516987,
0.03745030239224434,
-0.07098311185836792,
0.01726953126490116,
0.07242490351200104,
-0.06647716462612152,
-0.05953935533761978,
0.06936129927635193,
-0.017731761559844017,
-0.0118875652551651,
0.06388335675001144,
0.07202675938606262,
-0.060339029878377914,
-0.12961982190608978,
-0.056929200887680054,
-0.01563234254717827,
0.048158373683691025,
0.017790714278817177,
-0.04429043084383011,
0.01799904741346836,
-0.020875144749879837,
-0.03919776529073715,
0.035821251571178436,
-0.028151916339993477,
0.014274024404585361,
-0.014598035253584385,
-0.030617373064160347,
0.026509998366236687,
-0.057622674852609634,
-0.07420685142278671,
0.11918903887271881,
0.10518799722194672,
0.04628307372331619,
0.038288164883852005,
0.05042477697134018,
-0.015808286145329475,
-0.011935154907405376,
-0.008352085016667843,
0.09996460378170013,
0.08917681127786636,
0.07777395844459534,
0.012462618760764599,
0.0818561539053917,
-0.022198816761374474,
-0.07015465199947357,
0.010387654416263103,
0.03101465292274952,
0.060642000287771225,
-0.061923298984766006,
0.05061552673578262,
5.398843515235219e-34,
-0.06584043800830841,
0.06919187307357788,
0.0014154402306303382,
0.0005827499553561211,
0.043593473732471466,
-0.03378573805093765,
-0.02600932866334915,
-0.030321255326271057,
0.014019000343978405,
0.018475063145160675,
0.06133909523487091,
0.023964140564203262,
-0.0351966954767704,
0.0672065019607544,
0.03269602730870247,
0.028470810502767563,
-0.0491228811442852,
0.03525981307029724,
0.04102828726172447,
-0.06941425800323486,
0.027299486100673676,
-0.057234026491642,
0.009358030743896961,
0.03440834954380989,
0.07405697554349899,
0.010762332938611507,
-0.022466018795967102,
0.062490373849868774,
0.02194531448185444,
0.003760254243388772,
0.009343758225440979,
-0.0790586993098259,
0.07130182534456253,
-0.014506454579532146,
-0.04863006994128227,
-0.00653367443010211,
0.06734751909971237,
0.02403908222913742,
0.038778480142354965,
0.0036447844468057156,
0.04532790929079056,
0.03721058368682861,
0.054632000625133514,
-0.03128163143992424,
-0.010160214267671108,
-0.12660746276378632,
0.04006931930780411,
0.02558114379644394,
-0.02568719908595085,
0.06875621527433395,
-0.04133644327521324,
-0.06257090717554092,
0.016772467643022537,
0.06816112250089645,
-0.01257619820535183,
-0.027138028293848038,
-0.060798220336437225,
-0.00048262791824527085,
0.07914776355028152,
0.07096666097640991,
-0.10266467183828354,
-0.04275684803724289,
0.01735578291118145,
-0.04591480642557144,
0.06623467057943344,
0.06141965836286545,
0.014426114968955517,
-0.01193226594477892,
0.005724762100726366,
-0.012619275599718094,
-0.027326172217726707,
0.013858948834240437,
-0.030591437593102455,
0.019081203266978264,
-0.03836752846837044,
0.07288411259651184,
-0.022555360570549965,
0.02004803903400898,
-0.14538098871707916,
0.07306504994630814,
-0.04595668986439705,
0.03299376741051674,
0.047868676483631134,
0.02613111399114132,
-0.02404780127108097,
0.009936933405697346,
0.002233469160273671,
-0.032085102051496506,
-0.05908827856183052,
0.04487910494208336,
-0.05412467569112778,
0.11116392910480499,
-0.010290482081472874,
-0.05131014063954353,
-0.0012035527033731341,
1.4441139806450032e-34,
-0.09136983752250671,
0.02325858362019062,
0.005161141511052847,
-0.025707777589559555,
0.021029822528362274,
-0.07235292345285416,
-0.03651301562786102,
-0.09671573340892792,
-0.02339577116072178,
0.009454608894884586,
-0.1159084215760231,
-0.10310280323028564,
0.010747257620096207,
-0.014963778667151928,
0.01243716012686491,
0.02292337827384472,
0.016160504892468452,
0.0005132099031470716,
-0.005658896639943123,
0.007024495396763086,
0.045721326023340225,
0.05691831186413765,
-0.017522597685456276,
-0.06610707938671112,
0.06931346654891968,
0.04245755448937416,
0.009481534361839294,
0.05403245985507965,
0.0057565681636333466,
0.0037696859799325466,
-0.10767469555139542,
-0.03192676231265068,
0.011447579599916935,
-0.11318275332450867,
0.03770366683602333,
0.027993127703666687,
-0.006653187796473503,
0.09112530946731567,
-0.016872353851795197,
0.07592052221298218,
0.01524197869002819,
-0.028725627809762955,
0.023349303752183914,
0.014795653522014618,
-0.04604269936680794,
-0.05573374778032303,
-0.02170064114034176,
0.08336949348449707,
-0.051882997155189514,
-0.034135449677705765,
0.10702543705701828,
-0.02231643907725811,
-0.06827813386917114,
0.022646360099315643,
-0.017031054943799973,
-0.015726396813988686,
0.001882879645563662,
0.10648752748966217,
0.055039096623659134,
-0.06013567000627518,
0.07384934276342392,
-0.052710194140672684,
-0.0026166511233896017,
0.008882532827556133,
0.05463792011141777,
0.03438191115856171,
0.0392746701836586,
0.03599962592124939,
0.01611265167593956,
0.013122186064720154,
-0.02702314592897892,
0.007374200504273176,
0.0359874963760376,
-0.03354259952902794,
0.017015112563967705,
0.07298659533262253,
-0.015056266449391842,
-0.026122454553842545,
-0.05456129088997841,
-0.00035161376581527293,
-0.051659755408763885,
0.020022600889205933,
-0.035521045327186584,
-0.01831238716840744,
0.04909610003232956,
0.0447191558778286,
-0.04890797287225723,
0.005468833260238171,
-0.04277481511235237,
-0.04513661190867424,
-0.04535941779613495,
0.023871304467320442,
-0.04308997467160225,
0.05303832143545151,
-0.0558033362030983,
-4.863343860961322e-8,
-0.0670105516910553,
-0.007817918434739113,
0.02637551911175251,
-0.05190451443195343,
0.01002712082117796,
-0.05758430063724518,
-0.004170369356870651,
-0.06530356407165527,
0.08713709563016891,
-0.020215600728988647,
0.04353979974985123,
-0.05500175803899765,
0.04863027483224869,
0.03757554665207863,
-0.00796262826770544,
-0.038020193576812744,
-0.029718877747654915,
-0.04361492395401001,
-0.02511703409254551,
-0.04335782304406166,
-0.04967798665165901,
-0.01895584538578987,
0.009275957010686398,
0.006529162172228098,
0.12186611443758011,
0.02190295234322548,
0.08813664317131042,
-0.017710309475660324,
0.11735927313566208,
-0.02853241004049778,
-0.043940186500549316,
0.02687179110944271,
-0.019284341484308243,
0.027353161945939064,
-0.04961429163813591,
-0.027078744024038315,
-0.05073270574212074,
0.0007048390107229352,
-0.056470971554517746,
0.07702016830444336,
-0.012140089645981789,
-0.036515846848487854,
0.015065904706716537,
0.022895563393831253,
-0.07669699937105179,
-0.013939905911684036,
0.03225276619195938,
0.05936881899833679,
0.023615866899490356,
-0.008907543495297432,
-0.0025940854102373123,
0.023134524002671242,
-0.012093079276382923,
-0.05774889886379242,
-0.05290352553129196,
-0.04359716549515724,
-0.012230351567268372,
-0.04743258282542229,
0.02494133822619915,
-0.006681377999484539,
0.005318503826856613,
0.08773189038038254,
-0.14499862492084503,
0.015759365633130074
] | null | null | null | null | null | null | null |
[
0.00799733866006136,
0.07298670709133148,
-0.015817323699593544,
0.0198837760835886,
0.06782536208629608,
-0.0509907491505146,
0.13033834099769592,
-0.005722259636968374,
0.04082220047712326,
0.08720172196626663,
-0.09019627422094345,
-0.02414371818304062,
0.0755980983376503,
0.006852543447166681,
0.04744945839047432,
-0.00815112330019474,
0.08237132430076599,
0.04520056024193764,
0.04606904089450836,
-0.01709146238863468,
0.13629189133644104,
0.05334359407424927,
0.07301272451877594,
-0.005731424782425165,
0.10038342326879501,
-0.07536785304546356,
0.05834941565990448,
-0.012871223501861095,
0.018442394211888313,
0.06556203216314316,
0.011810206808149815,
0.003520964179188013,
0.013788687065243721,
-0.05120263621211052,
0.002423984697088599,
-0.03222746029496193,
0.04230480268597603,
0.07848186045885086,
0.005097496323287487,
0.06721028685569763,
-0.07524866610765457,
0.049601130187511444,
-0.012346146628260612,
0.036158569157123566,
-0.12913104891777039,
-0.019115114584565163,
0.01871175318956375,
-0.013583766296505928,
-0.020857352763414383,
-0.005893743131309748,
0.0498448945581913,
-0.07537218928337097,
-0.027810560539364815,
0.05851840227842331,
-0.009106125682592392,
-0.005187283270061016,
-0.10388299822807312,
0.015670115128159523,
-0.00649066548794508,
0.017153671011328697,
0.014184664934873581,
-0.06829851120710373,
0.03740289434790611,
-0.031240209937095642,
-0.015007908456027508,
0.03555600717663765,
0.0376322902739048,
0.09478545188903809,
-0.066210076212883,
-0.06209271773695946,
-0.004411313217133284,
-0.01969299092888832,
0.003293422283604741,
-0.16990220546722412,
-0.006343900226056576,
0.015079805627465248,
-0.038972146809101105,
-0.02764137275516987,
0.03745030239224434,
-0.07098311185836792,
0.01726953126490116,
0.07242490351200104,
-0.06647716462612152,
-0.05953935533761978,
0.06936129927635193,
-0.017731761559844017,
-0.0118875652551651,
0.06388335675001144,
0.07202675938606262,
-0.060339029878377914,
-0.12961982190608978,
-0.056929200887680054,
-0.01563234254717827,
0.048158373683691025,
0.017790714278817177,
-0.04429043084383011,
0.01799904741346836,
-0.020875144749879837,
-0.03919776529073715,
0.035821251571178436,
-0.028151916339993477,
0.014274024404585361,
-0.014598035253584385,
-0.030617373064160347,
0.026509998366236687,
-0.057622674852609634,
-0.07420685142278671,
0.11918903887271881,
0.10518799722194672,
0.04628307372331619,
0.038288164883852005,
0.05042477697134018,
-0.015808286145329475,
-0.011935154907405376,
-0.008352085016667843,
0.09996460378170013,
0.08917681127786636,
0.07777395844459534,
0.012462618760764599,
0.0818561539053917,
-0.022198816761374474,
-0.07015465199947357,
0.010387654416263103,
0.03101465292274952,
0.060642000287771225,
-0.061923298984766006,
0.05061552673578262,
5.398843515235219e-34,
-0.06584043800830841,
0.06919187307357788,
0.0014154402306303382,
0.0005827499553561211,
0.043593473732471466,
-0.03378573805093765,
-0.02600932866334915,
-0.030321255326271057,
0.014019000343978405,
0.018475063145160675,
0.06133909523487091,
0.023964140564203262,
-0.0351966954767704,
0.0672065019607544,
0.03269602730870247,
0.028470810502767563,
-0.0491228811442852,
0.03525981307029724,
0.04102828726172447,
-0.06941425800323486,
0.027299486100673676,
-0.057234026491642,
0.009358030743896961,
0.03440834954380989,
0.07405697554349899,
0.010762332938611507,
-0.022466018795967102,
0.062490373849868774,
0.02194531448185444,
0.003760254243388772,
0.009343758225440979,
-0.0790586993098259,
0.07130182534456253,
-0.014506454579532146,
-0.04863006994128227,
-0.00653367443010211,
0.06734751909971237,
0.02403908222913742,
0.038778480142354965,
0.0036447844468057156,
0.04532790929079056,
0.03721058368682861,
0.054632000625133514,
-0.03128163143992424,
-0.010160214267671108,
-0.12660746276378632,
0.04006931930780411,
0.02558114379644394,
-0.02568719908595085,
0.06875621527433395,
-0.04133644327521324,
-0.06257090717554092,
0.016772467643022537,
0.06816112250089645,
-0.01257619820535183,
-0.027138028293848038,
-0.060798220336437225,
-0.00048262791824527085,
0.07914776355028152,
0.07096666097640991,
-0.10266467183828354,
-0.04275684803724289,
0.01735578291118145,
-0.04591480642557144,
0.06623467057943344,
0.06141965836286545,
0.014426114968955517,
-0.01193226594477892,
0.005724762100726366,
-0.012619275599718094,
-0.027326172217726707,
0.013858948834240437,
-0.030591437593102455,
0.019081203266978264,
-0.03836752846837044,
0.07288411259651184,
-0.022555360570549965,
0.02004803903400898,
-0.14538098871707916,
0.07306504994630814,
-0.04595668986439705,
0.03299376741051674,
0.047868676483631134,
0.02613111399114132,
-0.02404780127108097,
0.009936933405697346,
0.002233469160273671,
-0.032085102051496506,
-0.05908827856183052,
0.04487910494208336,
-0.05412467569112778,
0.11116392910480499,
-0.010290482081472874,
-0.05131014063954353,
-0.0012035527033731341,
1.4441139806450032e-34,
-0.09136983752250671,
0.02325858362019062,
0.005161141511052847,
-0.025707777589559555,
0.021029822528362274,
-0.07235292345285416,
-0.03651301562786102,
-0.09671573340892792,
-0.02339577116072178,
0.009454608894884586,
-0.1159084215760231,
-0.10310280323028564,
0.010747257620096207,
-0.014963778667151928,
0.01243716012686491,
0.02292337827384472,
0.016160504892468452,
0.0005132099031470716,
-0.005658896639943123,
0.007024495396763086,
0.045721326023340225,
0.05691831186413765,
-0.017522597685456276,
-0.06610707938671112,
0.06931346654891968,
0.04245755448937416,
0.009481534361839294,
0.05403245985507965,
0.0057565681636333466,
0.0037696859799325466,
-0.10767469555139542,
-0.03192676231265068,
0.011447579599916935,
-0.11318275332450867,
0.03770366683602333,
0.027993127703666687,
-0.006653187796473503,
0.09112530946731567,
-0.016872353851795197,
0.07592052221298218,
0.01524197869002819,
-0.028725627809762955,
0.023349303752183914,
0.014795653522014618,
-0.04604269936680794,
-0.05573374778032303,
-0.02170064114034176,
0.08336949348449707,
-0.051882997155189514,
-0.034135449677705765,
0.10702543705701828,
-0.02231643907725811,
-0.06827813386917114,
0.022646360099315643,
-0.017031054943799973,
-0.015726396813988686,
0.001882879645563662,
0.10648752748966217,
0.055039096623659134,
-0.06013567000627518,
0.07384934276342392,
-0.052710194140672684,
-0.0026166511233896017,
0.008882532827556133,
0.05463792011141777,
0.03438191115856171,
0.0392746701836586,
0.03599962592124939,
0.01611265167593956,
0.013122186064720154,
-0.02702314592897892,
0.007374200504273176,
0.0359874963760376,
-0.03354259952902794,
0.017015112563967705,
0.07298659533262253,
-0.015056266449391842,
-0.026122454553842545,
-0.05456129088997841,
-0.00035161376581527293,
-0.051659755408763885,
0.020022600889205933,
-0.035521045327186584,
-0.01831238716840744,
0.04909610003232956,
0.0447191558778286,
-0.04890797287225723,
0.005468833260238171,
-0.04277481511235237,
-0.04513661190867424,
-0.04535941779613495,
0.023871304467320442,
-0.04308997467160225,
0.05303832143545151,
-0.0558033362030983,
-4.863343860961322e-8,
-0.0670105516910553,
-0.007817918434739113,
0.02637551911175251,
-0.05190451443195343,
0.01002712082117796,
-0.05758430063724518,
-0.004170369356870651,
-0.06530356407165527,
0.08713709563016891,
-0.020215600728988647,
0.04353979974985123,
-0.05500175803899765,
0.04863027483224869,
0.03757554665207863,
-0.00796262826770544,
-0.038020193576812744,
-0.029718877747654915,
-0.04361492395401001,
-0.02511703409254551,
-0.04335782304406166,
-0.04967798665165901,
-0.01895584538578987,
0.009275957010686398,
0.006529162172228098,
0.12186611443758011,
0.02190295234322548,
0.08813664317131042,
-0.017710309475660324,
0.11735927313566208,
-0.02853241004049778,
-0.043940186500549316,
0.02687179110944271,
-0.019284341484308243,
0.027353161945939064,
-0.04961429163813591,
-0.027078744024038315,
-0.05073270574212074,
0.0007048390107229352,
-0.056470971554517746,
0.07702016830444336,
-0.012140089645981789,
-0.036515846848487854,
0.015065904706716537,
0.022895563393831253,
-0.07669699937105179,
-0.013939905911684036,
0.03225276619195938,
0.05936881899833679,
0.023615866899490356,
-0.008907543495297432,
-0.0025940854102373123,
0.023134524002671242,
-0.012093079276382923,
-0.05774889886379242,
-0.05290352553129196,
-0.04359716549515724,
-0.012230351567268372,
-0.04743258282542229,
0.02494133822619915,
-0.006681377999484539,
0.005318503826856613,
0.08773189038038254,
-0.14499862492084503,
0.015759365633130074
] |
1402.5486
|
Huazi Zhang
|
Huazi Zhang, Zhaoyang Zhang, Huaiyu Dai
|
Rateless-Coding-Assisted Multi-Packet Spreading over Mobile Networks
| null | null | null | null |
cs.NI cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A novel Rateless-coding-assisted Multi-Packet Relaying (RMPR) protocol is
proposed for large-size data spreading in mobile wireless networks. With this
lightweight and robust protocol, the packet redundancy is reduced by a factor
of $\sqrt n$, while the spreading time is reduced at least by a factor of $\ln
(n)$. Closed-form bounds and explicit non-asymptotic results are presented,
which are further validated through simulations. Besides, the packet
duplication phenomenon in the network setting is analyzed for the first time.
|
[
{
"created": "Sat, 22 Feb 2014 06:21:54 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Zhang",
"Huazi",
""
],
[
"Zhang",
"Zhaoyang",
""
],
[
"Dai",
"Huaiyu",
""
]
] |
[
-0.015091000124812126,
-0.00636983010917902,
0.028055464848876,
0.008613266050815582,
0.009237178601324558,
-0.008414269424974918,
-0.05476650223135948,
-0.03194015845656395,
0.005145534873008728,
0.02981208637356758,
0.05760573595762253,
0.07926040887832642,
0.07441026717424393,
-0.042338475584983826,
0.06774013489484787,
0.06290734559297562,
-0.009488420560956001,
-0.0994827151298523,
-0.06978558003902435,
-0.005128668155521154,
0.021941812708973885,
-0.017173437401652336,
-0.02368750423192978,
0.011186832562088966,
0.13439927995204926,
-0.024440722540020943,
-0.04885173961520195,
-0.04293016716837883,
0.008937699720263481,
0.04689931124448776,
0.023179050534963608,
0.006815571337938309,
-0.06753787398338318,
0.034811075776815414,
0.0009945548372343183,
-0.04640311002731323,
-0.058579519391059875,
0.03814791515469551,
-0.02547716349363327,
0.10385815054178238,
-0.041204117238521576,
0.02776002697646618,
-0.02086401730775833,
0.12364693731069565,
-0.05114717036485672,
0.03497305139899254,
0.01455733459442854,
0.1217861920595169,
-0.006073147524148226,
-0.05335286632180214,
0.09536393731832504,
0.059374239295721054,
0.053203683346509933,
0.06381693482398987,
0.055029530078172684,
-0.07249375432729721,
-0.1466672569513321,
0.030254989862442017,
0.0076232533901929855,
0.1086004301905632,
0.016937371343374252,
0.0930725634098053,
0.03169192001223564,
0.015573464334011078,
0.02596670389175415,
-0.02448992431163788,
0.02693985030055046,
0.06456376612186432,
-0.0006581476191058755,
0.08496040850877762,
-0.056276656687259674,
-0.07037942856550217,
0.015193969011306763,
0.1496676504611969,
0.043275490403175354,
-0.06709060072898865,
-0.08099323511123657,
0.009444049559533596,
-0.05996089428663254,
0.04183616489171982,
0.027909837663173676,
0.006493035703897476,
-0.004826045129448175,
-0.028065230697393417,
0.0435217022895813,
-0.06976595520973206,
0.056529201567173004,
0.03591171279549599,
-0.013927841559052467,
-0.030227933079004288,
-0.07452424615621567,
0.010900194756686687,
-0.033679552376270294,
0.08147235959768295,
-0.09286957234144211,
-0.031127482652664185,
-0.08235574513673782,
0.013034390285611153,
-0.113742895424366,
0.011334403418004513,
0.014679072424769402,
-0.04154936596751213,
0.0028361985459923744,
-0.021725226193666458,
0.018575161695480347,
-0.05027034878730774,
0.01807299256324768,
0.04105107858777046,
0.07349695265293121,
0.11923820525407791,
0.015911879017949104,
0.0665886253118515,
-0.03468698635697365,
-0.016877274960279465,
-0.06001816317439079,
0.023559724912047386,
-0.04121747612953186,
0.018281709402799606,
0.006448075175285339,
-0.0034579234197735786,
0.01570909656584263,
-0.13296324014663696,
-0.05467475205659866,
-0.06515137106180191,
0.024274416267871857,
0.04554816335439682,
0.046393148601055145,
-3.6016253808994753e-34,
-0.03791040554642677,
0.04270521178841591,
-0.07395222038030624,
-0.03219475969672203,
0.024753080680966377,
0.001086052623577416,
0.05585157126188278,
0.013956594280898571,
-0.04636358097195625,
0.03328739106655121,
-0.057877060025930405,
-0.046012237668037415,
0.005767482798546553,
-0.054147858172655106,
-0.07254354655742645,
-0.030848169699311256,
0.03728267550468445,
-0.006509650032967329,
0.061980780214071274,
-0.016696538776159286,
0.018266435712575912,
0.01724957302212715,
-0.0239814892411232,
-0.08227963000535965,
-0.0011297879973426461,
-0.0007898391922935843,
-0.03695698082447052,
-0.13877756893634796,
0.11808929592370987,
0.0075349328108131886,
0.03944307938218117,
-0.029285570606589317,
-0.04862435534596443,
-0.003393301274627447,
-0.020188208669424057,
-0.02073970064520836,
-0.018453706055879593,
-0.09866005927324295,
0.023331323638558388,
-0.03306012600660324,
-0.03086032159626484,
-0.04573732241988182,
-0.06616323441267014,
-0.04061407968401909,
0.011414313688874245,
-0.0567224957048893,
-0.03207964450120926,
0.011475935578346252,
-0.12151171267032623,
-0.001108780619688332,
0.07523555308580399,
0.015045146457850933,
-0.011976289562880993,
-0.021119728684425354,
0.05428057163953781,
-0.030398106202483177,
-0.020295117050409317,
-0.02273707464337349,
0.016166524961590767,
0.1340334117412567,
-0.0073293778114020824,
-0.034685082733631134,
-0.06356101483106613,
-0.023451438173651695,
0.08738300949335098,
-0.01171126402914524,
-0.03253289312124252,
-0.021818755194544792,
0.059699445962905884,
0.03904964402318001,
0.04528165981173515,
0.006068326532840729,
-0.019698312506079674,
-0.006048873998224735,
-0.01586981676518917,
-0.008839009329676628,
0.059872739017009735,
-0.022827208042144775,
0.006557077635079622,
0.039935365319252014,
-0.04773407801985741,
-0.032571300864219666,
0.01021793857216835,
-0.0009179125190712512,
-0.012536787427961826,
0.01979774422943592,
-0.006078873760998249,
-0.007707362063229084,
-0.1018775999546051,
0.10111650824546814,
-0.010776973329484463,
-0.013482480309903622,
0.04870957136154175,
-0.07144543528556824,
0.05349378287792206,
1.3228495701544433e-35,
-0.03064114972949028,
0.07914765924215317,
0.029102280735969543,
0.1221274584531784,
0.01291933748871088,
-0.10783948749303818,
-0.005645059980452061,
0.03112899139523506,
-0.04589146003127098,
-0.028514765202999115,
-0.03988976404070854,
-0.03312527760863304,
0.06566648930311203,
-0.06105201691389084,
0.051165733486413956,
-0.0187869630753994,
-0.02145477384328842,
0.07690520584583282,
-0.04666466638445854,
-0.017067652195692062,
0.0038821902126073837,
0.00711609423160553,
-0.0028233027551323175,
-0.009890900924801826,
0.06670434772968292,
-0.004464303608983755,
-0.006132124923169613,
0.0520574226975441,
0.04778927192091942,
-0.051734764128923416,
-0.011325414292514324,
-0.021590620279312134,
0.02446887269616127,
-0.151414692401886,
0.005247239954769611,
0.0011937416857108474,
0.03756136819720268,
0.13624924421310425,
0.017625954002141953,
0.04808094725012779,
0.0680733472108841,
-0.05621291697025299,
-0.0720682293176651,
0.06273730844259262,
0.016302580013871193,
-0.04443991184234619,
-0.08070223778486252,
0.046089138835668564,
0.04178912565112114,
-0.04930451139807701,
0.05486185476183891,
-0.034064628183841705,
0.014753270894289017,
0.02486759051680565,
0.07559323310852051,
0.029704896733164787,
-0.014379057101905346,
0.028704091906547546,
0.035161860287189484,
-0.006792872678488493,
-0.004276242572814226,
-0.03428363800048828,
0.017631661146879196,
0.053961776196956635,
0.07035062462091446,
-0.08511052280664444,
0.06301987916231155,
-0.06526623666286469,
0.014096150174736977,
0.034819867461919785,
-0.02084590494632721,
0.08647987246513367,
-0.007317287847399712,
0.00028760373243130744,
0.054600365459918976,
0.03978908061981201,
0.018192993476986885,
0.039482370018959045,
-0.02939397282898426,
0.044007558375597,
-0.031851544976234436,
0.055012963712215424,
-0.038350675255060196,
-0.052649591118097305,
0.054302506148815155,
0.06041599437594414,
0.12215691804885864,
-0.025542913004755974,
-0.0047150407917797565,
0.005899376701563597,
-0.020626293495297432,
0.05521182715892792,
0.009548272006213665,
-0.024889051914215088,
-0.057596538215875626,
-4.2501191899191326e-8,
0.0011260333703830838,
-0.013809289783239365,
-0.0029753067065030336,
-0.08228769898414612,
0.04991357773542404,
0.08438210934400558,
-0.034077420830726624,
0.003632738720625639,
0.061209093779325485,
0.026379751041531563,
0.024550393223762512,
0.04952297732234001,
-0.023621827363967896,
0.03841063007712364,
0.03190243989229202,
-0.022084690630435944,
0.014447753317654133,
-0.1086345762014389,
-0.03529517725110054,
0.03685741871595383,
-0.053021226078271866,
0.04082993045449257,
-0.03374128416180611,
0.03187955543398857,
-0.018469784408807755,
0.0471721850335598,
0.05407688021659851,
0.024162674322724342,
0.0032986903097480536,
-0.047484390437603,
-0.04218730702996254,
-0.031368188560009,
0.06169441342353821,
-0.008274517953395844,
-0.08155568689107895,
0.008678191341459751,
0.05739361047744751,
-0.007776068057864904,
-0.09336137771606445,
-0.03837759047746658,
0.02253730408847332,
-0.06834644824266434,
0.038750890642404556,
-0.017013167962431908,
0.01977897249162197,
-0.012863010168075562,
0.032338790595531464,
0.030243271961808205,
-0.09622298181056976,
0.00018781612743623555,
0.051517073065042496,
-0.00510332640260458,
-0.0238506980240345,
-0.009493800811469555,
0.08994215726852417,
-0.05585768446326256,
0.0010450630215927958,
-0.08503134548664093,
0.05420159548521042,
0.012845232151448727,
-0.040842968970537186,
0.027407119050621986,
-0.04778032377362251,
0.020401259884238243
] | null | null | null | null | null | null | null |
[
-0.015091000124812126,
-0.00636983010917902,
0.028055464848876,
0.008613266050815582,
0.009237178601324558,
-0.008414269424974918,
-0.05476650223135948,
-0.03194015845656395,
0.005145534873008728,
0.02981208637356758,
0.05760573595762253,
0.07926040887832642,
0.07441026717424393,
-0.042338475584983826,
0.06774013489484787,
0.06290734559297562,
-0.009488420560956001,
-0.0994827151298523,
-0.06978558003902435,
-0.005128668155521154,
0.021941812708973885,
-0.017173437401652336,
-0.02368750423192978,
0.011186832562088966,
0.13439927995204926,
-0.024440722540020943,
-0.04885173961520195,
-0.04293016716837883,
0.008937699720263481,
0.04689931124448776,
0.023179050534963608,
0.006815571337938309,
-0.06753787398338318,
0.034811075776815414,
0.0009945548372343183,
-0.04640311002731323,
-0.058579519391059875,
0.03814791515469551,
-0.02547716349363327,
0.10385815054178238,
-0.041204117238521576,
0.02776002697646618,
-0.02086401730775833,
0.12364693731069565,
-0.05114717036485672,
0.03497305139899254,
0.01455733459442854,
0.1217861920595169,
-0.006073147524148226,
-0.05335286632180214,
0.09536393731832504,
0.059374239295721054,
0.053203683346509933,
0.06381693482398987,
0.055029530078172684,
-0.07249375432729721,
-0.1466672569513321,
0.030254989862442017,
0.0076232533901929855,
0.1086004301905632,
0.016937371343374252,
0.0930725634098053,
0.03169192001223564,
0.015573464334011078,
0.02596670389175415,
-0.02448992431163788,
0.02693985030055046,
0.06456376612186432,
-0.0006581476191058755,
0.08496040850877762,
-0.056276656687259674,
-0.07037942856550217,
0.015193969011306763,
0.1496676504611969,
0.043275490403175354,
-0.06709060072898865,
-0.08099323511123657,
0.009444049559533596,
-0.05996089428663254,
0.04183616489171982,
0.027909837663173676,
0.006493035703897476,
-0.004826045129448175,
-0.028065230697393417,
0.0435217022895813,
-0.06976595520973206,
0.056529201567173004,
0.03591171279549599,
-0.013927841559052467,
-0.030227933079004288,
-0.07452424615621567,
0.010900194756686687,
-0.033679552376270294,
0.08147235959768295,
-0.09286957234144211,
-0.031127482652664185,
-0.08235574513673782,
0.013034390285611153,
-0.113742895424366,
0.011334403418004513,
0.014679072424769402,
-0.04154936596751213,
0.0028361985459923744,
-0.021725226193666458,
0.018575161695480347,
-0.05027034878730774,
0.01807299256324768,
0.04105107858777046,
0.07349695265293121,
0.11923820525407791,
0.015911879017949104,
0.0665886253118515,
-0.03468698635697365,
-0.016877274960279465,
-0.06001816317439079,
0.023559724912047386,
-0.04121747612953186,
0.018281709402799606,
0.006448075175285339,
-0.0034579234197735786,
0.01570909656584263,
-0.13296324014663696,
-0.05467475205659866,
-0.06515137106180191,
0.024274416267871857,
0.04554816335439682,
0.046393148601055145,
-3.6016253808994753e-34,
-0.03791040554642677,
0.04270521178841591,
-0.07395222038030624,
-0.03219475969672203,
0.024753080680966377,
0.001086052623577416,
0.05585157126188278,
0.013956594280898571,
-0.04636358097195625,
0.03328739106655121,
-0.057877060025930405,
-0.046012237668037415,
0.005767482798546553,
-0.054147858172655106,
-0.07254354655742645,
-0.030848169699311256,
0.03728267550468445,
-0.006509650032967329,
0.061980780214071274,
-0.016696538776159286,
0.018266435712575912,
0.01724957302212715,
-0.0239814892411232,
-0.08227963000535965,
-0.0011297879973426461,
-0.0007898391922935843,
-0.03695698082447052,
-0.13877756893634796,
0.11808929592370987,
0.0075349328108131886,
0.03944307938218117,
-0.029285570606589317,
-0.04862435534596443,
-0.003393301274627447,
-0.020188208669424057,
-0.02073970064520836,
-0.018453706055879593,
-0.09866005927324295,
0.023331323638558388,
-0.03306012600660324,
-0.03086032159626484,
-0.04573732241988182,
-0.06616323441267014,
-0.04061407968401909,
0.011414313688874245,
-0.0567224957048893,
-0.03207964450120926,
0.011475935578346252,
-0.12151171267032623,
-0.001108780619688332,
0.07523555308580399,
0.015045146457850933,
-0.011976289562880993,
-0.021119728684425354,
0.05428057163953781,
-0.030398106202483177,
-0.020295117050409317,
-0.02273707464337349,
0.016166524961590767,
0.1340334117412567,
-0.0073293778114020824,
-0.034685082733631134,
-0.06356101483106613,
-0.023451438173651695,
0.08738300949335098,
-0.01171126402914524,
-0.03253289312124252,
-0.021818755194544792,
0.059699445962905884,
0.03904964402318001,
0.04528165981173515,
0.006068326532840729,
-0.019698312506079674,
-0.006048873998224735,
-0.01586981676518917,
-0.008839009329676628,
0.059872739017009735,
-0.022827208042144775,
0.006557077635079622,
0.039935365319252014,
-0.04773407801985741,
-0.032571300864219666,
0.01021793857216835,
-0.0009179125190712512,
-0.012536787427961826,
0.01979774422943592,
-0.006078873760998249,
-0.007707362063229084,
-0.1018775999546051,
0.10111650824546814,
-0.010776973329484463,
-0.013482480309903622,
0.04870957136154175,
-0.07144543528556824,
0.05349378287792206,
1.3228495701544433e-35,
-0.03064114972949028,
0.07914765924215317,
0.029102280735969543,
0.1221274584531784,
0.01291933748871088,
-0.10783948749303818,
-0.005645059980452061,
0.03112899139523506,
-0.04589146003127098,
-0.028514765202999115,
-0.03988976404070854,
-0.03312527760863304,
0.06566648930311203,
-0.06105201691389084,
0.051165733486413956,
-0.0187869630753994,
-0.02145477384328842,
0.07690520584583282,
-0.04666466638445854,
-0.017067652195692062,
0.0038821902126073837,
0.00711609423160553,
-0.0028233027551323175,
-0.009890900924801826,
0.06670434772968292,
-0.004464303608983755,
-0.006132124923169613,
0.0520574226975441,
0.04778927192091942,
-0.051734764128923416,
-0.011325414292514324,
-0.021590620279312134,
0.02446887269616127,
-0.151414692401886,
0.005247239954769611,
0.0011937416857108474,
0.03756136819720268,
0.13624924421310425,
0.017625954002141953,
0.04808094725012779,
0.0680733472108841,
-0.05621291697025299,
-0.0720682293176651,
0.06273730844259262,
0.016302580013871193,
-0.04443991184234619,
-0.08070223778486252,
0.046089138835668564,
0.04178912565112114,
-0.04930451139807701,
0.05486185476183891,
-0.034064628183841705,
0.014753270894289017,
0.02486759051680565,
0.07559323310852051,
0.029704896733164787,
-0.014379057101905346,
0.028704091906547546,
0.035161860287189484,
-0.006792872678488493,
-0.004276242572814226,
-0.03428363800048828,
0.017631661146879196,
0.053961776196956635,
0.07035062462091446,
-0.08511052280664444,
0.06301987916231155,
-0.06526623666286469,
0.014096150174736977,
0.034819867461919785,
-0.02084590494632721,
0.08647987246513367,
-0.007317287847399712,
0.00028760373243130744,
0.054600365459918976,
0.03978908061981201,
0.018192993476986885,
0.039482370018959045,
-0.02939397282898426,
0.044007558375597,
-0.031851544976234436,
0.055012963712215424,
-0.038350675255060196,
-0.052649591118097305,
0.054302506148815155,
0.06041599437594414,
0.12215691804885864,
-0.025542913004755974,
-0.0047150407917797565,
0.005899376701563597,
-0.020626293495297432,
0.05521182715892792,
0.009548272006213665,
-0.024889051914215088,
-0.057596538215875626,
-4.2501191899191326e-8,
0.0011260333703830838,
-0.013809289783239365,
-0.0029753067065030336,
-0.08228769898414612,
0.04991357773542404,
0.08438210934400558,
-0.034077420830726624,
0.003632738720625639,
0.061209093779325485,
0.026379751041531563,
0.024550393223762512,
0.04952297732234001,
-0.023621827363967896,
0.03841063007712364,
0.03190243989229202,
-0.022084690630435944,
0.014447753317654133,
-0.1086345762014389,
-0.03529517725110054,
0.03685741871595383,
-0.053021226078271866,
0.04082993045449257,
-0.03374128416180611,
0.03187955543398857,
-0.018469784408807755,
0.0471721850335598,
0.05407688021659851,
0.024162674322724342,
0.0032986903097480536,
-0.047484390437603,
-0.04218730702996254,
-0.031368188560009,
0.06169441342353821,
-0.008274517953395844,
-0.08155568689107895,
0.008678191341459751,
0.05739361047744751,
-0.007776068057864904,
-0.09336137771606445,
-0.03837759047746658,
0.02253730408847332,
-0.06834644824266434,
0.038750890642404556,
-0.017013167962431908,
0.01977897249162197,
-0.012863010168075562,
0.032338790595531464,
0.030243271961808205,
-0.09622298181056976,
0.00018781612743623555,
0.051517073065042496,
-0.00510332640260458,
-0.0238506980240345,
-0.009493800811469555,
0.08994215726852417,
-0.05585768446326256,
0.0010450630215927958,
-0.08503134548664093,
0.05420159548521042,
0.012845232151448727,
-0.040842968970537186,
0.027407119050621986,
-0.04778032377362251,
0.020401259884238243
] |
1402.5487
|
Jae Wan Shim
|
Jae Wan Shim
|
Parametric Lattice Boltzmann Method
|
26 pages, 11 figures, and 3 tables
|
J. Comp. Phys. 338 (2017) 240-251
|
10.1016/j.jcp.2017.02.057
| null |
physics.comp-ph physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The discretized equilibrium distributions of the lattice Boltzmann method are
presented by using the coefficients of the Lagrange interpolating polynomials
that pass through the points related to discrete velocities and using moments
of the Maxwell-Boltzmann distribution. The ranges of flow velocity and
temperature providing positive valued distributions vary with regulating
discrete velocities as parameters. New isothermal and thermal compressible
models are proposed for flows of the level of the isothermal and thermal
compressible Navier-Stokes equations. Thermal compressible shock tube flows are
simulated by only five on-lattice discrete velocities. Two-dimensional
isothermal and thermal vortices provoked by the Kelvin-Helmholtz instability
are simulated by the parametric models.
|
[
{
"created": "Sat, 22 Feb 2014 06:40:17 GMT",
"version": "v1"
},
{
"created": "Thu, 26 Mar 2015 19:08:32 GMT",
"version": "v2"
},
{
"created": "Tue, 9 Jun 2015 00:50:30 GMT",
"version": "v3"
},
{
"created": "Thu, 18 Aug 2016 19:10:17 GMT",
"version": "v4"
},
{
"created": "Thu, 9 Mar 2017 19:32:35 GMT",
"version": "v5"
}
] |
2020-11-10
|
[
[
"Shim",
"Jae Wan",
""
]
] |
[
-0.0046358234249055386,
-0.020877985283732414,
0.034365080296993256,
-0.01944994181394577,
0.022722741588950157,
0.003877251176163554,
-0.10020887106657028,
0.025531111285090446,
0.09603837877511978,
-0.06611189246177673,
-0.02002602629363537,
-0.05461612716317177,
0.0299297533929348,
-0.02072586864233017,
-0.058990851044654846,
-0.08573315292596817,
-0.04572580009698868,
0.07688367366790771,
-0.03914216160774231,
0.014820671640336514,
0.007632226683199406,
0.03901283070445061,
-0.08229606598615646,
-0.02469956874847412,
0.08542478829622269,
-0.015347964130342007,
0.028328552842140198,
0.08658474683761597,
0.002172367414459586,
0.06766385585069656,
0.017430869862437248,
-0.10053567588329315,
-0.09127218276262283,
0.04090088605880737,
-0.0009124664356932044,
-0.028029948472976685,
-0.03591342270374298,
0.06056685745716095,
-0.13030220568180084,
0.08587659895420074,
-0.011724737472832203,
-0.012349527329206467,
-0.027154972776770592,
-0.030743811279535294,
0.08680526912212372,
0.04129635915160179,
0.0616891123354435,
-0.017949040979146957,
-0.03119373507797718,
0.013371915556490421,
-0.021842870861291885,
0.07091518491506577,
0.007545198779553175,
0.03138016536831856,
-0.06519661843776703,
-0.07280750572681427,
-0.021243346855044365,
-0.019526362419128418,
0.02298218198120594,
-0.029046474024653435,
-0.0049960436299443245,
0.002559158718213439,
0.0012754631461575627,
0.01305701956152916,
0.010014320723712444,
-0.024975469335913658,
0.013744027353823185,
0.07343526184558868,
0.06139747425913811,
0.04838486760854721,
0.023200146853923798,
0.026897408068180084,
-0.05497784912586212,
-0.03358878195285797,
-0.008786743506789207,
-0.035532448440790176,
-0.006487661506980658,
0.0003749521274585277,
-0.11099424958229065,
0.04079259932041168,
0.08244252949953079,
0.0116713372990489,
-0.04029389098286629,
-0.13709773123264313,
-0.09650906920433044,
0.09978163242340088,
-0.005451777949929237,
0.07506509870290756,
-0.017661264166235924,
0.015100784599781036,
-0.002739296294748783,
0.09804268181324005,
0.021218718960881233,
0.00010523177479626611,
0.043036967515945435,
0.01897333189845085,
0.009663344360888004,
0.009745032526552677,
0.05177866294980049,
-0.026945924386382103,
-0.04631166160106659,
-0.08088231086730957,
-0.03851230442523956,
0.03500217944383621,
0.05835803598165512,
-0.006974453572183847,
0.08641643822193146,
-0.018498901277780533,
0.06455127149820328,
0.008093221113085747,
-0.029305242002010345,
-0.035442985594272614,
0.010875004343688488,
-0.023316489532589912,
-0.013110246509313583,
-0.061381708830595016,
-0.05457534268498421,
0.012687761336565018,
0.03737561032176018,
-0.022496910765767097,
-0.006914446596056223,
0.02988084964454174,
-0.06871683150529861,
-0.026544928550720215,
-0.07452655583620071,
0.003838286269456148,
-0.05490056425333023,
4.864305091614046e-33,
0.04096490517258644,
-0.02245505526661873,
-0.03091268613934517,
0.11355249583721161,
0.04065593332052231,
0.04364793375134468,
0.014487734995782375,
0.021640850231051445,
0.022179903462529182,
0.05029074847698212,
-0.04384505748748779,
0.09424873441457748,
-0.026630938053131104,
-0.036569252610206604,
-0.05247876048088074,
0.030482608824968338,
-0.053322598338127136,
-0.012345933355391026,
0.028224444016814232,
0.06657323986291885,
0.037492476403713226,
-0.05829254910349846,
0.036916445940732956,
0.040516845881938934,
-0.03446138650178909,
0.02907905913889408,
-0.018260208889842033,
0.012706841342151165,
-0.006595098413527012,
0.018005307763814926,
-0.05486464872956276,
-0.008217924274504185,
-0.04537365958094597,
-0.10885422676801682,
0.0199566800147295,
0.027911730110645294,
-0.009589407593011856,
0.03152105584740639,
-0.016409434378147125,
-0.045974742621183395,
0.027409864589571953,
-0.022410018369555473,
-0.01745411567389965,
0.09871351718902588,
0.008596742525696754,
0.023408222943544388,
-0.022003544494509697,
0.030784012749791145,
-0.011358387768268585,
-0.04464149847626686,
-0.01749022677540779,
0.028632041066884995,
0.030722767114639282,
-0.03381802514195442,
0.06163916364312172,
-0.02247460000216961,
-0.016345545649528503,
0.03940364345908165,
-0.02593071572482586,
-0.011151150800287724,
-0.09499847143888474,
0.04576483368873596,
0.021692970767617226,
-0.05337667465209961,
0.09541522711515427,
0.034501586109399796,
-0.07229091972112656,
0.08358888328075409,
0.0641874372959137,
-0.07054168730974197,
-0.02324560284614563,
0.07050057500600815,
-0.035438422113657,
-0.039672669023275375,
-0.051851946860551834,
-0.03468754515051842,
0.019335446879267693,
-0.04235956817865372,
0.004039010964334011,
-0.042388759553432465,
-0.06257155537605286,
-0.018290331587195396,
0.04300748556852341,
0.030770637094974518,
0.03291831165552139,
-0.07100638747215271,
-0.04035726562142372,
0.050941240042448044,
-0.018660858273506165,
-0.030420495197176933,
-0.06289828568696976,
-0.023160455748438835,
0.07902520149946213,
0.010380066931247711,
0.035705387592315674,
-6.186737705657058e-33,
-0.03804034739732742,
0.0722154825925827,
-0.1264445036649704,
0.06547899544239044,
0.001999051310122013,
0.088930144906044,
0.04184439778327942,
0.04049447923898697,
-0.04029782861471176,
-0.09995567798614502,
-0.017563413828611374,
-0.05105643719434738,
-0.022229615598917007,
0.07140094041824341,
0.0681038349866867,
-0.0015078578144311905,
-0.02920684963464737,
-0.08305534720420837,
-0.013782855123281479,
-0.03647961467504501,
-0.0999918058514595,
0.028731029480695724,
-0.05116613954305649,
0.017006533220410347,
-0.01556350663304329,
0.0021913624368608,
0.006661995779722929,
0.03272826224565506,
-0.021554144099354744,
0.08765310049057007,
0.02478812076151371,
0.042004555463790894,
-0.04252077266573906,
0.03293803334236145,
-0.023898296058177948,
0.062365490943193436,
0.017509378492832184,
0.005466607864946127,
0.10058985650539398,
-0.07407409697771072,
-0.016291581094264984,
-0.03342458978295326,
-0.05222717672586441,
-0.07987642288208008,
0.048727527260780334,
0.10783164203166962,
0.1040947437286377,
-0.08845311403274536,
0.0661466121673584,
0.01809285581111908,
-0.015340831130743027,
-0.040838614106178284,
-0.07798759639263153,
0.06541663408279419,
0.04018164426088333,
-0.04697217792272568,
-0.05251019075512886,
0.050396714359521866,
0.04570484533905983,
-0.10713589936494827,
-0.04284045100212097,
0.008012649603188038,
0.12560492753982544,
0.02956194058060646,
-0.06501917541027069,
-0.04356415197253227,
-0.06507152318954468,
-0.00834362581372261,
0.013552975840866566,
-0.01123949233442545,
0.005468899384140968,
0.03870256990194321,
0.09664879739284515,
-0.009578777477145195,
0.0016122900415211916,
-0.033979907631874084,
0.11665834486484528,
0.022355766966938972,
-0.03569209575653076,
0.02935309149324894,
-0.013914698734879494,
0.10447944700717926,
0.033500541001558304,
-0.006393461488187313,
0.04255111142992973,
-0.022447282448410988,
0.06077560782432556,
0.028251655399799347,
0.01574370265007019,
0.017561927437782288,
0.09522713720798492,
0.008385383524000645,
0.061128467321395874,
0.026143023744225502,
0.028541237115859985,
-4.712151735475345e-8,
0.03055495023727417,
0.01903228461742401,
-0.003278083400800824,
-0.022238828241825104,
-0.012782019563019276,
0.07278655469417572,
-0.052496541291475296,
0.0019596340134739876,
0.04160008206963539,
-0.08199465274810791,
0.028089405968785286,
-0.05622360482811928,
0.0465562604367733,
-0.012097698636353016,
-0.032130949199199677,
0.004303846508264542,
-0.023521898314356804,
0.05818137153983116,
0.040598828345537186,
-0.05400324612855911,
-0.011240871623158455,
0.04602109268307686,
-0.028124159201979637,
0.06915489584207535,
0.011054206639528275,
0.015478876419365406,
-0.09927667677402496,
-0.15285660326480865,
0.0020133766811341047,
-0.016723131760954857,
-0.07913549989461899,
-0.03778733313083649,
0.04105653613805771,
0.005801824387162924,
-0.02047020010650158,
0.05502234026789665,
0.022959724068641663,
0.08585043996572495,
0.03527415916323662,
-0.10949530452489853,
0.0010507825063541532,
0.001513926312327385,
-0.02418450638651848,
-0.07630545645952225,
0.01353499200195074,
0.02468973584473133,
0.03440364450216293,
0.04148579016327858,
-0.020036209374666214,
0.08494172990322113,
-0.06641243398189545,
0.07495562732219696,
0.029195060953497887,
0.017840001732110977,
0.04420589283108711,
-0.07537585496902466,
-0.11973705142736435,
-0.021529896184802055,
0.03089221753180027,
-0.0799383893609047,
-0.08253644406795502,
0.012638499960303307,
-0.08448931574821472,
-0.0008483275305479765
] | null | null | null | null | null | null | null |
[
-0.0046358234249055386,
-0.020877985283732414,
0.034365080296993256,
-0.01944994181394577,
0.022722741588950157,
0.003877251176163554,
-0.10020887106657028,
0.025531111285090446,
0.09603837877511978,
-0.06611189246177673,
-0.02002602629363537,
-0.05461612716317177,
0.0299297533929348,
-0.02072586864233017,
-0.058990851044654846,
-0.08573315292596817,
-0.04572580009698868,
0.07688367366790771,
-0.03914216160774231,
0.014820671640336514,
0.007632226683199406,
0.03901283070445061,
-0.08229606598615646,
-0.02469956874847412,
0.08542478829622269,
-0.015347964130342007,
0.028328552842140198,
0.08658474683761597,
0.002172367414459586,
0.06766385585069656,
0.017430869862437248,
-0.10053567588329315,
-0.09127218276262283,
0.04090088605880737,
-0.0009124664356932044,
-0.028029948472976685,
-0.03591342270374298,
0.06056685745716095,
-0.13030220568180084,
0.08587659895420074,
-0.011724737472832203,
-0.012349527329206467,
-0.027154972776770592,
-0.030743811279535294,
0.08680526912212372,
0.04129635915160179,
0.0616891123354435,
-0.017949040979146957,
-0.03119373507797718,
0.013371915556490421,
-0.021842870861291885,
0.07091518491506577,
0.007545198779553175,
0.03138016536831856,
-0.06519661843776703,
-0.07280750572681427,
-0.021243346855044365,
-0.019526362419128418,
0.02298218198120594,
-0.029046474024653435,
-0.0049960436299443245,
0.002559158718213439,
0.0012754631461575627,
0.01305701956152916,
0.010014320723712444,
-0.024975469335913658,
0.013744027353823185,
0.07343526184558868,
0.06139747425913811,
0.04838486760854721,
0.023200146853923798,
0.026897408068180084,
-0.05497784912586212,
-0.03358878195285797,
-0.008786743506789207,
-0.035532448440790176,
-0.006487661506980658,
0.0003749521274585277,
-0.11099424958229065,
0.04079259932041168,
0.08244252949953079,
0.0116713372990489,
-0.04029389098286629,
-0.13709773123264313,
-0.09650906920433044,
0.09978163242340088,
-0.005451777949929237,
0.07506509870290756,
-0.017661264166235924,
0.015100784599781036,
-0.002739296294748783,
0.09804268181324005,
0.021218718960881233,
0.00010523177479626611,
0.043036967515945435,
0.01897333189845085,
0.009663344360888004,
0.009745032526552677,
0.05177866294980049,
-0.026945924386382103,
-0.04631166160106659,
-0.08088231086730957,
-0.03851230442523956,
0.03500217944383621,
0.05835803598165512,
-0.006974453572183847,
0.08641643822193146,
-0.018498901277780533,
0.06455127149820328,
0.008093221113085747,
-0.029305242002010345,
-0.035442985594272614,
0.010875004343688488,
-0.023316489532589912,
-0.013110246509313583,
-0.061381708830595016,
-0.05457534268498421,
0.012687761336565018,
0.03737561032176018,
-0.022496910765767097,
-0.006914446596056223,
0.02988084964454174,
-0.06871683150529861,
-0.026544928550720215,
-0.07452655583620071,
0.003838286269456148,
-0.05490056425333023,
4.864305091614046e-33,
0.04096490517258644,
-0.02245505526661873,
-0.03091268613934517,
0.11355249583721161,
0.04065593332052231,
0.04364793375134468,
0.014487734995782375,
0.021640850231051445,
0.022179903462529182,
0.05029074847698212,
-0.04384505748748779,
0.09424873441457748,
-0.026630938053131104,
-0.036569252610206604,
-0.05247876048088074,
0.030482608824968338,
-0.053322598338127136,
-0.012345933355391026,
0.028224444016814232,
0.06657323986291885,
0.037492476403713226,
-0.05829254910349846,
0.036916445940732956,
0.040516845881938934,
-0.03446138650178909,
0.02907905913889408,
-0.018260208889842033,
0.012706841342151165,
-0.006595098413527012,
0.018005307763814926,
-0.05486464872956276,
-0.008217924274504185,
-0.04537365958094597,
-0.10885422676801682,
0.0199566800147295,
0.027911730110645294,
-0.009589407593011856,
0.03152105584740639,
-0.016409434378147125,
-0.045974742621183395,
0.027409864589571953,
-0.022410018369555473,
-0.01745411567389965,
0.09871351718902588,
0.008596742525696754,
0.023408222943544388,
-0.022003544494509697,
0.030784012749791145,
-0.011358387768268585,
-0.04464149847626686,
-0.01749022677540779,
0.028632041066884995,
0.030722767114639282,
-0.03381802514195442,
0.06163916364312172,
-0.02247460000216961,
-0.016345545649528503,
0.03940364345908165,
-0.02593071572482586,
-0.011151150800287724,
-0.09499847143888474,
0.04576483368873596,
0.021692970767617226,
-0.05337667465209961,
0.09541522711515427,
0.034501586109399796,
-0.07229091972112656,
0.08358888328075409,
0.0641874372959137,
-0.07054168730974197,
-0.02324560284614563,
0.07050057500600815,
-0.035438422113657,
-0.039672669023275375,
-0.051851946860551834,
-0.03468754515051842,
0.019335446879267693,
-0.04235956817865372,
0.004039010964334011,
-0.042388759553432465,
-0.06257155537605286,
-0.018290331587195396,
0.04300748556852341,
0.030770637094974518,
0.03291831165552139,
-0.07100638747215271,
-0.04035726562142372,
0.050941240042448044,
-0.018660858273506165,
-0.030420495197176933,
-0.06289828568696976,
-0.023160455748438835,
0.07902520149946213,
0.010380066931247711,
0.035705387592315674,
-6.186737705657058e-33,
-0.03804034739732742,
0.0722154825925827,
-0.1264445036649704,
0.06547899544239044,
0.001999051310122013,
0.088930144906044,
0.04184439778327942,
0.04049447923898697,
-0.04029782861471176,
-0.09995567798614502,
-0.017563413828611374,
-0.05105643719434738,
-0.022229615598917007,
0.07140094041824341,
0.0681038349866867,
-0.0015078578144311905,
-0.02920684963464737,
-0.08305534720420837,
-0.013782855123281479,
-0.03647961467504501,
-0.0999918058514595,
0.028731029480695724,
-0.05116613954305649,
0.017006533220410347,
-0.01556350663304329,
0.0021913624368608,
0.006661995779722929,
0.03272826224565506,
-0.021554144099354744,
0.08765310049057007,
0.02478812076151371,
0.042004555463790894,
-0.04252077266573906,
0.03293803334236145,
-0.023898296058177948,
0.062365490943193436,
0.017509378492832184,
0.005466607864946127,
0.10058985650539398,
-0.07407409697771072,
-0.016291581094264984,
-0.03342458978295326,
-0.05222717672586441,
-0.07987642288208008,
0.048727527260780334,
0.10783164203166962,
0.1040947437286377,
-0.08845311403274536,
0.0661466121673584,
0.01809285581111908,
-0.015340831130743027,
-0.040838614106178284,
-0.07798759639263153,
0.06541663408279419,
0.04018164426088333,
-0.04697217792272568,
-0.05251019075512886,
0.050396714359521866,
0.04570484533905983,
-0.10713589936494827,
-0.04284045100212097,
0.008012649603188038,
0.12560492753982544,
0.02956194058060646,
-0.06501917541027069,
-0.04356415197253227,
-0.06507152318954468,
-0.00834362581372261,
0.013552975840866566,
-0.01123949233442545,
0.005468899384140968,
0.03870256990194321,
0.09664879739284515,
-0.009578777477145195,
0.0016122900415211916,
-0.033979907631874084,
0.11665834486484528,
0.022355766966938972,
-0.03569209575653076,
0.02935309149324894,
-0.013914698734879494,
0.10447944700717926,
0.033500541001558304,
-0.006393461488187313,
0.04255111142992973,
-0.022447282448410988,
0.06077560782432556,
0.028251655399799347,
0.01574370265007019,
0.017561927437782288,
0.09522713720798492,
0.008385383524000645,
0.061128467321395874,
0.026143023744225502,
0.028541237115859985,
-4.712151735475345e-8,
0.03055495023727417,
0.01903228461742401,
-0.003278083400800824,
-0.022238828241825104,
-0.012782019563019276,
0.07278655469417572,
-0.052496541291475296,
0.0019596340134739876,
0.04160008206963539,
-0.08199465274810791,
0.028089405968785286,
-0.05622360482811928,
0.0465562604367733,
-0.012097698636353016,
-0.032130949199199677,
0.004303846508264542,
-0.023521898314356804,
0.05818137153983116,
0.040598828345537186,
-0.05400324612855911,
-0.011240871623158455,
0.04602109268307686,
-0.028124159201979637,
0.06915489584207535,
0.011054206639528275,
0.015478876419365406,
-0.09927667677402496,
-0.15285660326480865,
0.0020133766811341047,
-0.016723131760954857,
-0.07913549989461899,
-0.03778733313083649,
0.04105653613805771,
0.005801824387162924,
-0.02047020010650158,
0.05502234026789665,
0.022959724068641663,
0.08585043996572495,
0.03527415916323662,
-0.10949530452489853,
0.0010507825063541532,
0.001513926312327385,
-0.02418450638651848,
-0.07630545645952225,
0.01353499200195074,
0.02468973584473133,
0.03440364450216293,
0.04148579016327858,
-0.020036209374666214,
0.08494172990322113,
-0.06641243398189545,
0.07495562732219696,
0.029195060953497887,
0.017840001732110977,
0.04420589283108711,
-0.07537585496902466,
-0.11973705142736435,
-0.021529896184802055,
0.03089221753180027,
-0.0799383893609047,
-0.08253644406795502,
0.012638499960303307,
-0.08448931574821472,
-0.0008483275305479765
] |
1402.5488
|
Huazi Zhang
|
Huazi Zhang, Zhaoyang Zhang, Huaiyu Dai, Rui Yin, Xiaoming Chen
|
Distributed Spectrum-Aware Clustering in Cognitive Radio Sensor Networks
| null | null | null | null |
cs.NI cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A novel Distributed Spectrum-Aware Clustering (DSAC) scheme is proposed in
the context of Cognitive Radio Sensor Networks (CRSN). DSAC aims at forming
energy efficient clusters in a self-organized fashion while restricting
interference to Primary User (PU) systems. The spectrum-aware clustered
structure is presented where the communications consist of intra-cluster
aggregation and inter-cluster relaying. In order to save communication power,
the optimal number of clusters is derived and the idea of groupwise constrained
clustering is introduced to minimize intra-cluster distance under
spectrum-aware constraint. In terms of practical implementation, DSAC
demonstrates preferable scalability and stability because of its low complexity
and quick convergence under dynamic PU activity. Finally, simulation results
are given to validate the proposed scheme.
|
[
{
"created": "Sat, 22 Feb 2014 06:54:29 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Zhang",
"Huazi",
""
],
[
"Zhang",
"Zhaoyang",
""
],
[
"Dai",
"Huaiyu",
""
],
[
"Yin",
"Rui",
""
],
[
"Chen",
"Xiaoming",
""
]
] |
[
0.045470111072063446,
0.015727344900369644,
-0.06065965071320534,
0.07190775871276855,
-0.004920360632240772,
-0.01085268147289753,
0.07777147740125656,
-0.016683408990502357,
0.02596818469464779,
0.05112588405609131,
-0.007984984666109085,
-0.011876686476171017,
0.030454950407147408,
0.010527100414037704,
-0.00932298880070448,
-0.02283487841486931,
0.12398409098386765,
-0.0962810292840004,
0.008096635341644287,
-0.06153298541903496,
-0.010796217247843742,
-0.024234510958194733,
0.04919019341468811,
0.08573359251022339,
0.047620851546525955,
0.027343053370714188,
0.04883960261940956,
-0.02299637161195278,
0.018425332382321358,
0.0706465095281601,
-0.0024463420268148184,
-0.0029587268363684416,
0.047511450946331024,
-0.038573965430259705,
0.04044855758547783,
0.011503788642585278,
0.01826721616089344,
0.09046340733766556,
-0.040123101323843,
0.050035249441862106,
-0.05888921394944191,
0.061449822038412094,
-0.057857245206832886,
-0.00535821495577693,
-0.12355811893939972,
-0.012674445286393166,
-0.05882389470934868,
0.05018327757716179,
-0.04522828012704849,
-0.06747232377529144,
0.08881030231714249,
0.037583667784929276,
-0.020487332716584206,
0.14307698607444763,
0.05041253939270973,
0.04036916792392731,
-0.05867768079042435,
-0.03153996542096138,
0.04826471209526062,
-0.008838042616844177,
0.0388171561062336,
-0.06645660847425461,
0.06780655682086945,
-0.009814061224460602,
-0.010081946849822998,
0.029249487444758415,
0.03406417742371559,
0.04977703094482422,
0.015209167264401913,
-0.08375852555036545,
-0.013489251025021076,
0.005271971225738525,
0.08403655886650085,
-0.018946751952171326,
0.04173595830798149,
0.08183364570140839,
-0.008641177788376808,
-0.06465903669595718,
0.030776195228099823,
0.03781067952513695,
0.05516107752919197,
0.09348171204328537,
-0.04122298210859299,
-0.07972384989261627,
0.08909031748771667,
0.0059808846563100815,
-0.028478587046265602,
-0.06769975274801254,
0.05179417133331299,
-0.08690708875656128,
-0.07204359769821167,
-0.013502586632966995,
-0.010417246259748936,
-0.005201494786888361,
-0.04650306701660156,
-0.07324869185686111,
0.0030364154372364283,
-0.0463995523750782,
0.01997062750160694,
0.04344523325562477,
0.027031531557440758,
-0.04286688193678856,
-0.022366441786289215,
-0.06229817867279053,
-0.024404488503932953,
-0.03438804671168327,
-0.022253982722759247,
0.06268110871315002,
0.08328206837177277,
0.03478902578353882,
0.05123141035437584,
0.09988530725240707,
0.00044278908171691,
0.058559074997901917,
-0.14966994524002075,
0.07102091610431671,
0.11974374204874039,
0.024382920935750008,
0.04832613468170166,
0.028625033795833588,
0.011841123923659325,
-0.0707305297255516,
0.03459103778004646,
0.035762298852205276,
0.14506137371063232,
-0.033152274787425995,
-0.02056135982275009,
-2.9977776063019125e-34,
-0.10386449098587036,
-0.02063591405749321,
0.023210421204566956,
-0.030824465677142143,
0.008915664628148079,
-0.04085904359817505,
-0.05428965389728546,
0.0015226820250973105,
-0.02615911141037941,
-0.04909893497824669,
-0.0016091166762635112,
0.062281373888254166,
0.025865251198410988,
0.008095075376331806,
0.018484462052583694,
0.0027034671511501074,
0.01438235305249691,
0.02055668830871582,
0.02335609309375286,
-0.14222778379917145,
0.031740110367536545,
-0.052506640553474426,
0.009867370128631592,
0.014009901322424412,
-0.03037266619503498,
0.028387047350406647,
0.015628959983587265,
-0.0314796157181263,
0.090293750166893,
0.04450439661741257,
0.004378960467875004,
-0.038686398416757584,
0.05546940490603447,
0.07162772864103317,
-0.00765186408534646,
0.0828285664319992,
0.025819197297096252,
-0.06200514733791351,
0.04524470865726471,
-0.03327334299683571,
0.0032906695269048214,
0.011458255350589752,
0.036568086594343185,
-0.07676026225090027,
0.024050941690802574,
-0.0486508309841156,
0.0736926719546318,
0.03430645167827606,
-0.07717843353748322,
-0.014291372150182724,
-0.06526462733745575,
-0.07749579101800919,
0.028926042839884758,
0.08664439618587494,
0.05576063692569733,
-0.0066313003189861774,
-0.004891297779977322,
-0.017032770439982414,
0.1067325621843338,
0.06949375569820404,
-0.04302512854337692,
-0.0585801862180233,
-0.09074960649013519,
-0.01862531155347824,
0.09067989885807037,
-0.016625793650746346,
0.02440682239830494,
0.06133574619889259,
0.04273812100291252,
0.0047484771348536015,
0.06780679523944855,
0.0015289403963834047,
-0.03974856808781624,
0.053227610886096954,
-0.038954172283411026,
0.009297643788158894,
-0.0035873951856046915,
0.10766851156949997,
-0.16340729594230652,
0.048781730234622955,
-0.029383137822151184,
-0.028522878885269165,
-0.07822921127080917,
0.02664981409907341,
0.012225119397044182,
-0.016528120264410973,
0.004203060641884804,
0.019654424861073494,
-0.1017853245139122,
0.0077485209330916405,
-0.061379678547382355,
0.06519877165555954,
0.05363840237259865,
0.032184384763240814,
-0.041558220982551575,
-8.832614960910743e-34,
-0.06692680716514587,
0.06927593797445297,
0.012592978775501251,
-0.0042786686681210995,
0.060481540858745575,
-0.05650363489985466,
-0.06546532362699509,
0.0005018356605432928,
-0.04477306455373764,
-0.03884253650903702,
-0.06288046389818192,
-0.09640825539827347,
-0.027789443731307983,
0.0392678827047348,
0.03089950978755951,
0.002762584248557687,
0.005021764896810055,
0.04943295195698738,
0.049050044268369675,
0.00993918627500534,
-0.023080207407474518,
-0.0549168698489666,
-0.01873224414885044,
-0.00512457313016057,
0.07426272332668304,
-0.010319611057639122,
-0.03953370079398155,
-0.0035878331400454044,
0.018068047240376472,
0.08774107694625854,
-0.09761905670166016,
-0.009343883022665977,
-0.03636467456817627,
-0.025171754881739616,
0.06037089228630066,
0.0040556141175329685,
-0.010815159417688847,
0.054343532770872116,
-0.024930119514465332,
0.012080894783139229,
-0.032269977033138275,
-0.019087327644228935,
-0.035195957869291306,
-0.04363557696342468,
0.027742836624383926,
-0.039025966078042984,
0.017910903319716454,
0.04920722916722298,
-0.08390940725803375,
0.00844238605350256,
0.020433763042092323,
-0.06430533528327942,
0.014925138093531132,
-0.011278371326625347,
-0.021262655034661293,
0.007273761089891195,
0.014669434167444706,
0.06559258699417114,
-0.038003209978342056,
-0.05695420876145363,
0.07397300004959106,
-0.10401815176010132,
0.033623840659856796,
0.04079058766365051,
0.07453623414039612,
-0.01900429092347622,
0.009155364707112312,
0.008030596189200878,
-0.06841634213924408,
0.015911301597952843,
-0.11340142786502838,
0.04886780306696892,
-0.018183548003435135,
-0.03152524307370186,
-0.04289572313427925,
0.010993230156600475,
-0.015169302932918072,
-0.06362095475196838,
0.03866253048181534,
-0.03361116722226143,
-0.07045953720808029,
-0.010143088176846504,
-0.038466185331344604,
-0.031342122703790665,
0.06507056951522827,
0.04773794114589691,
0.0048660580068826675,
0.0413641519844532,
-0.053729429841041565,
0.015168246813118458,
-0.016120554879307747,
0.030821889638900757,
-0.000872130854986608,
0.0018324918346479535,
-0.06609893590211868,
-4.1791686555825436e-8,
-0.04890470951795578,
-0.0554063580930233,
-0.013395764864981174,
-0.03634626045823097,
0.07850630581378937,
-0.0008268174715340137,
0.005313970614224672,
-0.07869751006364822,
0.015811022371053696,
0.01753474771976471,
0.01219827588647604,
-0.05962199717760086,
0.024329327046871185,
0.07548920810222626,
-0.06640379875898361,
-0.03222695738077164,
-0.06846927106380463,
-0.03738705441355705,
-0.012318113818764687,
-0.019674913957715034,
-0.04929013177752495,
0.005780322942882776,
0.0015245203394442797,
0.06271177530288696,
0.003775254590436816,
0.00005463258639792912,
0.0701068788766861,
-0.0252922922372818,
0.006289443001151085,
-0.032007887959480286,
-0.05037333816289902,
-0.01669122278690338,
0.01972035877406597,
0.09183420240879059,
-0.08514469861984253,
0.0576462522149086,
-0.09291797876358032,
0.08189532160758972,
-0.06466729938983917,
-0.027124527841806412,
0.03518817573785782,
0.032911267131567,
0.0493997298181057,
0.015976205468177795,
-0.02416188083589077,
0.04194154217839241,
0.003192652016878128,
0.05560728535056114,
0.012585066258907318,
0.037406161427497864,
0.019173583015799522,
0.06106096878647804,
-0.04749108478426933,
-0.01885976456105709,
-0.009558463469147682,
-0.05266415327787399,
0.003138466039672494,
-0.11292348802089691,
0.07423663884401321,
-0.04283450171351433,
-0.019708991050720215,
0.05115172266960144,
-0.09751862287521362,
0.007966320030391216
] | null | null | null | null | null | null | null |
[
0.045470111072063446,
0.015727344900369644,
-0.06065965071320534,
0.07190775871276855,
-0.004920360632240772,
-0.01085268147289753,
0.07777147740125656,
-0.016683408990502357,
0.02596818469464779,
0.05112588405609131,
-0.007984984666109085,
-0.011876686476171017,
0.030454950407147408,
0.010527100414037704,
-0.00932298880070448,
-0.02283487841486931,
0.12398409098386765,
-0.0962810292840004,
0.008096635341644287,
-0.06153298541903496,
-0.010796217247843742,
-0.024234510958194733,
0.04919019341468811,
0.08573359251022339,
0.047620851546525955,
0.027343053370714188,
0.04883960261940956,
-0.02299637161195278,
0.018425332382321358,
0.0706465095281601,
-0.0024463420268148184,
-0.0029587268363684416,
0.047511450946331024,
-0.038573965430259705,
0.04044855758547783,
0.011503788642585278,
0.01826721616089344,
0.09046340733766556,
-0.040123101323843,
0.050035249441862106,
-0.05888921394944191,
0.061449822038412094,
-0.057857245206832886,
-0.00535821495577693,
-0.12355811893939972,
-0.012674445286393166,
-0.05882389470934868,
0.05018327757716179,
-0.04522828012704849,
-0.06747232377529144,
0.08881030231714249,
0.037583667784929276,
-0.020487332716584206,
0.14307698607444763,
0.05041253939270973,
0.04036916792392731,
-0.05867768079042435,
-0.03153996542096138,
0.04826471209526062,
-0.008838042616844177,
0.0388171561062336,
-0.06645660847425461,
0.06780655682086945,
-0.009814061224460602,
-0.010081946849822998,
0.029249487444758415,
0.03406417742371559,
0.04977703094482422,
0.015209167264401913,
-0.08375852555036545,
-0.013489251025021076,
0.005271971225738525,
0.08403655886650085,
-0.018946751952171326,
0.04173595830798149,
0.08183364570140839,
-0.008641177788376808,
-0.06465903669595718,
0.030776195228099823,
0.03781067952513695,
0.05516107752919197,
0.09348171204328537,
-0.04122298210859299,
-0.07972384989261627,
0.08909031748771667,
0.0059808846563100815,
-0.028478587046265602,
-0.06769975274801254,
0.05179417133331299,
-0.08690708875656128,
-0.07204359769821167,
-0.013502586632966995,
-0.010417246259748936,
-0.005201494786888361,
-0.04650306701660156,
-0.07324869185686111,
0.0030364154372364283,
-0.0463995523750782,
0.01997062750160694,
0.04344523325562477,
0.027031531557440758,
-0.04286688193678856,
-0.022366441786289215,
-0.06229817867279053,
-0.024404488503932953,
-0.03438804671168327,
-0.022253982722759247,
0.06268110871315002,
0.08328206837177277,
0.03478902578353882,
0.05123141035437584,
0.09988530725240707,
0.00044278908171691,
0.058559074997901917,
-0.14966994524002075,
0.07102091610431671,
0.11974374204874039,
0.024382920935750008,
0.04832613468170166,
0.028625033795833588,
0.011841123923659325,
-0.0707305297255516,
0.03459103778004646,
0.035762298852205276,
0.14506137371063232,
-0.033152274787425995,
-0.02056135982275009,
-2.9977776063019125e-34,
-0.10386449098587036,
-0.02063591405749321,
0.023210421204566956,
-0.030824465677142143,
0.008915664628148079,
-0.04085904359817505,
-0.05428965389728546,
0.0015226820250973105,
-0.02615911141037941,
-0.04909893497824669,
-0.0016091166762635112,
0.062281373888254166,
0.025865251198410988,
0.008095075376331806,
0.018484462052583694,
0.0027034671511501074,
0.01438235305249691,
0.02055668830871582,
0.02335609309375286,
-0.14222778379917145,
0.031740110367536545,
-0.052506640553474426,
0.009867370128631592,
0.014009901322424412,
-0.03037266619503498,
0.028387047350406647,
0.015628959983587265,
-0.0314796157181263,
0.090293750166893,
0.04450439661741257,
0.004378960467875004,
-0.038686398416757584,
0.05546940490603447,
0.07162772864103317,
-0.00765186408534646,
0.0828285664319992,
0.025819197297096252,
-0.06200514733791351,
0.04524470865726471,
-0.03327334299683571,
0.0032906695269048214,
0.011458255350589752,
0.036568086594343185,
-0.07676026225090027,
0.024050941690802574,
-0.0486508309841156,
0.0736926719546318,
0.03430645167827606,
-0.07717843353748322,
-0.014291372150182724,
-0.06526462733745575,
-0.07749579101800919,
0.028926042839884758,
0.08664439618587494,
0.05576063692569733,
-0.0066313003189861774,
-0.004891297779977322,
-0.017032770439982414,
0.1067325621843338,
0.06949375569820404,
-0.04302512854337692,
-0.0585801862180233,
-0.09074960649013519,
-0.01862531155347824,
0.09067989885807037,
-0.016625793650746346,
0.02440682239830494,
0.06133574619889259,
0.04273812100291252,
0.0047484771348536015,
0.06780679523944855,
0.0015289403963834047,
-0.03974856808781624,
0.053227610886096954,
-0.038954172283411026,
0.009297643788158894,
-0.0035873951856046915,
0.10766851156949997,
-0.16340729594230652,
0.048781730234622955,
-0.029383137822151184,
-0.028522878885269165,
-0.07822921127080917,
0.02664981409907341,
0.012225119397044182,
-0.016528120264410973,
0.004203060641884804,
0.019654424861073494,
-0.1017853245139122,
0.0077485209330916405,
-0.061379678547382355,
0.06519877165555954,
0.05363840237259865,
0.032184384763240814,
-0.041558220982551575,
-8.832614960910743e-34,
-0.06692680716514587,
0.06927593797445297,
0.012592978775501251,
-0.0042786686681210995,
0.060481540858745575,
-0.05650363489985466,
-0.06546532362699509,
0.0005018356605432928,
-0.04477306455373764,
-0.03884253650903702,
-0.06288046389818192,
-0.09640825539827347,
-0.027789443731307983,
0.0392678827047348,
0.03089950978755951,
0.002762584248557687,
0.005021764896810055,
0.04943295195698738,
0.049050044268369675,
0.00993918627500534,
-0.023080207407474518,
-0.0549168698489666,
-0.01873224414885044,
-0.00512457313016057,
0.07426272332668304,
-0.010319611057639122,
-0.03953370079398155,
-0.0035878331400454044,
0.018068047240376472,
0.08774107694625854,
-0.09761905670166016,
-0.009343883022665977,
-0.03636467456817627,
-0.025171754881739616,
0.06037089228630066,
0.0040556141175329685,
-0.010815159417688847,
0.054343532770872116,
-0.024930119514465332,
0.012080894783139229,
-0.032269977033138275,
-0.019087327644228935,
-0.035195957869291306,
-0.04363557696342468,
0.027742836624383926,
-0.039025966078042984,
0.017910903319716454,
0.04920722916722298,
-0.08390940725803375,
0.00844238605350256,
0.020433763042092323,
-0.06430533528327942,
0.014925138093531132,
-0.011278371326625347,
-0.021262655034661293,
0.007273761089891195,
0.014669434167444706,
0.06559258699417114,
-0.038003209978342056,
-0.05695420876145363,
0.07397300004959106,
-0.10401815176010132,
0.033623840659856796,
0.04079058766365051,
0.07453623414039612,
-0.01900429092347622,
0.009155364707112312,
0.008030596189200878,
-0.06841634213924408,
0.015911301597952843,
-0.11340142786502838,
0.04886780306696892,
-0.018183548003435135,
-0.03152524307370186,
-0.04289572313427925,
0.010993230156600475,
-0.015169302932918072,
-0.06362095475196838,
0.03866253048181534,
-0.03361116722226143,
-0.07045953720808029,
-0.010143088176846504,
-0.038466185331344604,
-0.031342122703790665,
0.06507056951522827,
0.04773794114589691,
0.0048660580068826675,
0.0413641519844532,
-0.053729429841041565,
0.015168246813118458,
-0.016120554879307747,
0.030821889638900757,
-0.000872130854986608,
0.0018324918346479535,
-0.06609893590211868,
-4.1791686555825436e-8,
-0.04890470951795578,
-0.0554063580930233,
-0.013395764864981174,
-0.03634626045823097,
0.07850630581378937,
-0.0008268174715340137,
0.005313970614224672,
-0.07869751006364822,
0.015811022371053696,
0.01753474771976471,
0.01219827588647604,
-0.05962199717760086,
0.024329327046871185,
0.07548920810222626,
-0.06640379875898361,
-0.03222695738077164,
-0.06846927106380463,
-0.03738705441355705,
-0.012318113818764687,
-0.019674913957715034,
-0.04929013177752495,
0.005780322942882776,
0.0015245203394442797,
0.06271177530288696,
0.003775254590436816,
0.00005463258639792912,
0.0701068788766861,
-0.0252922922372818,
0.006289443001151085,
-0.032007887959480286,
-0.05037333816289902,
-0.01669122278690338,
0.01972035877406597,
0.09183420240879059,
-0.08514469861984253,
0.0576462522149086,
-0.09291797876358032,
0.08189532160758972,
-0.06466729938983917,
-0.027124527841806412,
0.03518817573785782,
0.032911267131567,
0.0493997298181057,
0.015976205468177795,
-0.02416188083589077,
0.04194154217839241,
0.003192652016878128,
0.05560728535056114,
0.012585066258907318,
0.037406161427497864,
0.019173583015799522,
0.06106096878647804,
-0.04749108478426933,
-0.01885976456105709,
-0.009558463469147682,
-0.05266415327787399,
0.003138466039672494,
-0.11292348802089691,
0.07423663884401321,
-0.04283450171351433,
-0.019708991050720215,
0.05115172266960144,
-0.09751862287521362,
0.007966320030391216
] |
1402.5492
|
\"Ozg\"ur \"Ozkan
|
Pooya Davoodi, Jeremy T. Fineman, John Iacono, \"Ozg\"ur \"Ozkan
|
Cache-Oblivious Persistence
| null | null | null | null |
cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Partial persistence is a general transformation that takes a data structure
and allows queries to be executed on any past state of the structure. The
cache-oblivious model is the leading model of a modern multi-level memory
hierarchy.We present the first general transformation for making
cache-oblivious model data structures partially persistent.
|
[
{
"created": "Sat, 22 Feb 2014 08:08:23 GMT",
"version": "v1"
},
{
"created": "Tue, 1 Jul 2014 04:56:48 GMT",
"version": "v2"
}
] |
2014-07-02
|
[
[
"Davoodi",
"Pooya",
""
],
[
"Fineman",
"Jeremy T.",
""
],
[
"Iacono",
"John",
""
],
[
"Özkan",
"Özgür",
""
]
] |
[
-0.03617597371339798,
0.009542040526866913,
-0.06154846400022507,
0.06378455460071564,
-0.05897003784775734,
-0.07867470383644104,
-0.008220551535487175,
-0.03873921185731888,
0.03242674097418785,
-0.028869586065411568,
0.011599174700677395,
0.06832615286111832,
0.04484277591109276,
-0.01605048030614853,
0.048996780067682266,
0.029935162514448166,
0.01448198314756155,
0.0330006405711174,
-0.05713130533695221,
-0.06697951257228851,
0.0022190313320606947,
0.02540617622435093,
-0.01792815327644348,
0.0387573167681694,
-0.020999565720558167,
0.019378967583179474,
0.04908275231719017,
-0.05970439687371254,
0.04804316908121109,
-0.046149399131536484,
0.008109357208013535,
0.03469490259885788,
-0.04538590833544731,
0.06767529994249344,
0.023883653804659843,
0.027477486059069633,
-0.027354750782251358,
-0.06711220741271973,
-0.042053233832120895,
-0.0644954964518547,
-0.03165604546666145,
0.05867942050099373,
-0.08469852805137634,
0.03486887738108635,
-0.005641452036798,
-0.009217239916324615,
0.032454006373882294,
0.027137648314237595,
-0.07131029665470123,
-0.05080267786979675,
-0.039580777287483215,
-0.007536295335739851,
-0.05913953855633736,
0.05271989107131958,
0.0414896234869957,
0.05986674129962921,
-0.05469139665365219,
-0.020769286900758743,
-0.08529556542634964,
0.06826703250408173,
-0.03908495604991913,
-0.009027489461004734,
0.015285451896488667,
-0.00031862978357821703,
-0.022590823471546173,
0.07141277194023132,
0.06836000084877014,
-0.00333094852976501,
0.10707470774650574,
-0.0045152329839766026,
-0.013498361222445965,
0.028030233457684517,
-0.09071347862482071,
0.014990993775427341,
-0.013261382468044758,
0.011428534053266048,
0.007988442666828632,
-0.05204681307077408,
0.04030201584100723,
-0.020721152424812317,
-0.06670638918876648,
-0.013207687996327877,
-0.02486640028655529,
-0.002937115728855133,
0.0431651845574379,
-0.07106625288724899,
0.0697827935218811,
-0.04506576433777809,
0.06104801967740059,
-0.05542748048901558,
0.01894199103116989,
-0.04778849333524704,
0.046750765293836594,
0.004082958679646254,
-0.029977258294820786,
-0.040971800684928894,
0.11098451912403107,
0.0437539666891098,
-0.01401040330529213,
0.01518977154046297,
0.053665488958358765,
0.11994866281747818,
-0.002247010124847293,
0.04644276574254036,
-0.006398800294846296,
-0.007103810086846352,
0.0008397911442443728,
-0.006193835753947496,
-0.0819651260972023,
-0.008864951319992542,
-0.017601095139980316,
0.032596733421087265,
0.018892671912908554,
-0.011289522983133793,
-0.03851377218961716,
-0.11051145941019058,
-0.042477719485759735,
-0.05841030925512314,
-0.026555383577942848,
0.02239723689854145,
0.061904773116111755,
0.022094419226050377,
0.010277753695845604,
0.07269158959388733,
-0.041866693645715714,
-0.01288855541497469,
-0.07100774347782135,
-1.2714474751215146e-33,
0.013424350880086422,
-0.0055069043301045895,
-0.0476861335337162,
0.019352415576577187,
0.0015722636599093676,
0.0384107381105423,
0.0779799148440361,
0.03163975849747658,
-0.04715612530708313,
0.06451486051082611,
0.07546817511320114,
0.03998039290308952,
-0.04838661476969719,
0.00565139576792717,
0.0828571766614914,
0.06420084089040756,
0.02768702059984207,
0.06451556831598282,
0.07298918068408966,
-0.05575020983815193,
0.044532403349876404,
0.15464970469474792,
-0.04563193395733833,
-0.055380962789058685,
0.10134992003440857,
0.017319368198513985,
-0.02455887943506241,
-0.0015449731145054102,
-0.05424026772379875,
0.02875000424683094,
-0.03890141099691391,
-0.0036857498344033957,
-0.013626305386424065,
0.03034520149230957,
0.016639620065689087,
0.02803950011730194,
0.004024814814329147,
-0.04358699917793274,
0.02797163836658001,
-0.1062941774725914,
0.049797799438238144,
0.004808754660189152,
0.018976861611008644,
-0.07026651501655579,
-0.11373084038496017,
-0.07677212357521057,
-0.04380636289715767,
0.071070596575737,
0.0011625243350863457,
-0.03332681208848953,
0.0470145158469677,
0.02518700435757637,
-0.08354518562555313,
0.015421693213284016,
-0.016300398856401443,
-0.04937879741191864,
-0.006534936372190714,
0.013693444430828094,
0.021989649161696434,
0.13562826812267303,
-0.037071891129016876,
-0.006280061323195696,
-0.020930686965584755,
0.03791282698512077,
-0.011980312876403332,
0.024061255156993866,
-0.07084489613771439,
-0.014320120215415955,
0.07662932574748993,
0.018650492653250694,
0.011271433904767036,
0.008398938924074173,
0.0180928073823452,
-0.003917039837688208,
-0.07430208474397659,
-0.01899235136806965,
-0.00793671328574419,
-0.10924433171749115,
0.0005309394327923656,
-0.010411668568849564,
0.0666121244430542,
-0.04159972444176674,
-0.0248186606913805,
0.09565068036317825,
-0.028771817684173584,
-0.05477236956357956,
0.03210066258907318,
-0.010462198406457901,
-0.09677448868751526,
0.046164266765117645,
-0.024120742455124855,
-0.034174855798482895,
0.1745990812778473,
-0.06218872219324112,
-0.0018584217177703977,
-1.1349967337265365e-33,
0.03214556351304054,
-0.05978204682469368,
-0.03281290829181671,
0.04277908056974411,
-0.02214808575809002,
-0.054776594042778015,
-0.021109769120812416,
-0.009683120995759964,
-0.08653980493545532,
-0.08142223209142685,
-0.06772637367248535,
0.048674020916223526,
0.07303593307733536,
-0.00020399561617523432,
0.05500521883368492,
0.0683693066239357,
0.017999185249209404,
-0.1140308603644371,
-0.03297686576843262,
0.045354124158620834,
-0.046141527593135834,
0.027209777384996414,
-0.09781507402658463,
0.036036837846040726,
0.033002160489559174,
0.017592400312423706,
-0.09425268322229385,
0.0499761700630188,
0.02543797716498375,
0.029820365831255913,
-0.030869686976075172,
-0.07054169476032257,
0.0160364992916584,
-0.1268450766801834,
-0.033992353826761246,
-0.045551758259534836,
0.02328336611390114,
0.012384460307657719,
-0.029296673834323883,
-0.024685712531208992,
0.04282243922352791,
-0.022296089679002762,
-0.027295811101794243,
0.00649996567517519,
0.05995646119117737,
-0.025141729041934013,
-0.09975283592939377,
0.05690256133675575,
0.024906210601329803,
-0.02579355798661709,
0.03065650910139084,
0.02264394983649254,
0.023301273584365845,
0.013517807237803936,
0.0770532488822937,
0.029820134863257408,
-0.09048610925674438,
0.019720224663615227,
0.09091151505708694,
-0.022334329783916473,
0.05370950326323509,
-0.08508720248937607,
-0.023971233516931534,
-0.031027013435959816,
-0.008626862429082394,
-0.013024470768868923,
-0.03174145892262459,
-0.03024897910654545,
-0.09091450273990631,
-0.03204711899161339,
0.04443196952342987,
-0.018183691427111626,
-0.05053174868226051,
-0.010685300454497337,
0.04170655459165573,
-0.017312509939074516,
-0.01689484715461731,
-0.03433262184262276,
0.060641154646873474,
0.05575167015194893,
-0.05816555395722389,
0.018396051600575447,
-0.005696461070328951,
0.018839605152606964,
0.01523594930768013,
-0.05579996481537819,
-0.015780504792928696,
-0.022463349625468254,
0.015275020152330399,
-0.005143444053828716,
0.0027183948550373316,
-0.038122035562992096,
-0.093498095870018,
-0.03339213505387306,
-0.02883951924741268,
-3.150720928601913e-8,
-0.00865587405860424,
-0.04336613416671753,
0.046104639768600464,
0.0983409434556961,
0.12298885732889175,
-0.09016691893339157,
0.003205702407285571,
0.05730743706226349,
0.015382779762148857,
0.01824905350804329,
0.11036700010299683,
-0.003789884503930807,
-0.008340241387486458,
-0.07915347069501877,
0.06334634870290756,
0.06009000167250633,
0.03468462452292442,
-0.0710131898522377,
-0.040290940552949905,
0.02644978277385235,
-0.09406155347824097,
0.07155580073595047,
-0.026899758726358414,
0.06908036768436432,
0.07888247817754745,
-0.03249528631567955,
0.0874980166554451,
0.08072266727685928,
0.07461649179458618,
0.1284678429365158,
0.007067393511533737,
-0.042837657034397125,
0.093788281083107,
0.02529694139957428,
0.048042599111795425,
0.010378709994256496,
0.028191441670060158,
0.06247943639755249,
-0.08977951109409332,
-0.0432191863656044,
0.008704232051968575,
-0.05102469027042389,
-0.03342883661389351,
0.12034902721643448,
0.057174038141965866,
-0.0036767541896551847,
-0.00915419589728117,
-0.03474392369389534,
0.009796728380024433,
0.004923279397189617,
-0.0727543905377388,
0.02925233729183674,
-0.05326458066701889,
0.0625201016664505,
-0.015990132465958595,
-0.02111899107694626,
0.018208013847470284,
0.03235449269413948,
-0.0027789436280727386,
0.025990353897213936,
0.08043824136257172,
-0.0016417381120845675,
0.001000631833449006,
0.01860237680375576
] | null | null | null | null | null | null | null |
[
-0.03617597371339798,
0.009542040526866913,
-0.06154846400022507,
0.06378455460071564,
-0.05897003784775734,
-0.07867470383644104,
-0.008220551535487175,
-0.03873921185731888,
0.03242674097418785,
-0.028869586065411568,
0.011599174700677395,
0.06832615286111832,
0.04484277591109276,
-0.01605048030614853,
0.048996780067682266,
0.029935162514448166,
0.01448198314756155,
0.0330006405711174,
-0.05713130533695221,
-0.06697951257228851,
0.0022190313320606947,
0.02540617622435093,
-0.01792815327644348,
0.0387573167681694,
-0.020999565720558167,
0.019378967583179474,
0.04908275231719017,
-0.05970439687371254,
0.04804316908121109,
-0.046149399131536484,
0.008109357208013535,
0.03469490259885788,
-0.04538590833544731,
0.06767529994249344,
0.023883653804659843,
0.027477486059069633,
-0.027354750782251358,
-0.06711220741271973,
-0.042053233832120895,
-0.0644954964518547,
-0.03165604546666145,
0.05867942050099373,
-0.08469852805137634,
0.03486887738108635,
-0.005641452036798,
-0.009217239916324615,
0.032454006373882294,
0.027137648314237595,
-0.07131029665470123,
-0.05080267786979675,
-0.039580777287483215,
-0.007536295335739851,
-0.05913953855633736,
0.05271989107131958,
0.0414896234869957,
0.05986674129962921,
-0.05469139665365219,
-0.020769286900758743,
-0.08529556542634964,
0.06826703250408173,
-0.03908495604991913,
-0.009027489461004734,
0.015285451896488667,
-0.00031862978357821703,
-0.022590823471546173,
0.07141277194023132,
0.06836000084877014,
-0.00333094852976501,
0.10707470774650574,
-0.0045152329839766026,
-0.013498361222445965,
0.028030233457684517,
-0.09071347862482071,
0.014990993775427341,
-0.013261382468044758,
0.011428534053266048,
0.007988442666828632,
-0.05204681307077408,
0.04030201584100723,
-0.020721152424812317,
-0.06670638918876648,
-0.013207687996327877,
-0.02486640028655529,
-0.002937115728855133,
0.0431651845574379,
-0.07106625288724899,
0.0697827935218811,
-0.04506576433777809,
0.06104801967740059,
-0.05542748048901558,
0.01894199103116989,
-0.04778849333524704,
0.046750765293836594,
0.004082958679646254,
-0.029977258294820786,
-0.040971800684928894,
0.11098451912403107,
0.0437539666891098,
-0.01401040330529213,
0.01518977154046297,
0.053665488958358765,
0.11994866281747818,
-0.002247010124847293,
0.04644276574254036,
-0.006398800294846296,
-0.007103810086846352,
0.0008397911442443728,
-0.006193835753947496,
-0.0819651260972023,
-0.008864951319992542,
-0.017601095139980316,
0.032596733421087265,
0.018892671912908554,
-0.011289522983133793,
-0.03851377218961716,
-0.11051145941019058,
-0.042477719485759735,
-0.05841030925512314,
-0.026555383577942848,
0.02239723689854145,
0.061904773116111755,
0.022094419226050377,
0.010277753695845604,
0.07269158959388733,
-0.041866693645715714,
-0.01288855541497469,
-0.07100774347782135,
-1.2714474751215146e-33,
0.013424350880086422,
-0.0055069043301045895,
-0.0476861335337162,
0.019352415576577187,
0.0015722636599093676,
0.0384107381105423,
0.0779799148440361,
0.03163975849747658,
-0.04715612530708313,
0.06451486051082611,
0.07546817511320114,
0.03998039290308952,
-0.04838661476969719,
0.00565139576792717,
0.0828571766614914,
0.06420084089040756,
0.02768702059984207,
0.06451556831598282,
0.07298918068408966,
-0.05575020983815193,
0.044532403349876404,
0.15464970469474792,
-0.04563193395733833,
-0.055380962789058685,
0.10134992003440857,
0.017319368198513985,
-0.02455887943506241,
-0.0015449731145054102,
-0.05424026772379875,
0.02875000424683094,
-0.03890141099691391,
-0.0036857498344033957,
-0.013626305386424065,
0.03034520149230957,
0.016639620065689087,
0.02803950011730194,
0.004024814814329147,
-0.04358699917793274,
0.02797163836658001,
-0.1062941774725914,
0.049797799438238144,
0.004808754660189152,
0.018976861611008644,
-0.07026651501655579,
-0.11373084038496017,
-0.07677212357521057,
-0.04380636289715767,
0.071070596575737,
0.0011625243350863457,
-0.03332681208848953,
0.0470145158469677,
0.02518700435757637,
-0.08354518562555313,
0.015421693213284016,
-0.016300398856401443,
-0.04937879741191864,
-0.006534936372190714,
0.013693444430828094,
0.021989649161696434,
0.13562826812267303,
-0.037071891129016876,
-0.006280061323195696,
-0.020930686965584755,
0.03791282698512077,
-0.011980312876403332,
0.024061255156993866,
-0.07084489613771439,
-0.014320120215415955,
0.07662932574748993,
0.018650492653250694,
0.011271433904767036,
0.008398938924074173,
0.0180928073823452,
-0.003917039837688208,
-0.07430208474397659,
-0.01899235136806965,
-0.00793671328574419,
-0.10924433171749115,
0.0005309394327923656,
-0.010411668568849564,
0.0666121244430542,
-0.04159972444176674,
-0.0248186606913805,
0.09565068036317825,
-0.028771817684173584,
-0.05477236956357956,
0.03210066258907318,
-0.010462198406457901,
-0.09677448868751526,
0.046164266765117645,
-0.024120742455124855,
-0.034174855798482895,
0.1745990812778473,
-0.06218872219324112,
-0.0018584217177703977,
-1.1349967337265365e-33,
0.03214556351304054,
-0.05978204682469368,
-0.03281290829181671,
0.04277908056974411,
-0.02214808575809002,
-0.054776594042778015,
-0.021109769120812416,
-0.009683120995759964,
-0.08653980493545532,
-0.08142223209142685,
-0.06772637367248535,
0.048674020916223526,
0.07303593307733536,
-0.00020399561617523432,
0.05500521883368492,
0.0683693066239357,
0.017999185249209404,
-0.1140308603644371,
-0.03297686576843262,
0.045354124158620834,
-0.046141527593135834,
0.027209777384996414,
-0.09781507402658463,
0.036036837846040726,
0.033002160489559174,
0.017592400312423706,
-0.09425268322229385,
0.0499761700630188,
0.02543797716498375,
0.029820365831255913,
-0.030869686976075172,
-0.07054169476032257,
0.0160364992916584,
-0.1268450766801834,
-0.033992353826761246,
-0.045551758259534836,
0.02328336611390114,
0.012384460307657719,
-0.029296673834323883,
-0.024685712531208992,
0.04282243922352791,
-0.022296089679002762,
-0.027295811101794243,
0.00649996567517519,
0.05995646119117737,
-0.025141729041934013,
-0.09975283592939377,
0.05690256133675575,
0.024906210601329803,
-0.02579355798661709,
0.03065650910139084,
0.02264394983649254,
0.023301273584365845,
0.013517807237803936,
0.0770532488822937,
0.029820134863257408,
-0.09048610925674438,
0.019720224663615227,
0.09091151505708694,
-0.022334329783916473,
0.05370950326323509,
-0.08508720248937607,
-0.023971233516931534,
-0.031027013435959816,
-0.008626862429082394,
-0.013024470768868923,
-0.03174145892262459,
-0.03024897910654545,
-0.09091450273990631,
-0.03204711899161339,
0.04443196952342987,
-0.018183691427111626,
-0.05053174868226051,
-0.010685300454497337,
0.04170655459165573,
-0.017312509939074516,
-0.01689484715461731,
-0.03433262184262276,
0.060641154646873474,
0.05575167015194893,
-0.05816555395722389,
0.018396051600575447,
-0.005696461070328951,
0.018839605152606964,
0.01523594930768013,
-0.05579996481537819,
-0.015780504792928696,
-0.022463349625468254,
0.015275020152330399,
-0.005143444053828716,
0.0027183948550373316,
-0.038122035562992096,
-0.093498095870018,
-0.03339213505387306,
-0.02883951924741268,
-3.150720928601913e-8,
-0.00865587405860424,
-0.04336613416671753,
0.046104639768600464,
0.0983409434556961,
0.12298885732889175,
-0.09016691893339157,
0.003205702407285571,
0.05730743706226349,
0.015382779762148857,
0.01824905350804329,
0.11036700010299683,
-0.003789884503930807,
-0.008340241387486458,
-0.07915347069501877,
0.06334634870290756,
0.06009000167250633,
0.03468462452292442,
-0.0710131898522377,
-0.040290940552949905,
0.02644978277385235,
-0.09406155347824097,
0.07155580073595047,
-0.026899758726358414,
0.06908036768436432,
0.07888247817754745,
-0.03249528631567955,
0.0874980166554451,
0.08072266727685928,
0.07461649179458618,
0.1284678429365158,
0.007067393511533737,
-0.042837657034397125,
0.093788281083107,
0.02529694139957428,
0.048042599111795425,
0.010378709994256496,
0.028191441670060158,
0.06247943639755249,
-0.08977951109409332,
-0.0432191863656044,
0.008704232051968575,
-0.05102469027042389,
-0.03342883661389351,
0.12034902721643448,
0.057174038141965866,
-0.0036767541896551847,
-0.00915419589728117,
-0.03474392369389534,
0.009796728380024433,
0.004923279397189617,
-0.0727543905377388,
0.02925233729183674,
-0.05326458066701889,
0.0625201016664505,
-0.015990132465958595,
-0.02111899107694626,
0.018208013847470284,
0.03235449269413948,
-0.0027789436280727386,
0.025990353897213936,
0.08043824136257172,
-0.0016417381120845675,
0.001000631833449006,
0.01860237680375576
] |
1402.5495
|
Micha{\l} Stronkowski
|
Wojciech Dzik and Michal M. Stronkowski
|
Almost structural completeness; an algebraic approach
| null | null | null | null |
math.LO cs.LO math.RA
|
http://creativecommons.org/licenses/by-nc-sa/3.0/
|
A deductive system is structurally complete if its admissible inference rules
are derivable. For several important systems, like modal logic S5, failure of
structural completeness is caused only by the underivability of passive rules,
i.e. rules that can not be applied to theorems of the system. Neglecting
passive rules leads to the notion of almost structural completeness, that
means, derivablity of admissible non-passive rules. Almost structural
completeness for quasivarieties and varieties of general algebras is
investigated here by purely algebraic means. The results apply to all
algebraizable deductive systems.
Firstly, various characterizations of almost structurally complete
quasivarieties are presented. Two of them are general: expressed with finitely
presented algebras, and with subdirectly irreducible algebras. One is
restricted to quasivarieties with finite model property and equationally
definable principal relative congruences, where the condition is verifiable on
finite subdirectly irreducible algebras.
Secondly, examples of almost structurally complete varieties are provided
Particular emphasis is put on varieties of closure algebras, that are known to
constitute adequate semantics for normal extensions of S4 modal logic. A
certain infinite family of such almost structurally complete, but not
structurally complete, varieties is constructed. Every variety from this family
has a finitely presented unifiable algebra which does not embed into any free
algebra for this variety. Hence unification in it is not unitary. This shows
that almost structural completeness is strictly weaker than projective
unification for varieties of closure algebras.
|
[
{
"created": "Sat, 22 Feb 2014 08:42:03 GMT",
"version": "v1"
},
{
"created": "Fri, 22 Aug 2014 20:51:18 GMT",
"version": "v2"
}
] |
2014-08-26
|
[
[
"Dzik",
"Wojciech",
""
],
[
"Stronkowski",
"Michal M.",
""
]
] |
[
-0.024957310408353806,
-0.06639215350151062,
0.012355117127299309,
-0.036498479545116425,
0.03586941212415695,
-0.05098101869225502,
-0.0012387001188471913,
-0.01679324544966221,
-0.06341158598661423,
0.0012608850374817848,
0.0444113165140152,
0.003995790611952543,
0.028500273823738098,
0.043681949377059937,
0.019050421193242073,
-0.011654962785542011,
0.01826491951942444,
0.02211400680243969,
-0.07342907786369324,
0.0516444556415081,
0.03361351042985916,
0.03739180415868759,
-0.10305346548557281,
0.0606926754117012,
-0.013158167712390423,
0.019942646846175194,
-0.03080972097814083,
0.004420826677232981,
-0.05888284742832184,
-0.01842620223760605,
-0.0374801941215992,
0.02662409283220768,
-0.05876161903142929,
-0.013694814406335354,
0.022448139265179634,
0.022288186475634575,
0.038443077355623245,
0.014238707721233368,
-0.011149738915264606,
0.07425647974014282,
-0.07232715934515,
0.044303007423877716,
-0.05700577795505524,
0.009291783906519413,
-0.019708942621946335,
-0.03227262198925018,
-0.0040820324793457985,
-0.039222270250320435,
-0.08069224655628204,
-0.03159221261739731,
-0.09652736037969589,
0.018151482567191124,
-0.04605122283101082,
0.026631662622094154,
0.025521250441670418,
-0.11675912141799927,
-0.04297979548573494,
-0.0016273768851533532,
-0.04810988903045654,
-0.08666054159402847,
-0.08305825293064117,
-0.035582736134529114,
-0.020657191053032875,
-0.016292156651616096,
0.01040250901132822,
0.07413400709629059,
0.016539592295885086,
-0.014522642828524113,
0.01992793008685112,
0.014632931910455227,
0.03272603824734688,
-0.0776965320110321,
-0.08816651254892349,
0.05926686152815819,
-0.03335539624094963,
-0.025946689769625664,
0.06123706325888634,
0.017702709883451462,
-0.007050764746963978,
-0.021751461550593376,
-0.05850125104188919,
0.001142222317866981,
0.020497793331742287,
-0.0475047342479229,
0.003922014497220516,
-0.03574223816394806,
0.02128647454082966,
-0.0038557222578674555,
0.056797780096530914,
0.04127490147948265,
0.04055226966738701,
0.030933190137147903,
0.03015100583434105,
0.0631188303232193,
0.06291768699884415,
0.019351638853549957,
0.042902007699012756,
-0.08769968897104263,
0.028627177700400352,
0.0571025125682354,
0.034054502844810486,
0.07286373525857925,
0.027060911059379578,
-0.005795094650238752,
0.07306187599897385,
0.029477160423994064,
0.00817300658673048,
0.024215977638959885,
-0.08309460431337357,
-0.06164140626788139,
-0.04659593850374222,
-0.03952470421791077,
0.04274047911167145,
-0.09326568245887756,
0.016320686787366867,
-0.007580077275633812,
-0.0093809450045228,
0.026226982474327087,
0.09136281162500381,
-0.12247028201818466,
0.10406786948442459,
0.021849457174539566,
0.06941630691289902,
0.04540688171982765,
0.1111326813697815,
-0.016286486759781837,
-0.0697452500462532,
6.751890410277459e-33,
0.003509822068735957,
0.009154755622148514,
-0.034693215042352676,
0.03822731599211693,
-0.07657984644174576,
0.008288046345114708,
0.05895953252911568,
0.08452586829662323,
0.015395935624837875,
0.026063594967126846,
-0.013072174042463303,
0.06744514405727386,
-0.0582607127726078,
0.01692819409072399,
0.08637436479330063,
0.0330561026930809,
0.10866709798574448,
-0.02130764164030552,
-0.03498405963182449,
0.043958451598882675,
0.06617878377437592,
0.036777250468730927,
-0.007021140772849321,
0.0082875220105052,
0.03669239953160286,
-0.01953364536166191,
0.06090790033340454,
0.04118712618947029,
-0.06025480106472969,
-0.006059463135898113,
0.03976522386074066,
-0.08862622082233429,
0.06355156004428864,
0.06682069599628448,
-0.039663054049015045,
0.010179144330322742,
-0.04750823229551315,
-0.015035423450171947,
0.020036544650793076,
-0.016813240945339203,
0.043184634298086166,
0.001214150688610971,
-0.035396501421928406,
0.021019751206040382,
-0.013368944637477398,
-0.021951328963041306,
-0.05381420627236366,
0.06316083669662476,
-0.1303243637084961,
-0.02832355536520481,
0.04124538600444794,
0.03645283728837967,
0.014618796296417713,
-0.09026604890823364,
-0.07280918210744858,
0.029997793957591057,
-0.04912528395652771,
0.04695334658026695,
-0.008313847705721855,
0.07077240198850632,
-0.07942402362823486,
-0.0006635338068008423,
-0.03484760597348213,
-0.02842935174703598,
-0.15553461015224457,
0.0047634500078856945,
-0.13103951513767242,
-0.05977724492549896,
0.10791432112455368,
-0.009401269257068634,
-0.05738992244005203,
0.010562160983681679,
-0.030330434441566467,
0.07014866918325424,
0.06831441819667816,
-0.055444084107875824,
0.03864774852991104,
-0.12533266842365265,
0.0712241381406784,
0.015135133638978004,
-0.07672097533941269,
0.04965079203248024,
-0.02734164148569107,
0.04327451437711716,
-0.0017716733273118734,
-0.056904684752225876,
0.02211816981434822,
-0.04232723265886307,
-0.00999133288860321,
-0.08415026217699051,
-0.03806121274828911,
-0.03893328085541725,
-0.0001626946177566424,
-0.06419391185045242,
0.026607589796185493,
-7.982156185692342e-33,
0.05870679393410683,
-0.06322329491376877,
-0.06757572293281555,
0.06893220543861389,
-0.04194027557969093,
-0.008237949572503567,
-0.0640866607427597,
0.014593507163226604,
-0.008038404397666454,
-0.12214713543653488,
0.037974338978528976,
0.019852111116051674,
0.03459613770246506,
-0.0072824833914637566,
0.0032867228146642447,
0.03810877725481987,
0.078458771109581,
-0.04387916997075081,
-0.036590006202459335,
0.00280848634429276,
0.04697362706065178,
0.09000711143016815,
-0.04459238424897194,
-0.05809558182954788,
0.02705252915620804,
0.012592273764312267,
-0.13241104781627655,
0.021733684465289116,
0.0475025400519371,
0.030934104695916176,
0.03030095249414444,
-0.081845223903656,
-0.04866107925772667,
0.031017377972602844,
-0.0021356442011892796,
0.003602720098569989,
-0.02289549447596073,
0.04460371658205986,
-0.06114695966243744,
0.03080056607723236,
0.013285139575600624,
0.010085039772093296,
-0.020174894481897354,
0.060069914907217026,
0.06308986246585846,
0.01506158709526062,
0.0286345724016428,
0.00525168189778924,
0.04435804858803749,
-0.05595962330698967,
0.016788549721240997,
-0.0368020199239254,
0.08663859963417053,
0.05194032937288284,
0.028241761028766632,
0.026100018993020058,
0.04694307595491409,
-0.05350479483604431,
-0.038130488246679306,
-0.03913087025284767,
0.008804403245449066,
-0.051915545016527176,
0.08130939304828644,
-0.006327290087938309,
0.02593277394771576,
-0.02515314891934395,
0.0012213886948302388,
-0.055870797485113144,
0.062308404594659805,
-0.10126207768917084,
-0.05911273509263992,
-0.013846935704350471,
-0.08452554792165756,
0.010489351116120815,
0.04932466894388199,
0.02812330611050129,
-0.016664840281009674,
0.10044080018997192,
0.04449712112545967,
-0.04173319414258003,
0.03865966945886612,
-0.05362030863761902,
0.022597312927246094,
-0.05550302565097809,
0.04826109856367111,
-0.018949350342154503,
-0.017162157222628593,
-0.027491465210914612,
0.09253207594156265,
0.01503041386604309,
0.07934843003749847,
-0.008641711436212063,
0.04377003014087677,
0.10222186893224716,
0.03246789798140526,
-4.5896282330204485e-8,
0.02636425942182541,
0.023089978843927383,
-0.03333375230431557,
0.011065388098359108,
0.038217730820178986,
-0.011811207048594952,
0.03988208621740341,
-0.04566837102174759,
0.024857301265001297,
-0.04460769146680832,
-0.009550018236041069,
0.05250393599271774,
-0.05718616396188736,
-0.01762232929468155,
0.003026752732694149,
0.03204985335469246,
0.027020247653126717,
0.048417333513498306,
-0.019578808918595314,
0.060706187039613724,
0.036907587200403214,
-0.09651753306388855,
-0.13299129903316498,
0.0610632449388504,
0.007887670770287514,
-0.046409908682107925,
-0.03636986389756203,
-0.005013461224734783,
0.06579401344060898,
0.09214543551206589,
0.051295194774866104,
0.009453590027987957,
0.05967751517891884,
-0.033090732991695404,
0.021335652098059654,
0.025416765362024307,
0.010116874240338802,
-0.0065599181689321995,
-0.041339997202157974,
0.017818531021475792,
0.011574183590710163,
-0.12310075014829636,
-0.03240669518709183,
0.029090583324432373,
0.1303343027830124,
-0.07895191758871078,
0.015299859456717968,
-0.003647716948762536,
-0.035298727452754974,
0.06128276139497757,
-0.0028144794050604105,
0.014978127554059029,
-0.020243866369128227,
-0.02933724969625473,
-0.1350567638874054,
0.0662526935338974,
0.03293091803789139,
0.019649969413876534,
-0.04208984598517418,
-0.08556902408599854,
-0.02111758477985859,
0.08625738322734833,
0.03290468454360962,
-0.0033077204134315252
] | null | null | null | null | null | null | null |
[
-0.024957310408353806,
-0.06639215350151062,
0.012355117127299309,
-0.036498479545116425,
0.03586941212415695,
-0.05098101869225502,
-0.0012387001188471913,
-0.01679324544966221,
-0.06341158598661423,
0.0012608850374817848,
0.0444113165140152,
0.003995790611952543,
0.028500273823738098,
0.043681949377059937,
0.019050421193242073,
-0.011654962785542011,
0.01826491951942444,
0.02211400680243969,
-0.07342907786369324,
0.0516444556415081,
0.03361351042985916,
0.03739180415868759,
-0.10305346548557281,
0.0606926754117012,
-0.013158167712390423,
0.019942646846175194,
-0.03080972097814083,
0.004420826677232981,
-0.05888284742832184,
-0.01842620223760605,
-0.0374801941215992,
0.02662409283220768,
-0.05876161903142929,
-0.013694814406335354,
0.022448139265179634,
0.022288186475634575,
0.038443077355623245,
0.014238707721233368,
-0.011149738915264606,
0.07425647974014282,
-0.07232715934515,
0.044303007423877716,
-0.05700577795505524,
0.009291783906519413,
-0.019708942621946335,
-0.03227262198925018,
-0.0040820324793457985,
-0.039222270250320435,
-0.08069224655628204,
-0.03159221261739731,
-0.09652736037969589,
0.018151482567191124,
-0.04605122283101082,
0.026631662622094154,
0.025521250441670418,
-0.11675912141799927,
-0.04297979548573494,
-0.0016273768851533532,
-0.04810988903045654,
-0.08666054159402847,
-0.08305825293064117,
-0.035582736134529114,
-0.020657191053032875,
-0.016292156651616096,
0.01040250901132822,
0.07413400709629059,
0.016539592295885086,
-0.014522642828524113,
0.01992793008685112,
0.014632931910455227,
0.03272603824734688,
-0.0776965320110321,
-0.08816651254892349,
0.05926686152815819,
-0.03335539624094963,
-0.025946689769625664,
0.06123706325888634,
0.017702709883451462,
-0.007050764746963978,
-0.021751461550593376,
-0.05850125104188919,
0.001142222317866981,
0.020497793331742287,
-0.0475047342479229,
0.003922014497220516,
-0.03574223816394806,
0.02128647454082966,
-0.0038557222578674555,
0.056797780096530914,
0.04127490147948265,
0.04055226966738701,
0.030933190137147903,
0.03015100583434105,
0.0631188303232193,
0.06291768699884415,
0.019351638853549957,
0.042902007699012756,
-0.08769968897104263,
0.028627177700400352,
0.0571025125682354,
0.034054502844810486,
0.07286373525857925,
0.027060911059379578,
-0.005795094650238752,
0.07306187599897385,
0.029477160423994064,
0.00817300658673048,
0.024215977638959885,
-0.08309460431337357,
-0.06164140626788139,
-0.04659593850374222,
-0.03952470421791077,
0.04274047911167145,
-0.09326568245887756,
0.016320686787366867,
-0.007580077275633812,
-0.0093809450045228,
0.026226982474327087,
0.09136281162500381,
-0.12247028201818466,
0.10406786948442459,
0.021849457174539566,
0.06941630691289902,
0.04540688171982765,
0.1111326813697815,
-0.016286486759781837,
-0.0697452500462532,
6.751890410277459e-33,
0.003509822068735957,
0.009154755622148514,
-0.034693215042352676,
0.03822731599211693,
-0.07657984644174576,
0.008288046345114708,
0.05895953252911568,
0.08452586829662323,
0.015395935624837875,
0.026063594967126846,
-0.013072174042463303,
0.06744514405727386,
-0.0582607127726078,
0.01692819409072399,
0.08637436479330063,
0.0330561026930809,
0.10866709798574448,
-0.02130764164030552,
-0.03498405963182449,
0.043958451598882675,
0.06617878377437592,
0.036777250468730927,
-0.007021140772849321,
0.0082875220105052,
0.03669239953160286,
-0.01953364536166191,
0.06090790033340454,
0.04118712618947029,
-0.06025480106472969,
-0.006059463135898113,
0.03976522386074066,
-0.08862622082233429,
0.06355156004428864,
0.06682069599628448,
-0.039663054049015045,
0.010179144330322742,
-0.04750823229551315,
-0.015035423450171947,
0.020036544650793076,
-0.016813240945339203,
0.043184634298086166,
0.001214150688610971,
-0.035396501421928406,
0.021019751206040382,
-0.013368944637477398,
-0.021951328963041306,
-0.05381420627236366,
0.06316083669662476,
-0.1303243637084961,
-0.02832355536520481,
0.04124538600444794,
0.03645283728837967,
0.014618796296417713,
-0.09026604890823364,
-0.07280918210744858,
0.029997793957591057,
-0.04912528395652771,
0.04695334658026695,
-0.008313847705721855,
0.07077240198850632,
-0.07942402362823486,
-0.0006635338068008423,
-0.03484760597348213,
-0.02842935174703598,
-0.15553461015224457,
0.0047634500078856945,
-0.13103951513767242,
-0.05977724492549896,
0.10791432112455368,
-0.009401269257068634,
-0.05738992244005203,
0.010562160983681679,
-0.030330434441566467,
0.07014866918325424,
0.06831441819667816,
-0.055444084107875824,
0.03864774852991104,
-0.12533266842365265,
0.0712241381406784,
0.015135133638978004,
-0.07672097533941269,
0.04965079203248024,
-0.02734164148569107,
0.04327451437711716,
-0.0017716733273118734,
-0.056904684752225876,
0.02211816981434822,
-0.04232723265886307,
-0.00999133288860321,
-0.08415026217699051,
-0.03806121274828911,
-0.03893328085541725,
-0.0001626946177566424,
-0.06419391185045242,
0.026607589796185493,
-7.982156185692342e-33,
0.05870679393410683,
-0.06322329491376877,
-0.06757572293281555,
0.06893220543861389,
-0.04194027557969093,
-0.008237949572503567,
-0.0640866607427597,
0.014593507163226604,
-0.008038404397666454,
-0.12214713543653488,
0.037974338978528976,
0.019852111116051674,
0.03459613770246506,
-0.0072824833914637566,
0.0032867228146642447,
0.03810877725481987,
0.078458771109581,
-0.04387916997075081,
-0.036590006202459335,
0.00280848634429276,
0.04697362706065178,
0.09000711143016815,
-0.04459238424897194,
-0.05809558182954788,
0.02705252915620804,
0.012592273764312267,
-0.13241104781627655,
0.021733684465289116,
0.0475025400519371,
0.030934104695916176,
0.03030095249414444,
-0.081845223903656,
-0.04866107925772667,
0.031017377972602844,
-0.0021356442011892796,
0.003602720098569989,
-0.02289549447596073,
0.04460371658205986,
-0.06114695966243744,
0.03080056607723236,
0.013285139575600624,
0.010085039772093296,
-0.020174894481897354,
0.060069914907217026,
0.06308986246585846,
0.01506158709526062,
0.0286345724016428,
0.00525168189778924,
0.04435804858803749,
-0.05595962330698967,
0.016788549721240997,
-0.0368020199239254,
0.08663859963417053,
0.05194032937288284,
0.028241761028766632,
0.026100018993020058,
0.04694307595491409,
-0.05350479483604431,
-0.038130488246679306,
-0.03913087025284767,
0.008804403245449066,
-0.051915545016527176,
0.08130939304828644,
-0.006327290087938309,
0.02593277394771576,
-0.02515314891934395,
0.0012213886948302388,
-0.055870797485113144,
0.062308404594659805,
-0.10126207768917084,
-0.05911273509263992,
-0.013846935704350471,
-0.08452554792165756,
0.010489351116120815,
0.04932466894388199,
0.02812330611050129,
-0.016664840281009674,
0.10044080018997192,
0.04449712112545967,
-0.04173319414258003,
0.03865966945886612,
-0.05362030863761902,
0.022597312927246094,
-0.05550302565097809,
0.04826109856367111,
-0.018949350342154503,
-0.017162157222628593,
-0.027491465210914612,
0.09253207594156265,
0.01503041386604309,
0.07934843003749847,
-0.008641711436212063,
0.04377003014087677,
0.10222186893224716,
0.03246789798140526,
-4.5896282330204485e-8,
0.02636425942182541,
0.023089978843927383,
-0.03333375230431557,
0.011065388098359108,
0.038217730820178986,
-0.011811207048594952,
0.03988208621740341,
-0.04566837102174759,
0.024857301265001297,
-0.04460769146680832,
-0.009550018236041069,
0.05250393599271774,
-0.05718616396188736,
-0.01762232929468155,
0.003026752732694149,
0.03204985335469246,
0.027020247653126717,
0.048417333513498306,
-0.019578808918595314,
0.060706187039613724,
0.036907587200403214,
-0.09651753306388855,
-0.13299129903316498,
0.0610632449388504,
0.007887670770287514,
-0.046409908682107925,
-0.03636986389756203,
-0.005013461224734783,
0.06579401344060898,
0.09214543551206589,
0.051295194774866104,
0.009453590027987957,
0.05967751517891884,
-0.033090732991695404,
0.021335652098059654,
0.025416765362024307,
0.010116874240338802,
-0.0065599181689321995,
-0.041339997202157974,
0.017818531021475792,
0.011574183590710163,
-0.12310075014829636,
-0.03240669518709183,
0.029090583324432373,
0.1303343027830124,
-0.07895191758871078,
0.015299859456717968,
-0.003647716948762536,
-0.035298727452754974,
0.06128276139497757,
-0.0028144794050604105,
0.014978127554059029,
-0.020243866369128227,
-0.02933724969625473,
-0.1350567638874054,
0.0662526935338974,
0.03293091803789139,
0.019649969413876534,
-0.04208984598517418,
-0.08556902408599854,
-0.02111758477985859,
0.08625738322734833,
0.03290468454360962,
-0.0033077204134315252
] |
1402.5497
|
Chunhua Shen
|
Yan Yan, Chunhua Shen, Hanzi Wang
|
Efficient Semidefinite Spectral Clustering via Lagrange Duality
|
13 pages
| null | null | null |
cs.LG cs.CV
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We propose an efficient approach to semidefinite spectral clustering (SSC),
which addresses the Frobenius normalization with the positive semidefinite
(p.s.d.) constraint for spectral clustering. Compared with the original
Frobenius norm approximation based algorithm, the proposed algorithm can more
accurately find the closest doubly stochastic approximation to the affinity
matrix by considering the p.s.d. constraint. In this paper, SSC is formulated
as a semidefinite programming (SDP) problem. In order to solve the high
computational complexity of SDP, we present a dual algorithm based on the
Lagrange dual formalization. Two versions of the proposed algorithm are
proffered: one with less memory usage and the other with faster convergence
rate. The proposed algorithm has much lower time complexity than that of the
standard interior-point based SDP solvers. Experimental results on both UCI
data sets and real-world image data sets demonstrate that 1) compared with the
state-of-the-art spectral clustering methods, the proposed algorithm achieves
better clustering performance; and 2) our algorithm is much more efficient and
can solve larger-scale SSC problems than those standard interior-point SDP
solvers.
|
[
{
"created": "Sat, 22 Feb 2014 09:39:52 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Yan",
"Yan",
""
],
[
"Shen",
"Chunhua",
""
],
[
"Wang",
"Hanzi",
""
]
] |
[
0.029787767678499222,
-0.0291748046875,
-0.02688577026128769,
-0.020558666437864304,
0.07098419964313507,
0.03455239534378052,
-0.0031353982631117105,
-0.02763867750763893,
-0.024427218362689018,
-0.02171195298433304,
0.007568723987787962,
-0.006816816981881857,
0.014815378934144974,
0.02777578867971897,
0.007524182088673115,
0.02377505414187908,
0.07869631797075272,
0.009198126383125782,
-0.013025903142988682,
0.05121121555566788,
-0.018146751448512077,
0.006623962428420782,
-0.02715412713587284,
0.03067869134247303,
0.060062821954488754,
0.0063223931938409805,
0.07137051224708557,
-0.04045484587550163,
-0.023079346865415573,
0.0589369498193264,
0.026248564943671227,
0.06885749846696854,
0.023222079500555992,
0.01637323759496212,
-0.0029387883841991425,
0.021829919889569283,
0.022036854177713394,
0.03523093834519386,
-0.08378548920154572,
0.025378521531820297,
-0.02066424861550331,
0.042828723788261414,
-0.0546468161046505,
-0.002848635660484433,
-0.011164210736751556,
-0.040033914148807526,
-0.06174567714333534,
-0.010029010474681854,
0.05233446881175041,
-0.031637758016586304,
-0.02809489704668522,
0.05601448193192482,
-0.08814815431833267,
0.02580231986939907,
-0.03909997642040253,
-0.008339394815266132,
0.08059040457010269,
-0.07254635542631149,
0.07318267971277237,
-0.0048044295981526375,
0.039957448840141296,
-0.08721175044775009,
0.034816641360521317,
-0.02779596485197544,
0.04970281943678856,
-0.049026116728782654,
0.0794277936220169,
-0.01966186799108982,
0.06655910611152649,
-0.005788983777165413,
-0.0365128256380558,
0.013933634385466576,
-0.009238204918801785,
0.050081368535757065,
-0.006466923281550407,
-0.013058184646070004,
0.0719028189778328,
-0.004277827218174934,
0.0182661060243845,
0.0021232692524790764,
0.03900638595223427,
0.0861797034740448,
0.025941716507077217,
-0.03319884091615677,
0.12632085382938385,
-0.007445864379405975,
0.008969800546765327,
0.015498721040785313,
0.08784450590610504,
-0.015207424759864807,
-0.037432052195072174,
0.04064637050032616,
-0.08023641258478165,
-0.021663224324584007,
-0.023584986105561256,
-0.06449388712644577,
-0.01025349460542202,
-0.02554141730070114,
0.06010722741484642,
0.06266041845083237,
-0.01502469927072525,
0.006462938617914915,
-0.014600131660699844,
-0.03419921547174454,
0.007850801572203636,
0.016182083636522293,
0.005299244541674852,
0.019527360796928406,
0.029179219156503677,
-0.07508916407823563,
0.07150094956159592,
0.052695050835609436,
-0.020390015095472336,
0.0572613924741745,
-0.03700825199484825,
0.02508385479450226,
0.0686667189002037,
-0.04957051947712898,
0.06847567111253738,
0.015696771442890167,
-0.05274994671344757,
-0.0516778826713562,
0.07702334970235825,
0.023691505193710327,
0.04227679222822189,
-0.04499399662017822,
-0.14187124371528625,
3.694457889121506e-33,
-0.004728596657514572,
0.01586567424237728,
0.038735054433345795,
-0.11039771139621735,
-0.050596438348293304,
0.00039863286656327546,
0.01143618393689394,
0.03524192050099373,
-0.035485003143548965,
-0.015159597620368004,
0.055209118872880936,
0.0309213288128376,
-0.009671184234321117,
0.0567382350564003,
0.0341973677277565,
-0.04272481054067612,
0.011271564289927483,
0.045443251729011536,
-0.011973629705607891,
-0.19365885853767395,
0.029305102303624153,
-0.07489772140979767,
-0.005848768632858992,
0.02528136596083641,
-0.0778331533074379,
-0.019930172711610794,
0.08477304130792618,
-0.0716111809015274,
0.08211817592382431,
0.020046761259436607,
-0.03903011605143547,
-0.03338082507252693,
0.046127963811159134,
0.09372461587190628,
0.10085031390190125,
0.00786589365452528,
0.08296886831521988,
-0.0675140842795372,
0.002709663473069668,
-0.0938548743724823,
-0.027332734316587448,
0.08620437979698181,
0.0644146129488945,
-0.15220649540424347,
-0.06869233399629593,
-0.029054515063762665,
-0.023785190656781197,
0.02164752036333084,
0.02695494331419468,
-0.13308970630168915,
0.007098713889718056,
-0.04013601690530777,
-0.01340442057698965,
0.06917358189821243,
-0.005656447261571884,
-0.015274137258529663,
-0.016336612403392792,
-0.017421284690499306,
0.06910853087902069,
0.059473153203725815,
-0.05938504636287689,
-0.08661402016878128,
0.015368469059467316,
-0.03115065023303032,
0.006474996916949749,
-0.011516525410115719,
0.021763399243354797,
0.06688905507326126,
0.07503907382488251,
0.05057357996702194,
-0.024599464610219002,
0.035069484263658524,
0.05856974050402641,
-0.04092009738087654,
-0.008303443901240826,
-0.0005246923537924886,
0.03966396674513817,
0.007092200219631195,
-0.10190647840499878,
0.059126485139131546,
-0.090907983481884,
0.09907388687133789,
-0.046162962913513184,
-0.03920061141252518,
-0.04642806947231293,
-0.0875350758433342,
0.024831797927618027,
-0.04955478385090828,
-0.08806215226650238,
-0.06141220033168793,
-0.057521626353263855,
0.030249789357185364,
0.025276489555835724,
0.026359934359788895,
-0.03484661877155304,
-3.347021064610793e-33,
0.0016942269867286086,
-0.04619969427585602,
-0.01947399601340294,
-0.0162575114518404,
0.0796174481511116,
-0.1394495964050293,
-0.055226996541023254,
-0.00876388419419527,
-0.023480426520109177,
-0.03361926227807999,
0.07484861463308334,
-0.10348030924797058,
0.002041314262896776,
-0.0011513620847836137,
0.03932473808526993,
0.01453955564647913,
0.019129659980535507,
0.08379223197698593,
-0.007700132671743631,
0.04971998557448387,
-0.07212552428245544,
0.03611435368657112,
0.045564182102680206,
0.04333929345011711,
0.07786623388528824,
0.033756792545318604,
-0.015314405784010887,
0.05345149338245392,
-0.07260078191757202,
-0.011907721869647503,
-0.057742852717638016,
0.015164528973400593,
-0.07352027297019958,
0.04675984010100365,
-0.03272172063589096,
0.06371056288480759,
-0.08328728377819061,
-0.011573562398552895,
0.006372395437210798,
0.022057417780160904,
-0.011140052229166031,
0.08855867385864258,
-0.06573216617107391,
-0.058365195989608765,
0.03317631408572197,
-0.013249942101538181,
0.015495838597416878,
-0.018548641353845596,
0.022982263937592506,
-0.043071333318948746,
-0.0325465202331543,
0.0011261802865192294,
0.015819912776350975,
0.02412574551999569,
-0.013485145755112171,
-0.008630347438156605,
-0.02691454440355301,
-0.004065788816660643,
-0.001779707963578403,
-0.03836962208151817,
0.015765266492962837,
-0.022884471341967583,
-0.024142684414982796,
0.04464069381356239,
0.0066038137301802635,
-0.04998749494552612,
0.055306773632764816,
-0.05249771475791931,
-0.014596743509173393,
0.047794029116630554,
-0.06058390066027641,
0.06938410550355911,
0.02335171401500702,
0.11986235529184341,
-0.06928478181362152,
-0.07925359904766083,
0.0557626336812973,
0.0026179335545748472,
-0.01260407641530037,
-0.010891166515648365,
0.046606793999671936,
-0.010377786122262478,
0.03022225759923458,
0.040416255593299866,
0.05660291761159897,
0.055979881435632706,
-0.031662359833717346,
0.010873212479054928,
0.0624898262321949,
-0.044538356363773346,
-0.02679521031677723,
-0.020582877099514008,
0.051232028752565384,
0.04285840317606926,
0.007256486918777227,
-4.600017078359997e-8,
-0.04686509445309639,
-0.041113968938589096,
0.002181427087634802,
-0.11052505671977997,
0.04982905089855194,
-0.03640228137373924,
-0.02241353504359722,
-0.0031392097007483244,
-0.0035331333056092262,
-0.06586610525846481,
-0.013859540224075317,
-0.07676936686038971,
-0.08272630721330643,
-0.07418281584978104,
-0.08712288737297058,
-0.026435472071170807,
-0.018584050238132477,
0.008633794263005257,
0.022712931036949158,
-0.010742531158030033,
-0.033623963594436646,
-0.0077204592525959015,
-0.015594333410263062,
0.06433726847171783,
-0.0002568853087723255,
0.0028414702974259853,
0.025248084217309952,
0.028604725375771523,
0.16672801971435547,
0.040817808359861374,
-0.05380019173026085,
-0.028735963627696037,
0.04300970211625099,
0.0550357960164547,
0.033847857266664505,
0.06606706231832504,
-0.0006529114325530827,
0.02986086532473564,
-0.14362235367298126,
0.024509761482477188,
0.07522094249725342,
0.10280346870422363,
-0.008936571888625622,
-0.047774020582437515,
0.08767933398485184,
0.07898116111755371,
0.0864526703953743,
0.04318278655409813,
0.04513217508792877,
0.0007705895113758743,
0.025670140981674194,
-0.005877976771444082,
-0.05605603754520416,
0.06435897946357727,
-0.01595790684223175,
0.03269172087311745,
-0.08967006951570511,
-0.05543769523501396,
0.06768372654914856,
-0.032439909875392914,
-0.007854951545596123,
0.020125623792409897,
-0.05535772442817688,
0.012381094507873058
] | null | null | null | null | null | null | null |
[
0.029787767678499222,
-0.0291748046875,
-0.02688577026128769,
-0.020558666437864304,
0.07098419964313507,
0.03455239534378052,
-0.0031353982631117105,
-0.02763867750763893,
-0.024427218362689018,
-0.02171195298433304,
0.007568723987787962,
-0.006816816981881857,
0.014815378934144974,
0.02777578867971897,
0.007524182088673115,
0.02377505414187908,
0.07869631797075272,
0.009198126383125782,
-0.013025903142988682,
0.05121121555566788,
-0.018146751448512077,
0.006623962428420782,
-0.02715412713587284,
0.03067869134247303,
0.060062821954488754,
0.0063223931938409805,
0.07137051224708557,
-0.04045484587550163,
-0.023079346865415573,
0.0589369498193264,
0.026248564943671227,
0.06885749846696854,
0.023222079500555992,
0.01637323759496212,
-0.0029387883841991425,
0.021829919889569283,
0.022036854177713394,
0.03523093834519386,
-0.08378548920154572,
0.025378521531820297,
-0.02066424861550331,
0.042828723788261414,
-0.0546468161046505,
-0.002848635660484433,
-0.011164210736751556,
-0.040033914148807526,
-0.06174567714333534,
-0.010029010474681854,
0.05233446881175041,
-0.031637758016586304,
-0.02809489704668522,
0.05601448193192482,
-0.08814815431833267,
0.02580231986939907,
-0.03909997642040253,
-0.008339394815266132,
0.08059040457010269,
-0.07254635542631149,
0.07318267971277237,
-0.0048044295981526375,
0.039957448840141296,
-0.08721175044775009,
0.034816641360521317,
-0.02779596485197544,
0.04970281943678856,
-0.049026116728782654,
0.0794277936220169,
-0.01966186799108982,
0.06655910611152649,
-0.005788983777165413,
-0.0365128256380558,
0.013933634385466576,
-0.009238204918801785,
0.050081368535757065,
-0.006466923281550407,
-0.013058184646070004,
0.0719028189778328,
-0.004277827218174934,
0.0182661060243845,
0.0021232692524790764,
0.03900638595223427,
0.0861797034740448,
0.025941716507077217,
-0.03319884091615677,
0.12632085382938385,
-0.007445864379405975,
0.008969800546765327,
0.015498721040785313,
0.08784450590610504,
-0.015207424759864807,
-0.037432052195072174,
0.04064637050032616,
-0.08023641258478165,
-0.021663224324584007,
-0.023584986105561256,
-0.06449388712644577,
-0.01025349460542202,
-0.02554141730070114,
0.06010722741484642,
0.06266041845083237,
-0.01502469927072525,
0.006462938617914915,
-0.014600131660699844,
-0.03419921547174454,
0.007850801572203636,
0.016182083636522293,
0.005299244541674852,
0.019527360796928406,
0.029179219156503677,
-0.07508916407823563,
0.07150094956159592,
0.052695050835609436,
-0.020390015095472336,
0.0572613924741745,
-0.03700825199484825,
0.02508385479450226,
0.0686667189002037,
-0.04957051947712898,
0.06847567111253738,
0.015696771442890167,
-0.05274994671344757,
-0.0516778826713562,
0.07702334970235825,
0.023691505193710327,
0.04227679222822189,
-0.04499399662017822,
-0.14187124371528625,
3.694457889121506e-33,
-0.004728596657514572,
0.01586567424237728,
0.038735054433345795,
-0.11039771139621735,
-0.050596438348293304,
0.00039863286656327546,
0.01143618393689394,
0.03524192050099373,
-0.035485003143548965,
-0.015159597620368004,
0.055209118872880936,
0.0309213288128376,
-0.009671184234321117,
0.0567382350564003,
0.0341973677277565,
-0.04272481054067612,
0.011271564289927483,
0.045443251729011536,
-0.011973629705607891,
-0.19365885853767395,
0.029305102303624153,
-0.07489772140979767,
-0.005848768632858992,
0.02528136596083641,
-0.0778331533074379,
-0.019930172711610794,
0.08477304130792618,
-0.0716111809015274,
0.08211817592382431,
0.020046761259436607,
-0.03903011605143547,
-0.03338082507252693,
0.046127963811159134,
0.09372461587190628,
0.10085031390190125,
0.00786589365452528,
0.08296886831521988,
-0.0675140842795372,
0.002709663473069668,
-0.0938548743724823,
-0.027332734316587448,
0.08620437979698181,
0.0644146129488945,
-0.15220649540424347,
-0.06869233399629593,
-0.029054515063762665,
-0.023785190656781197,
0.02164752036333084,
0.02695494331419468,
-0.13308970630168915,
0.007098713889718056,
-0.04013601690530777,
-0.01340442057698965,
0.06917358189821243,
-0.005656447261571884,
-0.015274137258529663,
-0.016336612403392792,
-0.017421284690499306,
0.06910853087902069,
0.059473153203725815,
-0.05938504636287689,
-0.08661402016878128,
0.015368469059467316,
-0.03115065023303032,
0.006474996916949749,
-0.011516525410115719,
0.021763399243354797,
0.06688905507326126,
0.07503907382488251,
0.05057357996702194,
-0.024599464610219002,
0.035069484263658524,
0.05856974050402641,
-0.04092009738087654,
-0.008303443901240826,
-0.0005246923537924886,
0.03966396674513817,
0.007092200219631195,
-0.10190647840499878,
0.059126485139131546,
-0.090907983481884,
0.09907388687133789,
-0.046162962913513184,
-0.03920061141252518,
-0.04642806947231293,
-0.0875350758433342,
0.024831797927618027,
-0.04955478385090828,
-0.08806215226650238,
-0.06141220033168793,
-0.057521626353263855,
0.030249789357185364,
0.025276489555835724,
0.026359934359788895,
-0.03484661877155304,
-3.347021064610793e-33,
0.0016942269867286086,
-0.04619969427585602,
-0.01947399601340294,
-0.0162575114518404,
0.0796174481511116,
-0.1394495964050293,
-0.055226996541023254,
-0.00876388419419527,
-0.023480426520109177,
-0.03361926227807999,
0.07484861463308334,
-0.10348030924797058,
0.002041314262896776,
-0.0011513620847836137,
0.03932473808526993,
0.01453955564647913,
0.019129659980535507,
0.08379223197698593,
-0.007700132671743631,
0.04971998557448387,
-0.07212552428245544,
0.03611435368657112,
0.045564182102680206,
0.04333929345011711,
0.07786623388528824,
0.033756792545318604,
-0.015314405784010887,
0.05345149338245392,
-0.07260078191757202,
-0.011907721869647503,
-0.057742852717638016,
0.015164528973400593,
-0.07352027297019958,
0.04675984010100365,
-0.03272172063589096,
0.06371056288480759,
-0.08328728377819061,
-0.011573562398552895,
0.006372395437210798,
0.022057417780160904,
-0.011140052229166031,
0.08855867385864258,
-0.06573216617107391,
-0.058365195989608765,
0.03317631408572197,
-0.013249942101538181,
0.015495838597416878,
-0.018548641353845596,
0.022982263937592506,
-0.043071333318948746,
-0.0325465202331543,
0.0011261802865192294,
0.015819912776350975,
0.02412574551999569,
-0.013485145755112171,
-0.008630347438156605,
-0.02691454440355301,
-0.004065788816660643,
-0.001779707963578403,
-0.03836962208151817,
0.015765266492962837,
-0.022884471341967583,
-0.024142684414982796,
0.04464069381356239,
0.0066038137301802635,
-0.04998749494552612,
0.055306773632764816,
-0.05249771475791931,
-0.014596743509173393,
0.047794029116630554,
-0.06058390066027641,
0.06938410550355911,
0.02335171401500702,
0.11986235529184341,
-0.06928478181362152,
-0.07925359904766083,
0.0557626336812973,
0.0026179335545748472,
-0.01260407641530037,
-0.010891166515648365,
0.046606793999671936,
-0.010377786122262478,
0.03022225759923458,
0.040416255593299866,
0.05660291761159897,
0.055979881435632706,
-0.031662359833717346,
0.010873212479054928,
0.0624898262321949,
-0.044538356363773346,
-0.02679521031677723,
-0.020582877099514008,
0.051232028752565384,
0.04285840317606926,
0.007256486918777227,
-4.600017078359997e-8,
-0.04686509445309639,
-0.041113968938589096,
0.002181427087634802,
-0.11052505671977997,
0.04982905089855194,
-0.03640228137373924,
-0.02241353504359722,
-0.0031392097007483244,
-0.0035331333056092262,
-0.06586610525846481,
-0.013859540224075317,
-0.07676936686038971,
-0.08272630721330643,
-0.07418281584978104,
-0.08712288737297058,
-0.026435472071170807,
-0.018584050238132477,
0.008633794263005257,
0.022712931036949158,
-0.010742531158030033,
-0.033623963594436646,
-0.0077204592525959015,
-0.015594333410263062,
0.06433726847171783,
-0.0002568853087723255,
0.0028414702974259853,
0.025248084217309952,
0.028604725375771523,
0.16672801971435547,
0.040817808359861374,
-0.05380019173026085,
-0.028735963627696037,
0.04300970211625099,
0.0550357960164547,
0.033847857266664505,
0.06606706231832504,
-0.0006529114325530827,
0.02986086532473564,
-0.14362235367298126,
0.024509761482477188,
0.07522094249725342,
0.10280346870422363,
-0.008936571888625622,
-0.047774020582437515,
0.08767933398485184,
0.07898116111755371,
0.0864526703953743,
0.04318278655409813,
0.04513217508792877,
0.0007705895113758743,
0.025670140981674194,
-0.005877976771444082,
-0.05605603754520416,
0.06435897946357727,
-0.01595790684223175,
0.03269172087311745,
-0.08967006951570511,
-0.05543769523501396,
0.06768372654914856,
-0.032439909875392914,
-0.007854951545596123,
0.020125623792409897,
-0.05535772442817688,
0.012381094507873058
] |
1402.5498
|
H. D. Zeh
|
H. Dieter Zeh
|
John Bell's varying interpretations of quantum mechanics
|
17 pages - v2-v8: minor changes, comments and references added; v7:
published
|
Quantum Nonlocality and Reality, Mary Bell and Gao Shan, edts.,
CUP 2016, pp. 331-343
| null | null |
quant-ph gr-qc physics.hist-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Various interpretations of quantum mechanics, favored (or neglected) by John
Bell in the context of his non-locality theorem, are compared and discussed.
|
[
{
"created": "Sat, 22 Feb 2014 10:17:06 GMT",
"version": "v1"
},
{
"created": "Thu, 27 Mar 2014 09:57:45 GMT",
"version": "v2"
},
{
"created": "Wed, 14 May 2014 10:05:08 GMT",
"version": "v3"
},
{
"created": "Sun, 1 Jun 2014 14:44:32 GMT",
"version": "v4"
},
{
"created": "Tue, 5 Aug 2014 09:14:14 GMT",
"version": "v5"
},
{
"created": "Wed, 8 Oct 2014 15:38:34 GMT",
"version": "v6"
},
{
"created": "Thu, 4 Dec 2014 10:36:29 GMT",
"version": "v7"
},
{
"created": "Fri, 20 Jan 2017 10:18:17 GMT",
"version": "v8"
}
] |
2017-01-23
|
[
[
"Zeh",
"H. Dieter",
""
]
] |
[
-0.027411818504333496,
-0.0504639558494091,
0.00527963787317276,
0.05479391664266586,
-0.07449749857187271,
0.10595355182886124,
-0.012824196368455887,
-0.007932648062705994,
0.01789972558617592,
-0.01291294302791357,
0.04273942857980728,
0.04529387876391411,
-0.06301403045654297,
0.015774400904774666,
-0.02440785989165306,
0.030459951609373093,
0.044816263020038605,
-0.07284945249557495,
-0.04615477845072746,
-0.05298466235399246,
-0.04825270548462868,
0.020410075783729553,
0.07531297206878662,
-0.007341686170548201,
0.016247136518359184,
-0.049237143248319626,
-0.02735515683889389,
0.021450594067573547,
0.06083424389362335,
0.07221023738384247,
-0.08687856048345566,
0.13563083112239838,
-0.028768744319677353,
0.007107243873178959,
-0.0001371402759104967,
0.0774213969707489,
0.009557613171637058,
0.05734657868742943,
0.02234271727502346,
0.037120211869478226,
-0.0001356670109089464,
0.07512752711772919,
-0.09733264893293381,
-0.0036315172910690308,
0.026254557073116302,
-0.01534175593405962,
0.02396540157496929,
-0.02751881629228592,
-0.1391911506652832,
-0.0827806293964386,
-0.060054928064346313,
0.09866345673799515,
-0.027432026341557503,
-0.02358693815767765,
0.01233243104070425,
0.011713352985680103,
0.02513214573264122,
-0.02367425709962845,
-0.030750317499041557,
-0.04822355508804321,
-0.026254823431372643,
-0.0036299852654337883,
-0.059005580842494965,
0.03137073665857315,
0.13109490275382996,
0.04193367063999176,
-0.02185777761042118,
-0.02259879745543003,
-0.003955335356295109,
-0.0025048283860087395,
-0.038001060485839844,
0.0011094793444499373,
-0.06793101876974106,
0.05693044885993004,
0.024151723831892014,
-0.11043766140937805,
0.0641636922955513,
0.08264082670211792,
-0.004850788973271847,
0.011540113016963005,
-0.058564186096191406,
-0.045692700892686844,
-0.07233384251594543,
-0.03456132113933563,
0.0225071981549263,
0.0370790995657444,
-0.014168152585625648,
-0.027600593864917755,
-0.0259416326880455,
-0.007387467660009861,
0.01863236166536808,
-0.07198797911405563,
-0.026991739869117737,
0.0295270849019289,
0.06020255759358406,
-0.018493199720978737,
0.04478537291288376,
-0.027286220341920853,
0.07339385896921158,
0.04838606342673302,
0.039830178022384644,
0.0001965848496183753,
-0.012233852408826351,
0.07167625427246094,
0.07299661636352539,
0.0049897897988557816,
-0.03976067900657654,
-0.06073679402470589,
0.03991344943642616,
-0.028482791036367416,
0.05075022950768471,
-0.0031070122495293617,
0.01607329770922661,
-0.027346646413207054,
-0.1178869977593422,
-0.019979281350970268,
0.04194750264286995,
0.041053950786590576,
0.04938989877700806,
-0.0603310652077198,
-0.00954343006014824,
-0.057723041623830795,
-0.045957960188388824,
0.027753274887800217,
0.00449649803340435,
0.06277279555797577,
-0.055603962391614914,
-2.4107168553068017e-33,
0.04958535358309746,
-0.06422577798366547,
-0.012019703164696693,
0.003669140161946416,
0.06680002063512802,
0.03304767981171608,
0.04884663596749306,
-0.08837371319532394,
0.021537210792303085,
-0.038555726408958435,
0.03082202561199665,
0.04565504938364029,
0.061834629625082016,
-0.05570024624466896,
-0.017531173303723335,
0.06063859537243843,
-0.07734467834234238,
-0.02128010243177414,
0.07783789187669754,
-0.024628549814224243,
0.05207231268286705,
0.054005466401576996,
-0.11990203708410263,
-0.023485099896788597,
-0.042097192257642746,
-0.0553046390414238,
0.061416346579790115,
-0.06449683010578156,
-0.06517405807971954,
0.009184909984469414,
-0.06511899083852768,
0.0721772313117981,
0.02523234486579895,
0.0026552921626716852,
0.04325202479958534,
-0.03448190167546272,
-0.03937472030520439,
-0.06625315546989441,
-0.01619056984782219,
-0.016925349831581116,
-0.016964087262749672,
0.02039174921810627,
-0.04240667447447777,
-0.0813240110874176,
0.018527928739786148,
-0.030149729922413826,
0.022373562678694725,
-0.016863485798239708,
-0.015702687203884125,
-0.07214837521314621,
-0.010015776380896568,
-0.027344277128577232,
0.052983175963163376,
-0.0582854337990284,
0.06169239059090614,
-0.03501298651099205,
0.025951389223337173,
0.036925286054611206,
0.0532226525247097,
0.06007213890552521,
-0.0435527041554451,
-0.008371546864509583,
0.045197952538728714,
-0.035234786570072174,
-0.005202994216233492,
-0.025130053982138634,
-0.09898454695940018,
-0.021159641444683075,
0.03752151504158974,
0.006370550952851772,
0.03380569443106651,
0.10012410581111908,
0.04020724445581436,
-0.00640946114435792,
0.04026290401816368,
-0.02008826844394207,
-0.027273571118712425,
0.013783454895019531,
0.0025168361607939005,
0.005636461544781923,
0.04346199333667755,
-0.0488293282687664,
-0.1082988977432251,
0.035862818360328674,
-0.02106592245399952,
-0.010851309634745121,
-0.041241392493247986,
-0.10441434383392334,
0.058147210627794266,
-0.0582217201590538,
-0.029729655012488365,
-0.01582324132323265,
0.03010958433151245,
-0.04651165381073952,
-0.0649917796254158,
4.442345139503566e-34,
-0.06091834977269173,
-0.022511206567287445,
-0.004185407888144255,
0.03934425115585327,
-0.024171477183699608,
-0.005492246709764004,
-0.07100041955709457,
-0.00007656024536117911,
0.005877165123820305,
-0.010364694520831108,
-0.05857187509536743,
0.0654364824295044,
0.03381338715553284,
-0.04897421598434448,
0.00931105948984623,
0.05236965790390968,
0.02235569804906845,
-0.055535297840833664,
-0.04744992032647133,
0.03745404630899429,
0.06603550910949707,
-0.02664550207555294,
-0.05549872666597366,
-0.06340166181325912,
0.008259291760623455,
0.047106437385082245,
0.036475542932748795,
0.02954198606312275,
-0.044258274137973785,
-0.06672773510217667,
0.06823191791772842,
-0.09483985602855682,
-0.04515913501381874,
-0.033020708709955215,
-0.08826099336147308,
0.02291681058704853,
0.06604677438735962,
0.08858904987573624,
-0.04618339613080025,
-0.034556739032268524,
-0.06246054172515869,
0.00722426176071167,
0.04095461592078209,
-0.04558949172496796,
-0.00489751435816288,
0.009598617441952229,
-0.025931190699338913,
-0.013141055591404438,
-0.1223670020699501,
-0.019218986853957176,
0.020057877525687218,
0.08833819627761841,
0.022890741005539894,
0.055821146816015244,
-0.07754834741353989,
0.10680994391441345,
0.013325478881597519,
0.020794447511434555,
0.12024793028831482,
0.009250500239431858,
0.06085362285375595,
-0.06881250441074371,
0.06642670929431915,
0.10399188846349716,
0.028353020548820496,
0.021737808361649513,
-0.032796330749988556,
0.059506550431251526,
0.0252543855458498,
-0.07070232927799225,
-0.13320383429527283,
-0.0420982651412487,
-0.025228455662727356,
-0.056218575686216354,
0.09420090913772583,
0.12387699633836746,
0.05013229325413704,
0.009158268570899963,
0.007463361602276564,
0.019903142005205154,
0.03597738966345787,
0.028116391971707344,
-0.00808606669306755,
0.01794085092842579,
0.017286578193306923,
-0.017459668219089508,
-0.047007184475660324,
-0.021499058231711388,
-0.028140025213360786,
-0.048233408480882645,
-0.003824438899755478,
0.00514061376452446,
-0.011824956163764,
0.019562486559152603,
0.027241036295890808,
-2.290742706634319e-8,
0.027824990451335907,
-0.024475950747728348,
-0.040058527141809464,
0.008826243691146374,
0.026039080694317818,
-0.023594006896018982,
0.05348332226276398,
0.05529797077178955,
-0.10359011590480804,
0.14221978187561035,
0.07872455567121506,
-0.029255669564008713,
-0.020672667771577835,
-0.03675873205065727,
0.03458145260810852,
-0.007929524406790733,
-0.007065011188387871,
-0.06347545236349106,
-0.03266344219446182,
0.05239809304475784,
0.08696939051151276,
0.07991938292980194,
0.04895561933517456,
0.029173217713832855,
-0.02570214681327343,
-0.012150836177170277,
0.036277346312999725,
0.04741858318448067,
0.01780717633664608,
-0.01614999957382679,
-0.07506723701953888,
0.10998230427503586,
0.04798591136932373,
0.0032638825941830873,
-0.037990618497133255,
-0.08711376041173935,
-0.025298574939370155,
-0.029431628063321114,
-0.04619596153497696,
-0.0017331488197669387,
0.03365446999669075,
-0.0398930199444294,
-0.051978737115859985,
0.10662525147199631,
0.125785231590271,
0.007681210990995169,
0.07479485124349594,
-0.029600445181131363,
0.045935992151498795,
0.1454642415046692,
0.02440532110631466,
0.06680400669574738,
-0.0231716800481081,
-0.018007546663284302,
-0.027976546436548233,
0.047186121344566345,
-0.033876318484544754,
-0.0074429637752473354,
-0.016560237854719162,
-0.013266324065625668,
0.028150752186775208,
0.03460042551159859,
0.010959942825138569,
-0.02690836228430271
] | null | null | null | null | null | null | null |
[
-0.027411818504333496,
-0.0504639558494091,
0.00527963787317276,
0.05479391664266586,
-0.07449749857187271,
0.10595355182886124,
-0.012824196368455887,
-0.007932648062705994,
0.01789972558617592,
-0.01291294302791357,
0.04273942857980728,
0.04529387876391411,
-0.06301403045654297,
0.015774400904774666,
-0.02440785989165306,
0.030459951609373093,
0.044816263020038605,
-0.07284945249557495,
-0.04615477845072746,
-0.05298466235399246,
-0.04825270548462868,
0.020410075783729553,
0.07531297206878662,
-0.007341686170548201,
0.016247136518359184,
-0.049237143248319626,
-0.02735515683889389,
0.021450594067573547,
0.06083424389362335,
0.07221023738384247,
-0.08687856048345566,
0.13563083112239838,
-0.028768744319677353,
0.007107243873178959,
-0.0001371402759104967,
0.0774213969707489,
0.009557613171637058,
0.05734657868742943,
0.02234271727502346,
0.037120211869478226,
-0.0001356670109089464,
0.07512752711772919,
-0.09733264893293381,
-0.0036315172910690308,
0.026254557073116302,
-0.01534175593405962,
0.02396540157496929,
-0.02751881629228592,
-0.1391911506652832,
-0.0827806293964386,
-0.060054928064346313,
0.09866345673799515,
-0.027432026341557503,
-0.02358693815767765,
0.01233243104070425,
0.011713352985680103,
0.02513214573264122,
-0.02367425709962845,
-0.030750317499041557,
-0.04822355508804321,
-0.026254823431372643,
-0.0036299852654337883,
-0.059005580842494965,
0.03137073665857315,
0.13109490275382996,
0.04193367063999176,
-0.02185777761042118,
-0.02259879745543003,
-0.003955335356295109,
-0.0025048283860087395,
-0.038001060485839844,
0.0011094793444499373,
-0.06793101876974106,
0.05693044885993004,
0.024151723831892014,
-0.11043766140937805,
0.0641636922955513,
0.08264082670211792,
-0.004850788973271847,
0.011540113016963005,
-0.058564186096191406,
-0.045692700892686844,
-0.07233384251594543,
-0.03456132113933563,
0.0225071981549263,
0.0370790995657444,
-0.014168152585625648,
-0.027600593864917755,
-0.0259416326880455,
-0.007387467660009861,
0.01863236166536808,
-0.07198797911405563,
-0.026991739869117737,
0.0295270849019289,
0.06020255759358406,
-0.018493199720978737,
0.04478537291288376,
-0.027286220341920853,
0.07339385896921158,
0.04838606342673302,
0.039830178022384644,
0.0001965848496183753,
-0.012233852408826351,
0.07167625427246094,
0.07299661636352539,
0.0049897897988557816,
-0.03976067900657654,
-0.06073679402470589,
0.03991344943642616,
-0.028482791036367416,
0.05075022950768471,
-0.0031070122495293617,
0.01607329770922661,
-0.027346646413207054,
-0.1178869977593422,
-0.019979281350970268,
0.04194750264286995,
0.041053950786590576,
0.04938989877700806,
-0.0603310652077198,
-0.00954343006014824,
-0.057723041623830795,
-0.045957960188388824,
0.027753274887800217,
0.00449649803340435,
0.06277279555797577,
-0.055603962391614914,
-2.4107168553068017e-33,
0.04958535358309746,
-0.06422577798366547,
-0.012019703164696693,
0.003669140161946416,
0.06680002063512802,
0.03304767981171608,
0.04884663596749306,
-0.08837371319532394,
0.021537210792303085,
-0.038555726408958435,
0.03082202561199665,
0.04565504938364029,
0.061834629625082016,
-0.05570024624466896,
-0.017531173303723335,
0.06063859537243843,
-0.07734467834234238,
-0.02128010243177414,
0.07783789187669754,
-0.024628549814224243,
0.05207231268286705,
0.054005466401576996,
-0.11990203708410263,
-0.023485099896788597,
-0.042097192257642746,
-0.0553046390414238,
0.061416346579790115,
-0.06449683010578156,
-0.06517405807971954,
0.009184909984469414,
-0.06511899083852768,
0.0721772313117981,
0.02523234486579895,
0.0026552921626716852,
0.04325202479958534,
-0.03448190167546272,
-0.03937472030520439,
-0.06625315546989441,
-0.01619056984782219,
-0.016925349831581116,
-0.016964087262749672,
0.02039174921810627,
-0.04240667447447777,
-0.0813240110874176,
0.018527928739786148,
-0.030149729922413826,
0.022373562678694725,
-0.016863485798239708,
-0.015702687203884125,
-0.07214837521314621,
-0.010015776380896568,
-0.027344277128577232,
0.052983175963163376,
-0.0582854337990284,
0.06169239059090614,
-0.03501298651099205,
0.025951389223337173,
0.036925286054611206,
0.0532226525247097,
0.06007213890552521,
-0.0435527041554451,
-0.008371546864509583,
0.045197952538728714,
-0.035234786570072174,
-0.005202994216233492,
-0.025130053982138634,
-0.09898454695940018,
-0.021159641444683075,
0.03752151504158974,
0.006370550952851772,
0.03380569443106651,
0.10012410581111908,
0.04020724445581436,
-0.00640946114435792,
0.04026290401816368,
-0.02008826844394207,
-0.027273571118712425,
0.013783454895019531,
0.0025168361607939005,
0.005636461544781923,
0.04346199333667755,
-0.0488293282687664,
-0.1082988977432251,
0.035862818360328674,
-0.02106592245399952,
-0.010851309634745121,
-0.041241392493247986,
-0.10441434383392334,
0.058147210627794266,
-0.0582217201590538,
-0.029729655012488365,
-0.01582324132323265,
0.03010958433151245,
-0.04651165381073952,
-0.0649917796254158,
4.442345139503566e-34,
-0.06091834977269173,
-0.022511206567287445,
-0.004185407888144255,
0.03934425115585327,
-0.024171477183699608,
-0.005492246709764004,
-0.07100041955709457,
-0.00007656024536117911,
0.005877165123820305,
-0.010364694520831108,
-0.05857187509536743,
0.0654364824295044,
0.03381338715553284,
-0.04897421598434448,
0.00931105948984623,
0.05236965790390968,
0.02235569804906845,
-0.055535297840833664,
-0.04744992032647133,
0.03745404630899429,
0.06603550910949707,
-0.02664550207555294,
-0.05549872666597366,
-0.06340166181325912,
0.008259291760623455,
0.047106437385082245,
0.036475542932748795,
0.02954198606312275,
-0.044258274137973785,
-0.06672773510217667,
0.06823191791772842,
-0.09483985602855682,
-0.04515913501381874,
-0.033020708709955215,
-0.08826099336147308,
0.02291681058704853,
0.06604677438735962,
0.08858904987573624,
-0.04618339613080025,
-0.034556739032268524,
-0.06246054172515869,
0.00722426176071167,
0.04095461592078209,
-0.04558949172496796,
-0.00489751435816288,
0.009598617441952229,
-0.025931190699338913,
-0.013141055591404438,
-0.1223670020699501,
-0.019218986853957176,
0.020057877525687218,
0.08833819627761841,
0.022890741005539894,
0.055821146816015244,
-0.07754834741353989,
0.10680994391441345,
0.013325478881597519,
0.020794447511434555,
0.12024793028831482,
0.009250500239431858,
0.06085362285375595,
-0.06881250441074371,
0.06642670929431915,
0.10399188846349716,
0.028353020548820496,
0.021737808361649513,
-0.032796330749988556,
0.059506550431251526,
0.0252543855458498,
-0.07070232927799225,
-0.13320383429527283,
-0.0420982651412487,
-0.025228455662727356,
-0.056218575686216354,
0.09420090913772583,
0.12387699633836746,
0.05013229325413704,
0.009158268570899963,
0.007463361602276564,
0.019903142005205154,
0.03597738966345787,
0.028116391971707344,
-0.00808606669306755,
0.01794085092842579,
0.017286578193306923,
-0.017459668219089508,
-0.047007184475660324,
-0.021499058231711388,
-0.028140025213360786,
-0.048233408480882645,
-0.003824438899755478,
0.00514061376452446,
-0.011824956163764,
0.019562486559152603,
0.027241036295890808,
-2.290742706634319e-8,
0.027824990451335907,
-0.024475950747728348,
-0.040058527141809464,
0.008826243691146374,
0.026039080694317818,
-0.023594006896018982,
0.05348332226276398,
0.05529797077178955,
-0.10359011590480804,
0.14221978187561035,
0.07872455567121506,
-0.029255669564008713,
-0.020672667771577835,
-0.03675873205065727,
0.03458145260810852,
-0.007929524406790733,
-0.007065011188387871,
-0.06347545236349106,
-0.03266344219446182,
0.05239809304475784,
0.08696939051151276,
0.07991938292980194,
0.04895561933517456,
0.029173217713832855,
-0.02570214681327343,
-0.012150836177170277,
0.036277346312999725,
0.04741858318448067,
0.01780717633664608,
-0.01614999957382679,
-0.07506723701953888,
0.10998230427503586,
0.04798591136932373,
0.0032638825941830873,
-0.037990618497133255,
-0.08711376041173935,
-0.025298574939370155,
-0.029431628063321114,
-0.04619596153497696,
-0.0017331488197669387,
0.03365446999669075,
-0.0398930199444294,
-0.051978737115859985,
0.10662525147199631,
0.125785231590271,
0.007681210990995169,
0.07479485124349594,
-0.029600445181131363,
0.045935992151498795,
0.1454642415046692,
0.02440532110631466,
0.06680400669574738,
-0.0231716800481081,
-0.018007546663284302,
-0.027976546436548233,
0.047186121344566345,
-0.033876318484544754,
-0.0074429637752473354,
-0.016560237854719162,
-0.013266324065625668,
0.028150752186775208,
0.03460042551159859,
0.010959942825138569,
-0.02690836228430271
] |
1402.5500
|
J\'er\^ome Kunegis
|
J\'er\^ome Kunegis
|
Handbook of Network Analysis [KONECT -- the Koblenz Network Collection]
|
64 pages
| null | null | null |
cs.SI physics.soc-ph
|
http://creativecommons.org/licenses/by-sa/4.0/
|
This is the handbook for the KONECT project, the \emph{Koblenz Network
Collection}, a scientific project to collect, analyse, and provide network
datasets for researchers in all related fields of research, by the Namur Center
for Complex Systems (naXys) at the University of Namur, Belgium, with web
hosting provided by the Institute for Web Science and Technologies (WeST) at
the University of Koblenz--Landau, Germany.
|
[
{
"created": "Sat, 22 Feb 2014 11:31:04 GMT",
"version": "v1"
},
{
"created": "Fri, 12 Sep 2014 12:33:42 GMT",
"version": "v2"
},
{
"created": "Mon, 5 Sep 2016 18:09:42 GMT",
"version": "v3"
},
{
"created": "Sat, 6 May 2017 13:21:52 GMT",
"version": "v4"
}
] |
2017-05-09
|
[
[
"Kunegis",
"Jérôme",
""
]
] |
[
-0.032954614609479904,
-0.03005499765276909,
-0.05195195600390434,
0.03483002632856369,
0.04915352910757065,
-0.04573954641819,
-0.055551715195178986,
-0.02552063949406147,
-0.020937811583280563,
-0.038891684263944626,
-0.001109940349124372,
0.0025820666924118996,
0.09790154546499252,
-0.006892097182571888,
-0.025375138968229294,
0.0022987225092947483,
0.0007541743107140064,
-0.03173212334513664,
-0.029700612649321556,
-0.06300672143697739,
-0.0011705667711794376,
-0.07097841054201126,
0.015524414367973804,
-0.053377293050289154,
0.04366322606801987,
-0.02496136538684368,
-0.013201934285461903,
0.012652846053242683,
-0.017001589760184288,
-0.05454813316464424,
-0.00918231438845396,
0.06142500787973404,
-0.012222850695252419,
-0.0021594904828816652,
-0.009837946854531765,
0.0015494447434321046,
0.05437096953392029,
-0.027196474373340607,
0.031078029423952103,
0.047942452132701874,
0.05742581933736801,
0.06006178632378578,
0.03444958105683327,
0.0017701848410069942,
0.011093325912952423,
0.02362656779587269,
-0.08198803663253784,
0.01886831596493721,
-0.0828961431980133,
-0.005742840003222227,
-0.10610873997211456,
-0.043792687356472015,
0.06813851743936539,
0.09662880748510361,
0.0851759985089302,
-0.01426046434789896,
-0.07690593600273132,
0.016957877203822136,
-0.03903913497924805,
0.020147694274783134,
0.12231220304965973,
-0.1087358221411705,
-0.0755934938788414,
0.04075169563293457,
0.054200429469347,
0.06754408776760101,
0.028612324967980385,
0.09747037291526794,
0.0102442167699337,
-0.06185473874211311,
-0.041546039283275604,
0.024801163002848625,
-0.1485821008682251,
0.12484454363584518,
0.07391730695962906,
-0.005635217297822237,
0.0008352306322194636,
0.028795743361115456,
-0.02585495263338089,
-0.0515923798084259,
0.008752284571528435,
-0.0031845998018980026,
-0.03583698347210884,
0.030961941927671432,
0.01986917294561863,
-0.0784822627902031,
0.014581735245883465,
-0.00803250540047884,
0.0058197504840791225,
0.03201166167855263,
-0.0649055689573288,
0.09706435352563858,
0.08218387514352798,
-0.03919946402311325,
-0.030944474041461945,
0.03417900204658508,
0.07388518750667572,
-0.023712245747447014,
-0.016426099464297295,
0.10726525634527206,
0.048441581428050995,
-0.003283896017819643,
0.07032597064971924,
-0.04314494878053665,
-0.016231225803494453,
0.014637088403105736,
0.04962172731757164,
0.058361269533634186,
0.007957634516060352,
0.0300021693110466,
-0.11577995121479034,
0.006539930123835802,
-0.00847216509282589,
-0.09815409779548645,
0.033710505813360214,
-0.10413850098848343,
-0.0038461419753730297,
0.02753506787121296,
0.048301808536052704,
0.018914956599473953,
-0.0073776850476861,
-0.023972034454345703,
0.019857097417116165,
-0.04819636791944504,
0.05732382461428642,
0.05205285921692848,
-0.07714925706386566,
2.3608037121319565e-33,
0.035826560109853745,
0.020378723740577698,
-0.02846457250416279,
0.014477749355137348,
0.04402710497379303,
-0.045179009437561035,
-0.059738319367170334,
-0.035021573305130005,
-0.08447960019111633,
-0.06669773161411285,
-0.08333181589841843,
0.13007615506649017,
-0.010610515251755714,
0.011395227164030075,
0.07256566733121872,
-0.008002392947673798,
0.009417141787707806,
0.026734912768006325,
0.05062709376215935,
0.012645086273550987,
0.04884406179189682,
-0.05247391387820244,
0.02091294340789318,
0.04772390052676201,
0.06952177733182907,
-0.03805658593773842,
-0.020894847810268402,
0.006034583784639835,
-0.0010925737442448735,
0.0066794585436582565,
0.11369843780994415,
0.004781732801347971,
-0.03755386173725128,
0.005076739005744457,
-0.02184431441128254,
0.039971284568309784,
0.00005702248017769307,
-0.05177894979715347,
0.0473116859793663,
-0.04787394776940346,
-0.011473941616714,
0.008116526529192924,
-0.08978085219860077,
0.03800529986619949,
-0.11689868569374084,
0.010466324165463448,
-0.04440666735172272,
-0.001068863202817738,
0.0916152074933052,
-0.0654761865735054,
-0.04515685513615608,
-0.03626815974712372,
-0.04883451387286186,
0.01109257061034441,
0.005137729458510876,
0.07459897547960281,
0.010787390172481537,
-0.007487688213586807,
0.047660619020462036,
0.10830817371606827,
-0.055790599435567856,
-0.044515181332826614,
0.039073169231414795,
0.017313554883003235,
0.04533277451992035,
0.04413697123527527,
-0.09182845801115036,
-0.015739060938358307,
0.07095371931791306,
-0.01127780694514513,
-0.025274788960814476,
0.028261171653866768,
0.018607133999466896,
0.04221748188138008,
-0.006764176767319441,
0.02141285128891468,
-0.10678289830684662,
-0.08549964427947998,
-0.047138430178165436,
0.08711881190538406,
-0.028163393959403038,
-0.05058702453970909,
-0.01885286159813404,
0.007561122998595238,
-0.07727653533220291,
-0.06879420578479767,
0.02360895648598671,
-0.011309842579066753,
-0.023446932435035706,
0.03757280856370926,
0.028230078518390656,
0.005633327644318342,
0.06905633211135864,
-0.01746170036494732,
-0.03323029354214668,
-3.3826844611887875e-33,
-0.08716347068548203,
0.07986114174127579,
0.024621538817882538,
0.03690790385007858,
0.009324660524725914,
-0.0016998715000227094,
-0.00884538609534502,
0.007164906710386276,
-0.039208877831697464,
0.04428828880190849,
0.06969285756349564,
-0.0873013585805893,
-0.020817307755351067,
-0.06921691447496414,
0.032030679285526276,
-0.01616881787776947,
0.03176252171397209,
-0.10308414697647095,
0.0289135854691267,
0.01423820573836565,
-0.07279729843139648,
0.000051036899094469845,
-0.1419701874256134,
-0.013428488746285439,
0.03226248919963837,
0.06821282207965851,
-0.019117893651127815,
-0.03925340250134468,
-0.017930133268237114,
0.002020175103098154,
-0.03480363264679909,
-0.08684669435024261,
-0.08194790780544281,
0.013758212327957153,
-0.012619014829397202,
0.10745493322610855,
-0.0006666640401817858,
0.058665551245212555,
-0.005368095822632313,
-0.03902023285627365,
0.031711362302303314,
-0.0018848092295229435,
-0.16790612041950226,
-0.005056376568973064,
0.039949316531419754,
0.0044761355966329575,
-0.09671524167060852,
0.09041471779346466,
-0.008353681303560734,
-0.062212023884058,
0.05528753995895386,
0.0489378422498703,
0.032040081918239594,
-0.06840620934963226,
0.044778838753700256,
0.0025244380813091993,
0.04001660272479057,
0.0338900126516819,
0.027705572545528412,
0.02720531076192856,
-0.04865091294050217,
-0.12029699981212616,
-0.07169386744499207,
0.10318072885274887,
0.0011483323760330677,
-0.09215798228979111,
0.020948298275470734,
-0.00929352454841137,
-0.027903078123927116,
-0.033932365477085114,
0.03569973632693291,
0.05435200780630112,
0.038577135652303696,
-0.04284212365746498,
0.011227996088564396,
-0.05185256525874138,
0.007314180489629507,
0.13160204887390137,
-0.02559276670217514,
0.043152857571840286,
-0.03062925487756729,
0.09656395763158798,
-0.01753799431025982,
-0.06020091101527214,
0.07957486808300018,
0.031113354489207268,
-0.0034891199320554733,
0.010778791271150112,
0.027524616569280624,
-0.007677304558455944,
-0.058765653520822525,
0.000024788665541564114,
-0.11115922033786774,
0.04719710722565651,
0.012186840176582336,
-4.48606058967016e-8,
-0.027093229815363884,
-0.004956039600074291,
-0.03260756656527519,
0.027695856988430023,
-0.001789797912351787,
0.0616254098713398,
0.025287076830863953,
0.03492455184459686,
-0.03369714692234993,
0.055330805480480194,
0.03788365423679352,
0.049918778240680695,
-0.03074752166867256,
-0.013958949595689774,
0.013162448070943356,
-0.019785046577453613,
0.013405830599367619,
0.03766538202762604,
-0.011180771514773369,
0.010227774269878864,
0.028355037793517113,
0.023846719413995743,
-0.022698745131492615,
0.035415079444646835,
0.08550312370061874,
-0.016672467812895775,
-0.06274252384901047,
0.07398780435323715,
-0.014011258259415627,
0.010096775367856026,
-0.020838826894760132,
0.003787052119150758,
0.0013083948288112879,
-0.029961617663502693,
-0.007793191820383072,
0.060936275869607925,
-0.08240024000406265,
0.0024687338154762983,
-0.053223758935928345,
0.014042473398149014,
0.00861604418605566,
-0.009826907888054848,
-0.01797243393957615,
0.04104236140847206,
0.07830855250358582,
0.02027658000588417,
-0.061646267771720886,
0.033165093511343,
0.06627421826124191,
-0.061887260526418686,
-0.10816632956266403,
-0.024314312264323235,
-0.010662699118256569,
0.05856017768383026,
0.04969681799411774,
-0.0056898207403719425,
0.024325313046574593,
-0.01112045906484127,
0.043339964002370834,
0.06192540004849434,
0.015198856592178345,
0.004315599333494902,
-0.07558004558086395,
0.0005747124669142067
] |
Handbook of Network Analysis [KONECT -- the Koblenz Network Collection]
|
http://arxiv.org/abs/1402.5500v4
|
http://arxiv.org/pdf/1402.5500v4.pdf
|
https://github.com/kunegis/konect-handbook
| true | true |
https://paperswithcode.com/paper/handbook-of-network-analysis-konect-the
|
[
-0.032954614609479904,
-0.03005499765276909,
-0.05195195600390434,
0.03483002632856369,
0.04915352910757065,
-0.04573954641819,
-0.055551715195178986,
-0.02552063949406147,
-0.020937811583280563,
-0.038891684263944626,
-0.001109940349124372,
0.0025820666924118996,
0.09790154546499252,
-0.006892097182571888,
-0.025375138968229294,
0.0022987225092947483,
0.0007541743107140064,
-0.03173212334513664,
-0.029700612649321556,
-0.06300672143697739,
-0.0011705667711794376,
-0.07097841054201126,
0.015524414367973804,
-0.053377293050289154,
0.04366322606801987,
-0.02496136538684368,
-0.013201934285461903,
0.012652846053242683,
-0.017001589760184288,
-0.05454813316464424,
-0.00918231438845396,
0.06142500787973404,
-0.012222850695252419,
-0.0021594904828816652,
-0.009837946854531765,
0.0015494447434321046,
0.05437096953392029,
-0.027196474373340607,
0.031078029423952103,
0.047942452132701874,
0.05742581933736801,
0.06006178632378578,
0.03444958105683327,
0.0017701848410069942,
0.011093325912952423,
0.02362656779587269,
-0.08198803663253784,
0.01886831596493721,
-0.0828961431980133,
-0.005742840003222227,
-0.10610873997211456,
-0.043792687356472015,
0.06813851743936539,
0.09662880748510361,
0.0851759985089302,
-0.01426046434789896,
-0.07690593600273132,
0.016957877203822136,
-0.03903913497924805,
0.020147694274783134,
0.12231220304965973,
-0.1087358221411705,
-0.0755934938788414,
0.04075169563293457,
0.054200429469347,
0.06754408776760101,
0.028612324967980385,
0.09747037291526794,
0.0102442167699337,
-0.06185473874211311,
-0.041546039283275604,
0.024801163002848625,
-0.1485821008682251,
0.12484454363584518,
0.07391730695962906,
-0.005635217297822237,
0.0008352306322194636,
0.028795743361115456,
-0.02585495263338089,
-0.0515923798084259,
0.008752284571528435,
-0.0031845998018980026,
-0.03583698347210884,
0.030961941927671432,
0.01986917294561863,
-0.0784822627902031,
0.014581735245883465,
-0.00803250540047884,
0.0058197504840791225,
0.03201166167855263,
-0.0649055689573288,
0.09706435352563858,
0.08218387514352798,
-0.03919946402311325,
-0.030944474041461945,
0.03417900204658508,
0.07388518750667572,
-0.023712245747447014,
-0.016426099464297295,
0.10726525634527206,
0.048441581428050995,
-0.003283896017819643,
0.07032597064971924,
-0.04314494878053665,
-0.016231225803494453,
0.014637088403105736,
0.04962172731757164,
0.058361269533634186,
0.007957634516060352,
0.0300021693110466,
-0.11577995121479034,
0.006539930123835802,
-0.00847216509282589,
-0.09815409779548645,
0.033710505813360214,
-0.10413850098848343,
-0.0038461419753730297,
0.02753506787121296,
0.048301808536052704,
0.018914956599473953,
-0.0073776850476861,
-0.023972034454345703,
0.019857097417116165,
-0.04819636791944504,
0.05732382461428642,
0.05205285921692848,
-0.07714925706386566,
2.3608037121319565e-33,
0.035826560109853745,
0.020378723740577698,
-0.02846457250416279,
0.014477749355137348,
0.04402710497379303,
-0.045179009437561035,
-0.059738319367170334,
-0.035021573305130005,
-0.08447960019111633,
-0.06669773161411285,
-0.08333181589841843,
0.13007615506649017,
-0.010610515251755714,
0.011395227164030075,
0.07256566733121872,
-0.008002392947673798,
0.009417141787707806,
0.026734912768006325,
0.05062709376215935,
0.012645086273550987,
0.04884406179189682,
-0.05247391387820244,
0.02091294340789318,
0.04772390052676201,
0.06952177733182907,
-0.03805658593773842,
-0.020894847810268402,
0.006034583784639835,
-0.0010925737442448735,
0.0066794585436582565,
0.11369843780994415,
0.004781732801347971,
-0.03755386173725128,
0.005076739005744457,
-0.02184431441128254,
0.039971284568309784,
0.00005702248017769307,
-0.05177894979715347,
0.0473116859793663,
-0.04787394776940346,
-0.011473941616714,
0.008116526529192924,
-0.08978085219860077,
0.03800529986619949,
-0.11689868569374084,
0.010466324165463448,
-0.04440666735172272,
-0.001068863202817738,
0.0916152074933052,
-0.0654761865735054,
-0.04515685513615608,
-0.03626815974712372,
-0.04883451387286186,
0.01109257061034441,
0.005137729458510876,
0.07459897547960281,
0.010787390172481537,
-0.007487688213586807,
0.047660619020462036,
0.10830817371606827,
-0.055790599435567856,
-0.044515181332826614,
0.039073169231414795,
0.017313554883003235,
0.04533277451992035,
0.04413697123527527,
-0.09182845801115036,
-0.015739060938358307,
0.07095371931791306,
-0.01127780694514513,
-0.025274788960814476,
0.028261171653866768,
0.018607133999466896,
0.04221748188138008,
-0.006764176767319441,
0.02141285128891468,
-0.10678289830684662,
-0.08549964427947998,
-0.047138430178165436,
0.08711881190538406,
-0.028163393959403038,
-0.05058702453970909,
-0.01885286159813404,
0.007561122998595238,
-0.07727653533220291,
-0.06879420578479767,
0.02360895648598671,
-0.011309842579066753,
-0.023446932435035706,
0.03757280856370926,
0.028230078518390656,
0.005633327644318342,
0.06905633211135864,
-0.01746170036494732,
-0.03323029354214668,
-3.3826844611887875e-33,
-0.08716347068548203,
0.07986114174127579,
0.024621538817882538,
0.03690790385007858,
0.009324660524725914,
-0.0016998715000227094,
-0.00884538609534502,
0.007164906710386276,
-0.039208877831697464,
0.04428828880190849,
0.06969285756349564,
-0.0873013585805893,
-0.020817307755351067,
-0.06921691447496414,
0.032030679285526276,
-0.01616881787776947,
0.03176252171397209,
-0.10308414697647095,
0.0289135854691267,
0.01423820573836565,
-0.07279729843139648,
0.000051036899094469845,
-0.1419701874256134,
-0.013428488746285439,
0.03226248919963837,
0.06821282207965851,
-0.019117893651127815,
-0.03925340250134468,
-0.017930133268237114,
0.002020175103098154,
-0.03480363264679909,
-0.08684669435024261,
-0.08194790780544281,
0.013758212327957153,
-0.012619014829397202,
0.10745493322610855,
-0.0006666640401817858,
0.058665551245212555,
-0.005368095822632313,
-0.03902023285627365,
0.031711362302303314,
-0.0018848092295229435,
-0.16790612041950226,
-0.005056376568973064,
0.039949316531419754,
0.0044761355966329575,
-0.09671524167060852,
0.09041471779346466,
-0.008353681303560734,
-0.062212023884058,
0.05528753995895386,
0.0489378422498703,
0.032040081918239594,
-0.06840620934963226,
0.044778838753700256,
0.0025244380813091993,
0.04001660272479057,
0.0338900126516819,
0.027705572545528412,
0.02720531076192856,
-0.04865091294050217,
-0.12029699981212616,
-0.07169386744499207,
0.10318072885274887,
0.0011483323760330677,
-0.09215798228979111,
0.020948298275470734,
-0.00929352454841137,
-0.027903078123927116,
-0.033932365477085114,
0.03569973632693291,
0.05435200780630112,
0.038577135652303696,
-0.04284212365746498,
0.011227996088564396,
-0.05185256525874138,
0.007314180489629507,
0.13160204887390137,
-0.02559276670217514,
0.043152857571840286,
-0.03062925487756729,
0.09656395763158798,
-0.01753799431025982,
-0.06020091101527214,
0.07957486808300018,
0.031113354489207268,
-0.0034891199320554733,
0.010778791271150112,
0.027524616569280624,
-0.007677304558455944,
-0.058765653520822525,
0.000024788665541564114,
-0.11115922033786774,
0.04719710722565651,
0.012186840176582336,
-4.48606058967016e-8,
-0.027093229815363884,
-0.004956039600074291,
-0.03260756656527519,
0.027695856988430023,
-0.001789797912351787,
0.0616254098713398,
0.025287076830863953,
0.03492455184459686,
-0.03369714692234993,
0.055330805480480194,
0.03788365423679352,
0.049918778240680695,
-0.03074752166867256,
-0.013958949595689774,
0.013162448070943356,
-0.019785046577453613,
0.013405830599367619,
0.03766538202762604,
-0.011180771514773369,
0.010227774269878864,
0.028355037793517113,
0.023846719413995743,
-0.022698745131492615,
0.035415079444646835,
0.08550312370061874,
-0.016672467812895775,
-0.06274252384901047,
0.07398780435323715,
-0.014011258259415627,
0.010096775367856026,
-0.020838826894760132,
0.003787052119150758,
0.0013083948288112879,
-0.029961617663502693,
-0.007793191820383072,
0.060936275869607925,
-0.08240024000406265,
0.0024687338154762983,
-0.053223758935928345,
0.014042473398149014,
0.00861604418605566,
-0.009826907888054848,
-0.01797243393957615,
0.04104236140847206,
0.07830855250358582,
0.02027658000588417,
-0.061646267771720886,
0.033165093511343,
0.06627421826124191,
-0.061887260526418686,
-0.10816632956266403,
-0.024314312264323235,
-0.010662699118256569,
0.05856017768383026,
0.04969681799411774,
-0.0056898207403719425,
0.024325313046574593,
-0.01112045906484127,
0.043339964002370834,
0.06192540004849434,
0.015198856592178345,
0.004315599333494902,
-0.07558004558086395,
0.0005747124669142067
] |
1402.5503
|
Huazi Zhang
|
Huazi Zhang, Zhaoyang Zhang, Yuen Chau
|
Distributed Compressed Wideband Sensing in Cognitive Radio Sensor
Networks
| null | null | null | null |
cs.NI cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A novel distributed compressed wideband sensing scheme for Cognitive Radio
Sensor Networks (CRSN) is proposed in this paper. Taking advantage of the
distributive nature of CRSN, the proposed scheme deploys only one single
narrowband sampler with ultra-low sampling rate at each nodes to accomplish the
wideband spectrum sensing. First, the practical structure of the compressed
sampler at each node is described in detail. Second, we show how the Fusion
Center (FC) exploits the sampled signals with their spectrum randomly-aliased
to detect the global wideband spectrum activity. Finally, the proposed scheme
is validated through extensive simulations, which shows that it is particularly
suitable for CRSN.
|
[
{
"created": "Sat, 22 Feb 2014 11:58:39 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Zhang",
"Huazi",
""
],
[
"Zhang",
"Zhaoyang",
""
],
[
"Chau",
"Yuen",
""
]
] |
[
-0.04410921409726143,
0.04488299787044525,
-0.029021864756941795,
0.0006643330561928451,
0.0759781152009964,
0.005483561661094427,
0.06409415602684021,
-0.008456110022962093,
-0.025616899132728577,
0.04157229885458946,
-0.031201906502246857,
-0.014974435791373253,
0.012441693805158138,
-0.014525205828249454,
0.05765935033559799,
-0.04387076571583748,
0.0438065268099308,
-0.05921986699104309,
-0.013362172059714794,
-0.03814635053277016,
-0.02903260849416256,
-0.04958594590425491,
-0.016505559906363487,
0.049223050475120544,
0.06920410692691803,
-0.05396103486418724,
0.01248906459659338,
-0.051845625042915344,
0.04335914924740791,
0.04709603637456894,
0.10322554409503937,
0.04579254612326622,
0.02273862063884735,
-0.02325647883117199,
0.010712617076933384,
-0.040815725922584534,
0.04179070144891739,
0.05065621808171272,
0.044446900486946106,
0.04463893547654152,
0.023987550288438797,
0.05372174084186554,
-0.044483482837677,
0.06756174564361572,
-0.08289718627929688,
0.0007414942374452949,
-0.004320635925978422,
0.020079076290130615,
-0.005375387612730265,
0.011462818831205368,
0.06684178113937378,
0.015554822050035,
-0.014612840488553047,
0.06903523206710815,
0.0322917215526104,
0.00007274013478308916,
-0.1374470293521881,
-0.022472143173217773,
0.014061683788895607,
0.06250326335430145,
-0.0523834303021431,
-0.05772767215967178,
0.05730300396680832,
0.04028492420911789,
-0.04111957922577858,
0.035284657031297684,
0.019105982035398483,
0.05445440486073494,
0.04294981062412262,
-0.0976245179772377,
-0.044346634298563004,
0.0031505839433521032,
0.010075731202960014,
-0.0011976005043834448,
0.033435191959142685,
0.012308280915021896,
-0.062491655349731445,
-0.030363334342837334,
0.026525922119617462,
0.023243898525834084,
-0.04063302278518677,
0.062006738036870956,
-0.006048175971955061,
-0.11713384836912155,
0.0234011672437191,
-0.02400432899594307,
-0.05134931951761246,
0.0020218268036842346,
-0.016798248514533043,
-0.1096997782588005,
-0.0657607913017273,
-0.056889962404966354,
-0.01597725972533226,
0.0316387303173542,
-0.05921293422579765,
0.011448298580944538,
0.04159024730324745,
0.003988513723015785,
0.00036913168150931597,
0.07277233153581619,
0.03351035714149475,
-0.0403914712369442,
-0.032393667846918106,
-0.042520228773355484,
-0.03233550488948822,
-0.0633963942527771,
0.06279630959033966,
0.06989354640245438,
0.07554634660482407,
0.02604827843606472,
0.04665840044617653,
0.03674794360995293,
0.0367872528731823,
-0.0076785762794315815,
-0.038010191172361374,
0.024335607886314392,
0.0352310836315155,
0.08735447376966476,
0.016408201307058334,
0.01931653544306755,
-0.03874699026346207,
-0.013519873842597008,
-0.03637532889842987,
0.01689528115093708,
0.13377662003040314,
0.0436779148876667,
0.03838583081960678,
3.626153585815069e-33,
-0.059960342943668365,
0.036155398935079575,
0.012413748539984226,
-0.018836405128240585,
0.008200643584132195,
0.015382302924990654,
0.030556073412299156,
0.07353312522172928,
0.03409748524427414,
0.09409284591674805,
0.02770545333623886,
0.047400765120983124,
0.04427184909582138,
0.09320458769798279,
-0.023393353447318077,
-0.0011475279461592436,
-0.07889091968536377,
0.012592636980116367,
-0.0020504589192569256,
-0.03734935447573662,
0.00570819852873683,
-0.04040215164422989,
0.0855238065123558,
0.02225109562277794,
0.0075841438956558704,
-0.013671028427779675,
0.0013235291698947549,
0.09179949015378952,
0.10740181803703308,
0.010201221331954002,
-0.023760927841067314,
-0.04008350893855095,
0.0427512489259243,
0.027951646596193314,
0.001165553112514317,
0.0896393284201622,
0.04562053084373474,
0.05793250352144241,
-0.07374174147844315,
-0.05392295867204666,
0.10097064822912216,
-0.022371996194124222,
-0.019180268049240112,
-0.0008574575767852366,
0.018406616523861885,
-0.12644177675247192,
0.030322356149554253,
0.0487833097577095,
-0.009276565164327621,
0.011018005199730396,
-0.06391166150569916,
-0.053480375558137894,
-0.018199604004621506,
0.06909336149692535,
0.07908409088850021,
0.07923299074172974,
0.05993243679404259,
-0.02821873128414154,
0.09212514758110046,
0.066062331199646,
-0.07177798449993134,
-0.12276618927717209,
-0.12451963126659393,
-0.01031615398824215,
0.1095074862241745,
0.05881067365407944,
0.03239104524254799,
0.010392108000814915,
0.03722359985113144,
-0.013801257126033306,
0.0959756076335907,
0.022030411288142204,
0.006356959696859121,
0.01827661506831646,
-0.012645777314901352,
0.032220419496297836,
0.028198467567563057,
0.05338677763938904,
-0.0870886817574501,
0.026469483971595764,
-0.01972220465540886,
0.0169085506349802,
-0.02027164213359356,
-0.00742877135053277,
-0.03973584622144699,
0.046420007944107056,
-0.04907854273915291,
-0.0370088666677475,
-0.04209098964929581,
-0.007553632836788893,
-0.08727971464395523,
0.010097427293658257,
-0.005772452335804701,
-0.046879447996616364,
-0.0575997419655323,
-3.0741324387902992e-33,
-0.010694877244532108,
0.12213245779275894,
0.03338700905442238,
0.005320353899151087,
-0.006847287528216839,
-0.06117784231901169,
-0.004723150283098221,
0.024942992255091667,
-0.03894241154193878,
-0.03943837061524391,
-0.012819870375096798,
-0.06088951230049133,
0.035207755863666534,
0.06305105239152908,
-0.013135870918631554,
0.03258921205997467,
0.045682914555072784,
0.007984337396919727,
-0.01846584491431713,
-0.05023534968495369,
-0.013150983490049839,
0.004447971470654011,
-0.01386090274900198,
-0.0009540804312564433,
0.07444214820861816,
0.009027675725519657,
-0.07128726691007614,
0.06686138361692429,
0.06439251452684402,
0.03720667585730553,
-0.11420971900224686,
-0.11578166484832764,
-0.06087864935398102,
-0.08754871040582657,
0.11956877261400223,
-0.052439555525779724,
-0.025137005373835564,
0.1408611238002777,
-0.028680847957730293,
-0.008527574129402637,
-0.07421994209289551,
-0.037231482565402985,
-0.031428154557943344,
-0.03597958758473396,
0.020575648173689842,
-0.07329175621271133,
-0.04945381358265877,
0.06827324628829956,
-0.033816881477832794,
0.04539776220917702,
-0.0016286576865240932,
-0.04768642038106918,
-0.057097990065813065,
0.06006269156932831,
0.006842745468020439,
0.015477835200726986,
-0.05590437725186348,
0.02580062672495842,
0.01737375184893608,
-0.04273207113146782,
0.043310582637786865,
-0.04353675991296768,
-0.014619771391153336,
0.01091876532882452,
0.057864729315042496,
0.0479518324136734,
-0.009955029003322124,
0.06534743309020996,
-0.05298176035284996,
0.0768449455499649,
-0.03971867263317108,
-0.002127517946064472,
0.006360420025885105,
0.00958721898496151,
-0.0170957762748003,
0.05317026004195213,
-0.024213207885622978,
-0.02618519775569439,
-0.022801833227276802,
-0.0032380043994635344,
0.03117292933166027,
-0.04549777880311012,
-0.03506280854344368,
-0.02313581481575966,
0.07857902348041534,
0.05706314370036125,
-0.004879627842456102,
-0.047908052802085876,
-0.012800912372767925,
-0.01895541325211525,
-0.03134124353528023,
0.0307525172829628,
0.01637554168701172,
0.01895410194993019,
-0.017518876120448112,
-4.813185583429913e-8,
-0.13630807399749756,
0.07001972198486328,
-0.009260210208594799,
-0.014925152994692326,
0.0518869124352932,
-0.031248020008206367,
0.010121732950210571,
-0.17393407225608826,
-0.034024324268102646,
-0.021157201379537582,
-0.0131712406873703,
-0.12706029415130615,
-0.09285720437765121,
0.08426246792078018,
0.02712668664753437,
-0.09967827051877975,
-0.04558056220412254,
0.000005527517259906745,
0.009519257582724094,
-0.009005479514598846,
-0.03949890658259392,
0.02556939423084259,
0.07665523886680603,
0.0026092687621712685,
0.06149192154407501,
0.02313324622809887,
0.011899115517735481,
0.015365105122327805,
0.03691568970680237,
-0.021090207621455193,
-0.06005918234586716,
0.040256317704916,
0.011097105219960213,
-0.012465204112231731,
-0.036084793508052826,
0.021605370566248894,
-0.020848989486694336,
0.059652265161275864,
-0.0023462853860110044,
-0.02228143997490406,
-0.06454792618751526,
-0.026527246460318565,
-0.008001040667295456,
-0.05489865317940712,
-0.09998372197151184,
-0.10967153310775757,
0.08538452535867691,
0.03684039041399956,
-0.00619363971054554,
0.019037019461393356,
0.02170442044734955,
0.01718123070895672,
-0.053106050938367844,
-0.07959860563278198,
0.008769982494413853,
-0.05081777647137642,
0.028160668909549713,
-0.11619348078966141,
-0.01490944903343916,
0.051174990832805634,
-0.03109285607933998,
0.03835630416870117,
-0.09794015437364578,
0.02970016933977604
] | null | null | null | null | null | null | null |
[
-0.04410921409726143,
0.04488299787044525,
-0.029021864756941795,
0.0006643330561928451,
0.0759781152009964,
0.005483561661094427,
0.06409415602684021,
-0.008456110022962093,
-0.025616899132728577,
0.04157229885458946,
-0.031201906502246857,
-0.014974435791373253,
0.012441693805158138,
-0.014525205828249454,
0.05765935033559799,
-0.04387076571583748,
0.0438065268099308,
-0.05921986699104309,
-0.013362172059714794,
-0.03814635053277016,
-0.02903260849416256,
-0.04958594590425491,
-0.016505559906363487,
0.049223050475120544,
0.06920410692691803,
-0.05396103486418724,
0.01248906459659338,
-0.051845625042915344,
0.04335914924740791,
0.04709603637456894,
0.10322554409503937,
0.04579254612326622,
0.02273862063884735,
-0.02325647883117199,
0.010712617076933384,
-0.040815725922584534,
0.04179070144891739,
0.05065621808171272,
0.044446900486946106,
0.04463893547654152,
0.023987550288438797,
0.05372174084186554,
-0.044483482837677,
0.06756174564361572,
-0.08289718627929688,
0.0007414942374452949,
-0.004320635925978422,
0.020079076290130615,
-0.005375387612730265,
0.011462818831205368,
0.06684178113937378,
0.015554822050035,
-0.014612840488553047,
0.06903523206710815,
0.0322917215526104,
0.00007274013478308916,
-0.1374470293521881,
-0.022472143173217773,
0.014061683788895607,
0.06250326335430145,
-0.0523834303021431,
-0.05772767215967178,
0.05730300396680832,
0.04028492420911789,
-0.04111957922577858,
0.035284657031297684,
0.019105982035398483,
0.05445440486073494,
0.04294981062412262,
-0.0976245179772377,
-0.044346634298563004,
0.0031505839433521032,
0.010075731202960014,
-0.0011976005043834448,
0.033435191959142685,
0.012308280915021896,
-0.062491655349731445,
-0.030363334342837334,
0.026525922119617462,
0.023243898525834084,
-0.04063302278518677,
0.062006738036870956,
-0.006048175971955061,
-0.11713384836912155,
0.0234011672437191,
-0.02400432899594307,
-0.05134931951761246,
0.0020218268036842346,
-0.016798248514533043,
-0.1096997782588005,
-0.0657607913017273,
-0.056889962404966354,
-0.01597725972533226,
0.0316387303173542,
-0.05921293422579765,
0.011448298580944538,
0.04159024730324745,
0.003988513723015785,
0.00036913168150931597,
0.07277233153581619,
0.03351035714149475,
-0.0403914712369442,
-0.032393667846918106,
-0.042520228773355484,
-0.03233550488948822,
-0.0633963942527771,
0.06279630959033966,
0.06989354640245438,
0.07554634660482407,
0.02604827843606472,
0.04665840044617653,
0.03674794360995293,
0.0367872528731823,
-0.0076785762794315815,
-0.038010191172361374,
0.024335607886314392,
0.0352310836315155,
0.08735447376966476,
0.016408201307058334,
0.01931653544306755,
-0.03874699026346207,
-0.013519873842597008,
-0.03637532889842987,
0.01689528115093708,
0.13377662003040314,
0.0436779148876667,
0.03838583081960678,
3.626153585815069e-33,
-0.059960342943668365,
0.036155398935079575,
0.012413748539984226,
-0.018836405128240585,
0.008200643584132195,
0.015382302924990654,
0.030556073412299156,
0.07353312522172928,
0.03409748524427414,
0.09409284591674805,
0.02770545333623886,
0.047400765120983124,
0.04427184909582138,
0.09320458769798279,
-0.023393353447318077,
-0.0011475279461592436,
-0.07889091968536377,
0.012592636980116367,
-0.0020504589192569256,
-0.03734935447573662,
0.00570819852873683,
-0.04040215164422989,
0.0855238065123558,
0.02225109562277794,
0.0075841438956558704,
-0.013671028427779675,
0.0013235291698947549,
0.09179949015378952,
0.10740181803703308,
0.010201221331954002,
-0.023760927841067314,
-0.04008350893855095,
0.0427512489259243,
0.027951646596193314,
0.001165553112514317,
0.0896393284201622,
0.04562053084373474,
0.05793250352144241,
-0.07374174147844315,
-0.05392295867204666,
0.10097064822912216,
-0.022371996194124222,
-0.019180268049240112,
-0.0008574575767852366,
0.018406616523861885,
-0.12644177675247192,
0.030322356149554253,
0.0487833097577095,
-0.009276565164327621,
0.011018005199730396,
-0.06391166150569916,
-0.053480375558137894,
-0.018199604004621506,
0.06909336149692535,
0.07908409088850021,
0.07923299074172974,
0.05993243679404259,
-0.02821873128414154,
0.09212514758110046,
0.066062331199646,
-0.07177798449993134,
-0.12276618927717209,
-0.12451963126659393,
-0.01031615398824215,
0.1095074862241745,
0.05881067365407944,
0.03239104524254799,
0.010392108000814915,
0.03722359985113144,
-0.013801257126033306,
0.0959756076335907,
0.022030411288142204,
0.006356959696859121,
0.01827661506831646,
-0.012645777314901352,
0.032220419496297836,
0.028198467567563057,
0.05338677763938904,
-0.0870886817574501,
0.026469483971595764,
-0.01972220465540886,
0.0169085506349802,
-0.02027164213359356,
-0.00742877135053277,
-0.03973584622144699,
0.046420007944107056,
-0.04907854273915291,
-0.0370088666677475,
-0.04209098964929581,
-0.007553632836788893,
-0.08727971464395523,
0.010097427293658257,
-0.005772452335804701,
-0.046879447996616364,
-0.0575997419655323,
-3.0741324387902992e-33,
-0.010694877244532108,
0.12213245779275894,
0.03338700905442238,
0.005320353899151087,
-0.006847287528216839,
-0.06117784231901169,
-0.004723150283098221,
0.024942992255091667,
-0.03894241154193878,
-0.03943837061524391,
-0.012819870375096798,
-0.06088951230049133,
0.035207755863666534,
0.06305105239152908,
-0.013135870918631554,
0.03258921205997467,
0.045682914555072784,
0.007984337396919727,
-0.01846584491431713,
-0.05023534968495369,
-0.013150983490049839,
0.004447971470654011,
-0.01386090274900198,
-0.0009540804312564433,
0.07444214820861816,
0.009027675725519657,
-0.07128726691007614,
0.06686138361692429,
0.06439251452684402,
0.03720667585730553,
-0.11420971900224686,
-0.11578166484832764,
-0.06087864935398102,
-0.08754871040582657,
0.11956877261400223,
-0.052439555525779724,
-0.025137005373835564,
0.1408611238002777,
-0.028680847957730293,
-0.008527574129402637,
-0.07421994209289551,
-0.037231482565402985,
-0.031428154557943344,
-0.03597958758473396,
0.020575648173689842,
-0.07329175621271133,
-0.04945381358265877,
0.06827324628829956,
-0.033816881477832794,
0.04539776220917702,
-0.0016286576865240932,
-0.04768642038106918,
-0.057097990065813065,
0.06006269156932831,
0.006842745468020439,
0.015477835200726986,
-0.05590437725186348,
0.02580062672495842,
0.01737375184893608,
-0.04273207113146782,
0.043310582637786865,
-0.04353675991296768,
-0.014619771391153336,
0.01091876532882452,
0.057864729315042496,
0.0479518324136734,
-0.009955029003322124,
0.06534743309020996,
-0.05298176035284996,
0.0768449455499649,
-0.03971867263317108,
-0.002127517946064472,
0.006360420025885105,
0.00958721898496151,
-0.0170957762748003,
0.05317026004195213,
-0.024213207885622978,
-0.02618519775569439,
-0.022801833227276802,
-0.0032380043994635344,
0.03117292933166027,
-0.04549777880311012,
-0.03506280854344368,
-0.02313581481575966,
0.07857902348041534,
0.05706314370036125,
-0.004879627842456102,
-0.047908052802085876,
-0.012800912372767925,
-0.01895541325211525,
-0.03134124353528023,
0.0307525172829628,
0.01637554168701172,
0.01895410194993019,
-0.017518876120448112,
-4.813185583429913e-8,
-0.13630807399749756,
0.07001972198486328,
-0.009260210208594799,
-0.014925152994692326,
0.0518869124352932,
-0.031248020008206367,
0.010121732950210571,
-0.17393407225608826,
-0.034024324268102646,
-0.021157201379537582,
-0.0131712406873703,
-0.12706029415130615,
-0.09285720437765121,
0.08426246792078018,
0.02712668664753437,
-0.09967827051877975,
-0.04558056220412254,
0.000005527517259906745,
0.009519257582724094,
-0.009005479514598846,
-0.03949890658259392,
0.02556939423084259,
0.07665523886680603,
0.0026092687621712685,
0.06149192154407501,
0.02313324622809887,
0.011899115517735481,
0.015365105122327805,
0.03691568970680237,
-0.021090207621455193,
-0.06005918234586716,
0.040256317704916,
0.011097105219960213,
-0.012465204112231731,
-0.036084793508052826,
0.021605370566248894,
-0.020848989486694336,
0.059652265161275864,
-0.0023462853860110044,
-0.02228143997490406,
-0.06454792618751526,
-0.026527246460318565,
-0.008001040667295456,
-0.05489865317940712,
-0.09998372197151184,
-0.10967153310775757,
0.08538452535867691,
0.03684039041399956,
-0.00619363971054554,
0.019037019461393356,
0.02170442044734955,
0.01718123070895672,
-0.053106050938367844,
-0.07959860563278198,
0.008769982494413853,
-0.05081777647137642,
0.028160668909549713,
-0.11619348078966141,
-0.01490944903343916,
0.051174990832805634,
-0.03109285607933998,
0.03835630416870117,
-0.09794015437364578,
0.02970016933977604
] |
1402.5508
|
Ryugo Hayano
|
Ryugo S. Hayano and Shunji Yamanaka and Frazier L. Bronson and
Babatunde Oginni and Isamu Muramatsu
|
BABYSCAN - a whole body counter for small children in Fukushima
|
7 figures, 2 tables
| null |
10.1088/0952-4746/34/3/645
| null |
physics.med-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
BABYSCAN, a whole body counter for small children with a detection limit for
$^{137}$Cs of better than 50 Bq/body, was developed, and the first unit has
been installed at a hospital in Fukushima, to help families with small children
who are very much concerned about internal exposures. The design principles,
implementation details and the initial operating experience are described.
|
[
{
"created": "Sat, 22 Feb 2014 12:58:41 GMT",
"version": "v1"
},
{
"created": "Tue, 24 Jun 2014 13:36:47 GMT",
"version": "v2"
}
] |
2015-01-15
|
[
[
"Hayano",
"Ryugo S.",
""
],
[
"Yamanaka",
"Shunji",
""
],
[
"Bronson",
"Frazier L.",
""
],
[
"Oginni",
"Babatunde",
""
],
[
"Muramatsu",
"Isamu",
""
]
] |
[
-0.01992179825901985,
0.034457918256521225,
-0.02578490972518921,
0.010565300472080708,
-0.06141729652881622,
-0.08332426846027374,
0.08257025480270386,
0.06530724465847015,
-0.09088673442602158,
0.03730165585875511,
0.04192091524600983,
-0.08055520802736282,
0.07954254001379013,
0.06209183111786842,
-0.10807124525308609,
-0.01589518040418625,
0.0915723443031311,
-0.03711883723735809,
0.07105826586484909,
-0.038492389023303986,
-0.13099943101406097,
0.06899254769086838,
0.012110655196011066,
0.008327992632985115,
-0.06216679885983467,
0.05898065119981766,
-0.05363914370536804,
-0.04160161316394806,
0.03275258094072342,
-0.03301501274108887,
0.031023500487208366,
-0.026572875678539276,
0.09610413759946823,
-0.09838064759969711,
0.009021226316690445,
-0.006240053568035364,
0.03491462022066116,
-0.030628181993961334,
-0.13775774836540222,
0.008211580105125904,
-0.013616299256682396,
-0.0010255166562274098,
-0.022158930078148842,
0.022626444697380066,
0.061837904155254364,
0.00502069341018796,
-0.056334253400564194,
-0.03068753145635128,
0.031117692589759827,
0.010778716765344143,
-0.007976631633937359,
-0.07505936175584793,
0.026658764109015465,
0.1626751720905304,
-0.008728829212486744,
-0.08833421021699905,
-0.04318714886903763,
-0.07223279029130936,
-0.026775062084197998,
0.027995433658361435,
0.021459294483065605,
-0.030328385531902313,
-0.0005497140809893608,
-0.041448578238487244,
0.08146380633115768,
0.009791125543415546,
0.02873043157160282,
0.029693644493818283,
0.1204308345913887,
-0.03897428512573242,
0.04138514772057533,
0.005691438913345337,
0.0904773697257042,
0.11105012893676758,
-0.0638076439499855,
0.02517496421933174,
-0.03275282680988312,
-0.018640274181962013,
0.08867812901735306,
-0.05524088442325592,
-0.06399112194776535,
-0.082827627658844,
0.013028171844780445,
-0.04528084024786949,
-0.011103767901659012,
0.07305701076984406,
0.002289331518113613,
0.018770581111311913,
-0.06268103420734406,
-0.018204424530267715,
0.0450601689517498,
0.05243627354502678,
0.01772812195122242,
-0.01842345856130123,
-0.03536006063222885,
-0.04632475599646568,
-0.06090739369392395,
-0.013008727692067623,
0.008627315051853657,
-0.01745348982512951,
0.04528752714395523,
-0.04338124766945839,
0.011339566670358181,
0.11455614119768143,
-0.037219829857349396,
-0.123958058655262,
0.039167746901512146,
-0.01898990385234356,
-0.04369480907917023,
-0.012497486546635628,
-0.042251646518707275,
0.04559958726167679,
0.014869133941829205,
0.03563239425420761,
-0.034866657108068466,
-0.029725350439548492,
0.07786379754543304,
-0.0044774399138987064,
0.018589049577713013,
0.01006705965846777,
0.03588477522134781,
-0.03405050188302994,
-0.07273010164499283,
-0.04253685101866722,
0.06783512234687805,
-0.028791463002562523,
0.007913329638540745,
3.6790662599654264e-33,
-0.04689629375934601,
0.08872079104185104,
0.05637349560856819,
0.022158149629831314,
-0.039676688611507416,
0.048034097999334335,
-0.019390977919101715,
0.0027913344092667103,
0.029305998235940933,
0.05800094082951546,
0.03958217427134514,
-0.017823368310928345,
0.05121640861034393,
0.025395631790161133,
0.07241406291723251,
-0.03612183406949043,
-0.08542348444461823,
0.06436625123023987,
-0.012509128078818321,
-0.004336073994636536,
-0.05126991122961044,
-0.09668178111314774,
-0.0377228669822216,
0.047401342540979385,
0.06100744381546974,
0.12765741348266602,
-0.024294832721352577,
0.047806914895772934,
0.006746435072273016,
0.025440126657485962,
-0.006348499562591314,
0.010194765403866768,
0.004761593881994486,
-0.03262271359562874,
-0.04241326078772545,
-0.034296344965696335,
-0.011973448097705841,
0.00626707449555397,
-0.04803292825818062,
0.040951017290353775,
0.008826268836855888,
-0.009257777594029903,
0.040983930230140686,
0.019455527886748314,
0.02815907448530197,
-0.006489464547485113,
-0.030277155339717865,
0.006204662844538689,
-0.0048486338928341866,
-0.03942449763417244,
0.03398597985506058,
-0.05147896707057953,
-0.058643631637096405,
-0.07124507427215576,
0.021460020914673805,
0.11396976560354233,
-0.043846212327480316,
-0.017985308542847633,
-0.030394596979022026,
0.06875333189964294,
0.06737272441387177,
-0.004299871623516083,
-0.026206891983747482,
-0.004666528664529324,
-0.030841298401355743,
-0.01379467360675335,
0.059513211250305176,
0.009299338795244694,
-0.011410356499254704,
0.011173456907272339,
-0.030964836478233337,
-0.025600416585803032,
0.051798369735479355,
-0.04052802920341492,
-0.061370573937892914,
-0.004210779443383217,
-0.001464798697270453,
0.059069737792015076,
-0.11068978905677795,
-0.06611890345811844,
-0.006559591740369797,
0.01735878922045231,
0.06759931147098541,
0.03947446495294571,
0.016984421759843826,
-0.007944300770759583,
-0.010339577682316303,
0.03459974005818367,
-0.09712989628314972,
0.04274705424904823,
0.0346909798681736,
0.008388852700591087,
0.010076159611344337,
0.01682773418724537,
-0.09764915704727173,
-2.5679605305643913e-33,
-0.027163054794073105,
0.0054697031155228615,
-0.010347072035074234,
0.010400345548987389,
-0.02689923346042633,
-0.08251219242811203,
0.019838707521557808,
0.02547154389321804,
0.0673743262887001,
0.0642271414399147,
0.0021160608157515526,
0.07337101548910141,
0.04003109782934189,
-0.0822538360953331,
-0.024141879752278328,
0.07740014046430588,
0.02015381120145321,
-0.03462783619761467,
-0.03572149947285652,
-0.030386511236429214,
0.03647084906697273,
0.014493097551167011,
-0.014380470849573612,
-0.03618563711643219,
0.010670831426978111,
0.08711548149585724,
-0.006984656676650047,
0.02789114974439144,
0.058636363595724106,
-0.04197574779391289,
-0.10656898468732834,
0.01160425040870905,
0.062194325029850006,
0.019525868818163872,
-0.0007041030330583453,
-0.1346433460712433,
0.020130718126893044,
0.02440444752573967,
-0.021444514393806458,
-0.035223428159952164,
0.027415651828050613,
-0.0006291407044045627,
-0.02530834823846817,
0.1003192812204361,
-0.07555533200502396,
0.0049503580667078495,
0.051622942090034485,
0.00626359973102808,
-0.012494231574237347,
0.008990185335278511,
0.02702726237475872,
-0.04304909706115723,
-0.03202864155173302,
0.06785401701927185,
-0.041691821068525314,
0.013138140551745892,
0.0018226702231913805,
0.021938052028417587,
0.027292080223560333,
0.03802894055843353,
0.09370112419128418,
-0.0416593924164772,
-0.06002483516931534,
0.05945204570889473,
-0.055798374116420746,
0.07336018979549408,
0.002281682100147009,
0.05595475807785988,
-0.045037101954221725,
0.04815884679555893,
0.04428641498088837,
0.027431432157754898,
0.039763834327459335,
-0.06169832497835159,
-0.0732441321015358,
-0.0493583008646965,
-0.05451500043272972,
-0.018465254455804825,
-0.030405769124627113,
0.04297412186861038,
-0.04901857674121857,
-0.05732189118862152,
-0.025626782327890396,
0.04561774805188179,
0.10539767146110535,
-0.05762331932783127,
-0.05194412171840668,
-0.05457555502653122,
-0.028391053900122643,
-0.04895855858922005,
-0.09568306803703308,
0.03705250099301338,
-0.054979320615530014,
-0.05436892434954643,
-0.012622358277440071,
-3.9659969530703165e-8,
-0.001957750180736184,
-0.07573843747377396,
-0.039820775389671326,
0.0076861921697855,
0.034991487860679626,
-0.04133337363600731,
-0.08051934838294983,
0.0532265268266201,
-0.03902173042297363,
0.04208240658044815,
-0.02545950561761856,
0.02194179967045784,
0.05357339605689049,
0.02382327802479267,
-0.01474632229655981,
-0.037740349769592285,
0.03988954797387123,
-0.025260625407099724,
-0.05289558693766594,
0.008113703690469265,
-0.015010762959718704,
0.07090282440185547,
0.1105588972568512,
-0.02365494892001152,
0.037995047867298126,
-0.01778549700975418,
-0.013166156597435474,
0.06190469488501549,
0.03592555224895477,
-0.08926539123058319,
0.03262169659137726,
-0.01153657492250204,
0.02164475806057453,
0.06958889216184616,
0.030293067917227745,
0.023172196000814438,
0.025597281754016876,
0.09577923268079758,
-0.020794538781046867,
0.039292171597480774,
0.012578027322888374,
-0.06922421604394913,
-0.03964482992887497,
0.05373246222734451,
-0.009134071879088879,
-0.06148248910903931,
-0.05586590617895126,
-0.020304515957832336,
0.0632065162062645,
0.021746492013335228,
0.021730467677116394,
-0.09879196435213089,
0.0010359535226598382,
-0.002511443803086877,
0.013888036832213402,
0.08328690379858017,
0.044063448905944824,
-0.068065345287323,
-0.005564770195633173,
0.20270505547523499,
0.0314616784453392,
0.01859590783715248,
-0.025318365544080734,
0.02287561073899269
] | null | null | null | null | null | null | null |
[
-0.01992179825901985,
0.034457918256521225,
-0.02578490972518921,
0.010565300472080708,
-0.06141729652881622,
-0.08332426846027374,
0.08257025480270386,
0.06530724465847015,
-0.09088673442602158,
0.03730165585875511,
0.04192091524600983,
-0.08055520802736282,
0.07954254001379013,
0.06209183111786842,
-0.10807124525308609,
-0.01589518040418625,
0.0915723443031311,
-0.03711883723735809,
0.07105826586484909,
-0.038492389023303986,
-0.13099943101406097,
0.06899254769086838,
0.012110655196011066,
0.008327992632985115,
-0.06216679885983467,
0.05898065119981766,
-0.05363914370536804,
-0.04160161316394806,
0.03275258094072342,
-0.03301501274108887,
0.031023500487208366,
-0.026572875678539276,
0.09610413759946823,
-0.09838064759969711,
0.009021226316690445,
-0.006240053568035364,
0.03491462022066116,
-0.030628181993961334,
-0.13775774836540222,
0.008211580105125904,
-0.013616299256682396,
-0.0010255166562274098,
-0.022158930078148842,
0.022626444697380066,
0.061837904155254364,
0.00502069341018796,
-0.056334253400564194,
-0.03068753145635128,
0.031117692589759827,
0.010778716765344143,
-0.007976631633937359,
-0.07505936175584793,
0.026658764109015465,
0.1626751720905304,
-0.008728829212486744,
-0.08833421021699905,
-0.04318714886903763,
-0.07223279029130936,
-0.026775062084197998,
0.027995433658361435,
0.021459294483065605,
-0.030328385531902313,
-0.0005497140809893608,
-0.041448578238487244,
0.08146380633115768,
0.009791125543415546,
0.02873043157160282,
0.029693644493818283,
0.1204308345913887,
-0.03897428512573242,
0.04138514772057533,
0.005691438913345337,
0.0904773697257042,
0.11105012893676758,
-0.0638076439499855,
0.02517496421933174,
-0.03275282680988312,
-0.018640274181962013,
0.08867812901735306,
-0.05524088442325592,
-0.06399112194776535,
-0.082827627658844,
0.013028171844780445,
-0.04528084024786949,
-0.011103767901659012,
0.07305701076984406,
0.002289331518113613,
0.018770581111311913,
-0.06268103420734406,
-0.018204424530267715,
0.0450601689517498,
0.05243627354502678,
0.01772812195122242,
-0.01842345856130123,
-0.03536006063222885,
-0.04632475599646568,
-0.06090739369392395,
-0.013008727692067623,
0.008627315051853657,
-0.01745348982512951,
0.04528752714395523,
-0.04338124766945839,
0.011339566670358181,
0.11455614119768143,
-0.037219829857349396,
-0.123958058655262,
0.039167746901512146,
-0.01898990385234356,
-0.04369480907917023,
-0.012497486546635628,
-0.042251646518707275,
0.04559958726167679,
0.014869133941829205,
0.03563239425420761,
-0.034866657108068466,
-0.029725350439548492,
0.07786379754543304,
-0.0044774399138987064,
0.018589049577713013,
0.01006705965846777,
0.03588477522134781,
-0.03405050188302994,
-0.07273010164499283,
-0.04253685101866722,
0.06783512234687805,
-0.028791463002562523,
0.007913329638540745,
3.6790662599654264e-33,
-0.04689629375934601,
0.08872079104185104,
0.05637349560856819,
0.022158149629831314,
-0.039676688611507416,
0.048034097999334335,
-0.019390977919101715,
0.0027913344092667103,
0.029305998235940933,
0.05800094082951546,
0.03958217427134514,
-0.017823368310928345,
0.05121640861034393,
0.025395631790161133,
0.07241406291723251,
-0.03612183406949043,
-0.08542348444461823,
0.06436625123023987,
-0.012509128078818321,
-0.004336073994636536,
-0.05126991122961044,
-0.09668178111314774,
-0.0377228669822216,
0.047401342540979385,
0.06100744381546974,
0.12765741348266602,
-0.024294832721352577,
0.047806914895772934,
0.006746435072273016,
0.025440126657485962,
-0.006348499562591314,
0.010194765403866768,
0.004761593881994486,
-0.03262271359562874,
-0.04241326078772545,
-0.034296344965696335,
-0.011973448097705841,
0.00626707449555397,
-0.04803292825818062,
0.040951017290353775,
0.008826268836855888,
-0.009257777594029903,
0.040983930230140686,
0.019455527886748314,
0.02815907448530197,
-0.006489464547485113,
-0.030277155339717865,
0.006204662844538689,
-0.0048486338928341866,
-0.03942449763417244,
0.03398597985506058,
-0.05147896707057953,
-0.058643631637096405,
-0.07124507427215576,
0.021460020914673805,
0.11396976560354233,
-0.043846212327480316,
-0.017985308542847633,
-0.030394596979022026,
0.06875333189964294,
0.06737272441387177,
-0.004299871623516083,
-0.026206891983747482,
-0.004666528664529324,
-0.030841298401355743,
-0.01379467360675335,
0.059513211250305176,
0.009299338795244694,
-0.011410356499254704,
0.011173456907272339,
-0.030964836478233337,
-0.025600416585803032,
0.051798369735479355,
-0.04052802920341492,
-0.061370573937892914,
-0.004210779443383217,
-0.001464798697270453,
0.059069737792015076,
-0.11068978905677795,
-0.06611890345811844,
-0.006559591740369797,
0.01735878922045231,
0.06759931147098541,
0.03947446495294571,
0.016984421759843826,
-0.007944300770759583,
-0.010339577682316303,
0.03459974005818367,
-0.09712989628314972,
0.04274705424904823,
0.0346909798681736,
0.008388852700591087,
0.010076159611344337,
0.01682773418724537,
-0.09764915704727173,
-2.5679605305643913e-33,
-0.027163054794073105,
0.0054697031155228615,
-0.010347072035074234,
0.010400345548987389,
-0.02689923346042633,
-0.08251219242811203,
0.019838707521557808,
0.02547154389321804,
0.0673743262887001,
0.0642271414399147,
0.0021160608157515526,
0.07337101548910141,
0.04003109782934189,
-0.0822538360953331,
-0.024141879752278328,
0.07740014046430588,
0.02015381120145321,
-0.03462783619761467,
-0.03572149947285652,
-0.030386511236429214,
0.03647084906697273,
0.014493097551167011,
-0.014380470849573612,
-0.03618563711643219,
0.010670831426978111,
0.08711548149585724,
-0.006984656676650047,
0.02789114974439144,
0.058636363595724106,
-0.04197574779391289,
-0.10656898468732834,
0.01160425040870905,
0.062194325029850006,
0.019525868818163872,
-0.0007041030330583453,
-0.1346433460712433,
0.020130718126893044,
0.02440444752573967,
-0.021444514393806458,
-0.035223428159952164,
0.027415651828050613,
-0.0006291407044045627,
-0.02530834823846817,
0.1003192812204361,
-0.07555533200502396,
0.0049503580667078495,
0.051622942090034485,
0.00626359973102808,
-0.012494231574237347,
0.008990185335278511,
0.02702726237475872,
-0.04304909706115723,
-0.03202864155173302,
0.06785401701927185,
-0.041691821068525314,
0.013138140551745892,
0.0018226702231913805,
0.021938052028417587,
0.027292080223560333,
0.03802894055843353,
0.09370112419128418,
-0.0416593924164772,
-0.06002483516931534,
0.05945204570889473,
-0.055798374116420746,
0.07336018979549408,
0.002281682100147009,
0.05595475807785988,
-0.045037101954221725,
0.04815884679555893,
0.04428641498088837,
0.027431432157754898,
0.039763834327459335,
-0.06169832497835159,
-0.0732441321015358,
-0.0493583008646965,
-0.05451500043272972,
-0.018465254455804825,
-0.030405769124627113,
0.04297412186861038,
-0.04901857674121857,
-0.05732189118862152,
-0.025626782327890396,
0.04561774805188179,
0.10539767146110535,
-0.05762331932783127,
-0.05194412171840668,
-0.05457555502653122,
-0.028391053900122643,
-0.04895855858922005,
-0.09568306803703308,
0.03705250099301338,
-0.054979320615530014,
-0.05436892434954643,
-0.012622358277440071,
-3.9659969530703165e-8,
-0.001957750180736184,
-0.07573843747377396,
-0.039820775389671326,
0.0076861921697855,
0.034991487860679626,
-0.04133337363600731,
-0.08051934838294983,
0.0532265268266201,
-0.03902173042297363,
0.04208240658044815,
-0.02545950561761856,
0.02194179967045784,
0.05357339605689049,
0.02382327802479267,
-0.01474632229655981,
-0.037740349769592285,
0.03988954797387123,
-0.025260625407099724,
-0.05289558693766594,
0.008113703690469265,
-0.015010762959718704,
0.07090282440185547,
0.1105588972568512,
-0.02365494892001152,
0.037995047867298126,
-0.01778549700975418,
-0.013166156597435474,
0.06190469488501549,
0.03592555224895477,
-0.08926539123058319,
0.03262169659137726,
-0.01153657492250204,
0.02164475806057453,
0.06958889216184616,
0.030293067917227745,
0.023172196000814438,
0.025597281754016876,
0.09577923268079758,
-0.020794538781046867,
0.039292171597480774,
0.012578027322888374,
-0.06922421604394913,
-0.03964482992887497,
0.05373246222734451,
-0.009134071879088879,
-0.06148248910903931,
-0.05586590617895126,
-0.020304515957832336,
0.0632065162062645,
0.021746492013335228,
0.021730467677116394,
-0.09879196435213089,
0.0010359535226598382,
-0.002511443803086877,
0.013888036832213402,
0.08328690379858017,
0.044063448905944824,
-0.068065345287323,
-0.005564770195633173,
0.20270505547523499,
0.0314616784453392,
0.01859590783715248,
-0.025318365544080734,
0.02287561073899269
] |
1402.5511
|
Masoud Abbaszadeh
|
Masoud Abbaszadeh
|
A Generalized Robust Filtering Framework for Nonlinear
Differential-Algebraic Systems
|
26 pages, 5 figures
| null | null | null |
cs.SY math.OC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A generalized dynamical robust nonlinear filtering framework is established
for a class of Lipschitz differential algebraic systems, in which the
nonlinearities appear both in the state and measured output equations. The
system is assumed to be affected by norm-bounded disturbance and to have both
norm-bounded uncertainties in the realization matrices as well as nonlinear
model uncertainties. We synthesize a robust H_infty filter through semidefinite
programming and strict linear matrix inequalities (LMIs). The admissible
Lipschitz constants of the nonlinear functions are maximized through LMI
optimization. The resulting H_infty filter guarantees asymptotic stability of
the estimation error dynamics with prespecified disturbance attenuation level
and is robust against time-varying parametric uncertainties as well as
Lipschitz nonlinear additive uncertainty. Explicit bound on the tolerable
nonlinear uncertainty is derived based on a norm-wise robustness analysis.
|
[
{
"created": "Sat, 22 Feb 2014 13:21:24 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Abbaszadeh",
"Masoud",
""
]
] |
[
-0.06285137683153152,
-0.03996787592768669,
-0.06340643018484116,
0.03902218118309975,
-0.02179495245218277,
0.031966682523489,
0.007387284655123949,
-0.04816293716430664,
-0.05381909757852554,
0.028842566534876823,
-0.013294690288603306,
0.015324222855269909,
0.04860102757811546,
-0.034797582775354385,
-0.16288089752197266,
0.0605284608900547,
0.06995084136724472,
0.021250257268548012,
-0.08200180530548096,
-0.006167634855955839,
0.08428487181663513,
0.043375931680202484,
-0.05504099652171135,
0.030487507581710815,
0.012172379530966282,
-0.01530315913259983,
-0.07288665324449539,
0.009872058406472206,
-0.023545781150460243,
0.04135715961456299,
-0.06633605808019638,
-0.08304265886545181,
0.06164669618010521,
-0.03462492302060127,
-0.02787994220852852,
-0.00791700929403305,
0.028703775256872177,
-0.006303872913122177,
0.034108929336071014,
0.0035453077871352434,
-0.02332799881696701,
0.034400660544633865,
0.030699387192726135,
0.025716621428728104,
-0.008287215605378151,
-0.07119010388851166,
0.046330686658620834,
-0.10905131697654724,
-0.026248730719089508,
-0.0015481682494282722,
0.03270808979868889,
0.010265865363180637,
0.07032351940870285,
-0.034177444875240326,
-0.054012738168239594,
-0.02463802881538868,
-0.058999352157115936,
0.040051668882369995,
-0.006921305786818266,
-0.013453437946736813,
-0.076210618019104,
-0.031073953956365585,
0.08601086586713791,
0.019263992086052895,
-0.021564742550253868,
0.027307825163006783,
-0.037128277122974396,
0.08913328498601913,
-0.02260434813797474,
0.05581974238157272,
-0.07448384165763855,
0.006075258366763592,
-0.03696351870894432,
0.026144102215766907,
0.04483756422996521,
-0.08195249736309052,
0.08733846992254257,
0.024333281442523003,
-0.008698155172169209,
0.044986702501773834,
0.09597671777009964,
-0.026385877281427383,
-0.06551527976989746,
-0.023611653596162796,
-0.019790485501289368,
0.008361374028027058,
0.0061128889210522175,
0.08459930121898651,
0.15895310044288635,
-0.017895929515361786,
-0.0368800163269043,
-0.009188155643641949,
-0.03639258071780205,
0.053258344531059265,
0.01714998297393322,
-0.04897603392601013,
0.057092051953077316,
-0.021808752790093422,
0.10301289707422256,
0.0705590695142746,
0.015748420730233192,
0.021080199629068375,
-0.03010438196361065,
0.12921661138534546,
-0.003980422392487526,
-0.03522998467087746,
0.07594607770442963,
0.04848088324069977,
-0.028567593544721603,
0.01745041273534298,
0.05471330136060715,
-0.049120061099529266,
0.06890343129634857,
0.00002100177516695112,
0.019654080271720886,
0.037454765290021896,
0.10085240006446838,
0.014920449815690517,
0.03211694210767746,
-0.08842937648296356,
-0.06184520572423935,
0.0005674384883604944,
0.051291972398757935,
0.025912009179592133,
0.06772465258836746,
0.036363791674375534,
-0.050092365592718124,
4.543792965208918e-33,
-0.01580844074487686,
-0.004136326257139444,
0.002935800701379776,
-0.03220691159367561,
-0.11328224092721939,
-0.013377601280808449,
0.044066447764635086,
-0.023154044523835182,
-0.034116461873054504,
0.09200739860534668,
0.03493723273277283,
0.022017257288098335,
-0.08738408237695694,
-0.014899668283760548,
-0.00272519257850945,
-0.011209415271878242,
0.02213444374501705,
-0.038245394825935364,
-0.015157684683799744,
-0.054855410009622574,
-0.047921814024448395,
-0.1308913677930832,
-0.11215099692344666,
-0.032886192202568054,
0.019680414348840714,
-0.010250468738377094,
0.014018941670656204,
0.06812985241413116,
0.048209574073553085,
0.003767868038266897,
-0.019874433055520058,
0.03338170424103737,
0.02362564392387867,
-0.04512786120176315,
0.005262366496026516,
-0.01181834563612938,
-0.03096580132842064,
0.023467950522899628,
0.021014776080846786,
-0.04340017959475517,
0.05765493959188461,
0.07879693806171417,
0.02321801148355007,
-0.013506723567843437,
-0.015569029375910759,
-0.030530836433172226,
0.025084614753723145,
-0.01968131959438324,
-0.08292636275291443,
-0.05298105627298355,
-0.0546429306268692,
0.023494146764278412,
-0.019247742369771004,
-0.010326427407562733,
0.01724466122686863,
-0.11516289412975311,
-0.038008783012628555,
0.03878120332956314,
0.07482799887657166,
0.06965828686952591,
-0.11321331560611725,
-0.05444604530930519,
0.06989661604166031,
-0.13040637969970703,
0.04426468908786774,
0.10815504193305969,
0.024498775601387024,
0.03495513275265694,
0.025224784389138222,
-0.05985043942928314,
0.0018125484930351377,
-0.10151012986898422,
-0.037116099148988724,
-0.022670984268188477,
0.015537633560597897,
0.005578906275331974,
0.01837964542210102,
-0.0345492884516716,
-0.03661217913031578,
-0.05606682598590851,
0.006370375398546457,
0.029480621218681335,
0.08230224251747131,
0.059611815959215164,
-0.04960587993264198,
-0.08067202568054199,
0.011668011546134949,
0.049283526837825775,
-0.08897355943918228,
0.0353873111307621,
-0.038398221135139465,
0.065891332924366,
0.06226928532123566,
-0.01958785578608513,
-0.008902409113943577,
-5.988296259481009e-33,
0.04119259491562843,
0.03275153413414955,
-0.047741834074258804,
-0.054949045181274414,
0.030744856223464012,
0.01726439595222473,
0.02713986486196518,
0.07603421807289124,
0.02803296595811844,
-0.11126521229743958,
0.0023461105301976204,
-0.06787148863077164,
-0.04287417232990265,
-0.03048424795269966,
0.045050159096717834,
0.006269535049796104,
-0.02651180699467659,
-0.0010868572862818837,
-0.01895257830619812,
-0.03509851172566414,
-0.032086219638586044,
-0.04452494531869888,
0.062282171100378036,
0.08886639028787613,
0.04244327172636986,
0.041704483330249786,
-0.12237362563610077,
0.06886082887649536,
-0.06097448244690895,
-0.018979398533701897,
-0.03550783544778824,
-0.06371939182281494,
-0.02637179009616375,
0.04794268310070038,
0.022903896868228912,
0.005195062141865492,
-0.08427659422159195,
-0.014004076831042767,
-0.02001854218542576,
0.06931834667921066,
-0.030202487483620644,
-0.0036882341373711824,
0.02606644667685032,
0.04588736221194267,
0.0302275400608778,
0.048219628632068634,
0.078224778175354,
-0.017221730202436447,
0.04907909035682678,
-0.008495223708450794,
0.012255153618752956,
0.048236045986413956,
-0.03327663242816925,
0.040049463510513306,
-0.017423467710614204,
0.019422799348831177,
-0.005603420548141003,
-0.036717213690280914,
-0.014105407521128654,
0.029848888516426086,
-0.019861837849020958,
-0.04935767129063606,
-0.06275178492069244,
0.06630565971136093,
-0.06436503678560257,
-0.0067383828572928905,
-0.03557198867201805,
0.004959631245583296,
0.04810339957475662,
0.025083601474761963,
-0.07255785912275314,
-0.03727511316537857,
0.03515709936618805,
0.041015975177288055,
0.007358224596828222,
-0.020529963076114655,
-0.005700133740901947,
-0.04519442468881607,
0.05278664454817772,
0.10237599164247513,
0.04184173047542572,
0.11016085743904114,
0.0596558041870594,
0.09360648691654205,
-0.03224702924489975,
-0.02864682674407959,
-0.03716229647397995,
-0.0667477622628212,
0.042856231331825256,
-0.055613160133361816,
0.08774881809949875,
-0.03713414818048477,
-0.05068843811750412,
-0.009378171525895596,
0.015544215217232704,
-4.8324803714194786e-8,
-0.01605079136788845,
-0.033685099333524704,
-0.03016536496579647,
-0.0070357597433030605,
-0.04832712188363075,
0.03534774109721184,
0.061091355979442596,
-0.0962030440568924,
0.04327024519443512,
-0.06495895981788635,
-0.02036302722990513,
0.017944738268852234,
-0.018592892214655876,
-0.05971670150756836,
-0.0480533204972744,
-0.0031597327906638384,
-0.05049851909279823,
0.061529528349637985,
0.046136073768138885,
0.005518864840269089,
0.05208825320005417,
-0.03283258527517319,
-0.07464814931154251,
-0.010867343284189701,
0.05986776575446129,
-0.05228075385093689,
-0.05930197983980179,
0.03336863964796066,
0.060352690517902374,
0.037886496633291245,
0.05733589828014374,
0.011545499786734581,
-0.0145250353962183,
0.11763228476047516,
0.002274325815960765,
0.008354232646524906,
-0.04352554678916931,
-0.056971076875925064,
-0.04592841491103172,
0.011457580141723156,
0.03505106270313263,
0.07605300843715668,
-0.049327198415994644,
-0.024255894124507904,
-0.023815913125872612,
0.06201443821191788,
0.08365826308727264,
-0.07421217858791351,
0.001952066202647984,
0.02478606440126896,
0.06502348929643631,
0.08031199872493744,
0.03951985761523247,
-0.013104262761771679,
0.029402224346995354,
-0.11142974346876144,
-0.001457465230487287,
-0.027787240222096443,
-0.11030472815036774,
-0.01593368500471115,
-0.05195368826389313,
0.0460507832467556,
0.03670937195420265,
0.002138651441782713
] | null | null | null | null | null | null | null |
[
-0.06285137683153152,
-0.03996787592768669,
-0.06340643018484116,
0.03902218118309975,
-0.02179495245218277,
0.031966682523489,
0.007387284655123949,
-0.04816293716430664,
-0.05381909757852554,
0.028842566534876823,
-0.013294690288603306,
0.015324222855269909,
0.04860102757811546,
-0.034797582775354385,
-0.16288089752197266,
0.0605284608900547,
0.06995084136724472,
0.021250257268548012,
-0.08200180530548096,
-0.006167634855955839,
0.08428487181663513,
0.043375931680202484,
-0.05504099652171135,
0.030487507581710815,
0.012172379530966282,
-0.01530315913259983,
-0.07288665324449539,
0.009872058406472206,
-0.023545781150460243,
0.04135715961456299,
-0.06633605808019638,
-0.08304265886545181,
0.06164669618010521,
-0.03462492302060127,
-0.02787994220852852,
-0.00791700929403305,
0.028703775256872177,
-0.006303872913122177,
0.034108929336071014,
0.0035453077871352434,
-0.02332799881696701,
0.034400660544633865,
0.030699387192726135,
0.025716621428728104,
-0.008287215605378151,
-0.07119010388851166,
0.046330686658620834,
-0.10905131697654724,
-0.026248730719089508,
-0.0015481682494282722,
0.03270808979868889,
0.010265865363180637,
0.07032351940870285,
-0.034177444875240326,
-0.054012738168239594,
-0.02463802881538868,
-0.058999352157115936,
0.040051668882369995,
-0.006921305786818266,
-0.013453437946736813,
-0.076210618019104,
-0.031073953956365585,
0.08601086586713791,
0.019263992086052895,
-0.021564742550253868,
0.027307825163006783,
-0.037128277122974396,
0.08913328498601913,
-0.02260434813797474,
0.05581974238157272,
-0.07448384165763855,
0.006075258366763592,
-0.03696351870894432,
0.026144102215766907,
0.04483756422996521,
-0.08195249736309052,
0.08733846992254257,
0.024333281442523003,
-0.008698155172169209,
0.044986702501773834,
0.09597671777009964,
-0.026385877281427383,
-0.06551527976989746,
-0.023611653596162796,
-0.019790485501289368,
0.008361374028027058,
0.0061128889210522175,
0.08459930121898651,
0.15895310044288635,
-0.017895929515361786,
-0.0368800163269043,
-0.009188155643641949,
-0.03639258071780205,
0.053258344531059265,
0.01714998297393322,
-0.04897603392601013,
0.057092051953077316,
-0.021808752790093422,
0.10301289707422256,
0.0705590695142746,
0.015748420730233192,
0.021080199629068375,
-0.03010438196361065,
0.12921661138534546,
-0.003980422392487526,
-0.03522998467087746,
0.07594607770442963,
0.04848088324069977,
-0.028567593544721603,
0.01745041273534298,
0.05471330136060715,
-0.049120061099529266,
0.06890343129634857,
0.00002100177516695112,
0.019654080271720886,
0.037454765290021896,
0.10085240006446838,
0.014920449815690517,
0.03211694210767746,
-0.08842937648296356,
-0.06184520572423935,
0.0005674384883604944,
0.051291972398757935,
0.025912009179592133,
0.06772465258836746,
0.036363791674375534,
-0.050092365592718124,
4.543792965208918e-33,
-0.01580844074487686,
-0.004136326257139444,
0.002935800701379776,
-0.03220691159367561,
-0.11328224092721939,
-0.013377601280808449,
0.044066447764635086,
-0.023154044523835182,
-0.034116461873054504,
0.09200739860534668,
0.03493723273277283,
0.022017257288098335,
-0.08738408237695694,
-0.014899668283760548,
-0.00272519257850945,
-0.011209415271878242,
0.02213444374501705,
-0.038245394825935364,
-0.015157684683799744,
-0.054855410009622574,
-0.047921814024448395,
-0.1308913677930832,
-0.11215099692344666,
-0.032886192202568054,
0.019680414348840714,
-0.010250468738377094,
0.014018941670656204,
0.06812985241413116,
0.048209574073553085,
0.003767868038266897,
-0.019874433055520058,
0.03338170424103737,
0.02362564392387867,
-0.04512786120176315,
0.005262366496026516,
-0.01181834563612938,
-0.03096580132842064,
0.023467950522899628,
0.021014776080846786,
-0.04340017959475517,
0.05765493959188461,
0.07879693806171417,
0.02321801148355007,
-0.013506723567843437,
-0.015569029375910759,
-0.030530836433172226,
0.025084614753723145,
-0.01968131959438324,
-0.08292636275291443,
-0.05298105627298355,
-0.0546429306268692,
0.023494146764278412,
-0.019247742369771004,
-0.010326427407562733,
0.01724466122686863,
-0.11516289412975311,
-0.038008783012628555,
0.03878120332956314,
0.07482799887657166,
0.06965828686952591,
-0.11321331560611725,
-0.05444604530930519,
0.06989661604166031,
-0.13040637969970703,
0.04426468908786774,
0.10815504193305969,
0.024498775601387024,
0.03495513275265694,
0.025224784389138222,
-0.05985043942928314,
0.0018125484930351377,
-0.10151012986898422,
-0.037116099148988724,
-0.022670984268188477,
0.015537633560597897,
0.005578906275331974,
0.01837964542210102,
-0.0345492884516716,
-0.03661217913031578,
-0.05606682598590851,
0.006370375398546457,
0.029480621218681335,
0.08230224251747131,
0.059611815959215164,
-0.04960587993264198,
-0.08067202568054199,
0.011668011546134949,
0.049283526837825775,
-0.08897355943918228,
0.0353873111307621,
-0.038398221135139465,
0.065891332924366,
0.06226928532123566,
-0.01958785578608513,
-0.008902409113943577,
-5.988296259481009e-33,
0.04119259491562843,
0.03275153413414955,
-0.047741834074258804,
-0.054949045181274414,
0.030744856223464012,
0.01726439595222473,
0.02713986486196518,
0.07603421807289124,
0.02803296595811844,
-0.11126521229743958,
0.0023461105301976204,
-0.06787148863077164,
-0.04287417232990265,
-0.03048424795269966,
0.045050159096717834,
0.006269535049796104,
-0.02651180699467659,
-0.0010868572862818837,
-0.01895257830619812,
-0.03509851172566414,
-0.032086219638586044,
-0.04452494531869888,
0.062282171100378036,
0.08886639028787613,
0.04244327172636986,
0.041704483330249786,
-0.12237362563610077,
0.06886082887649536,
-0.06097448244690895,
-0.018979398533701897,
-0.03550783544778824,
-0.06371939182281494,
-0.02637179009616375,
0.04794268310070038,
0.022903896868228912,
0.005195062141865492,
-0.08427659422159195,
-0.014004076831042767,
-0.02001854218542576,
0.06931834667921066,
-0.030202487483620644,
-0.0036882341373711824,
0.02606644667685032,
0.04588736221194267,
0.0302275400608778,
0.048219628632068634,
0.078224778175354,
-0.017221730202436447,
0.04907909035682678,
-0.008495223708450794,
0.012255153618752956,
0.048236045986413956,
-0.03327663242816925,
0.040049463510513306,
-0.017423467710614204,
0.019422799348831177,
-0.005603420548141003,
-0.036717213690280914,
-0.014105407521128654,
0.029848888516426086,
-0.019861837849020958,
-0.04935767129063606,
-0.06275178492069244,
0.06630565971136093,
-0.06436503678560257,
-0.0067383828572928905,
-0.03557198867201805,
0.004959631245583296,
0.04810339957475662,
0.025083601474761963,
-0.07255785912275314,
-0.03727511316537857,
0.03515709936618805,
0.041015975177288055,
0.007358224596828222,
-0.020529963076114655,
-0.005700133740901947,
-0.04519442468881607,
0.05278664454817772,
0.10237599164247513,
0.04184173047542572,
0.11016085743904114,
0.0596558041870594,
0.09360648691654205,
-0.03224702924489975,
-0.02864682674407959,
-0.03716229647397995,
-0.0667477622628212,
0.042856231331825256,
-0.055613160133361816,
0.08774881809949875,
-0.03713414818048477,
-0.05068843811750412,
-0.009378171525895596,
0.015544215217232704,
-4.8324803714194786e-8,
-0.01605079136788845,
-0.033685099333524704,
-0.03016536496579647,
-0.0070357597433030605,
-0.04832712188363075,
0.03534774109721184,
0.061091355979442596,
-0.0962030440568924,
0.04327024519443512,
-0.06495895981788635,
-0.02036302722990513,
0.017944738268852234,
-0.018592892214655876,
-0.05971670150756836,
-0.0480533204972744,
-0.0031597327906638384,
-0.05049851909279823,
0.061529528349637985,
0.046136073768138885,
0.005518864840269089,
0.05208825320005417,
-0.03283258527517319,
-0.07464814931154251,
-0.010867343284189701,
0.05986776575446129,
-0.05228075385093689,
-0.05930197983980179,
0.03336863964796066,
0.060352690517902374,
0.037886496633291245,
0.05733589828014374,
0.011545499786734581,
-0.0145250353962183,
0.11763228476047516,
0.002274325815960765,
0.008354232646524906,
-0.04352554678916931,
-0.056971076875925064,
-0.04592841491103172,
0.011457580141723156,
0.03505106270313263,
0.07605300843715668,
-0.049327198415994644,
-0.024255894124507904,
-0.023815913125872612,
0.06201443821191788,
0.08365826308727264,
-0.07421217858791351,
0.001952066202647984,
0.02478606440126896,
0.06502348929643631,
0.08031199872493744,
0.03951985761523247,
-0.013104262761771679,
0.029402224346995354,
-0.11142974346876144,
-0.001457465230487287,
-0.027787240222096443,
-0.11030472815036774,
-0.01593368500471115,
-0.05195368826389313,
0.0460507832467556,
0.03670937195420265,
0.002138651441782713
] |
1402.5515
|
Ya Cheng Professor
|
Jielei Ni, Wei Chu, Haisu Zhang, Bin Zeng, Jinping Yao, Guihua Li,
Chenrui Jing, Hongqiang Xie, Huailiang Xu, Ya Cheng, and Zhizhan Xu
|
Impulsive rotational Raman scattering of N2 by a remote "air laser" in
femtosecond laser filament
|
4 pages, 4 figures
| null |
10.1364/OL.39.002250
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We report on experimental realization of impulsive rotational Raman
scattering from neutral nitrogen molecules in a femtosecond laser filament
using an intense self-induced white-light seeding "air laser" generated during
the filamentation of an 800 nm Ti: Sapphire laser in nitrogen gas. The
impulsive rotational Raman fingerprint signals are observed with a maximum
conversion efficiency of ~0.8%. Our observation provides a promising way of
remote identification and location of chemical species in atmosphere by
rotational Raman scattering of molecules.
|
[
{
"created": "Sat, 22 Feb 2014 14:35:48 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Ni",
"Jielei",
""
],
[
"Chu",
"Wei",
""
],
[
"Zhang",
"Haisu",
""
],
[
"Zeng",
"Bin",
""
],
[
"Yao",
"Jinping",
""
],
[
"Li",
"Guihua",
""
],
[
"Jing",
"Chenrui",
""
],
[
"Xie",
"Hongqiang",
""
],
[
"Xu",
"Huailiang",
""
],
[
"Cheng",
"Ya",
""
],
[
"Xu",
"Zhizhan",
""
]
] |
[
-0.09331215173006058,
-0.05525112524628639,
-0.03538784384727478,
0.022632339969277382,
0.0252360962331295,
-0.020593099296092987,
0.0771634578704834,
-0.07032055407762527,
0.009359165094792843,
-0.11164900660514832,
0.028354670852422714,
0.06385486572980881,
-0.05637998506426811,
-0.011847371235489845,
-0.017203623428940773,
0.05476820096373558,
0.0326865129172802,
-0.017494698986411095,
0.023776613175868988,
0.048828039318323135,
0.09938368946313858,
-0.015601173043251038,
0.049478475004434586,
0.04252105951309204,
-0.06531380861997604,
0.011969884857535362,
0.011741641908884048,
0.020121680572628975,
0.05517465993762016,
0.030882572755217552,
0.11332587152719498,
0.028660323470830917,
-0.05640121176838875,
0.12429778277873993,
0.05804598703980446,
-0.13989180326461792,
-0.009514493867754936,
-0.001888493075966835,
0.0013600047677755356,
-0.06589573621749878,
0.06118747591972351,
-0.000010223405297438148,
0.014540156349539757,
0.03211960569024086,
-0.01835455559194088,
-0.04000319913029671,
0.03733975440263748,
-0.04251307249069214,
-0.02037477307021618,
-0.0018999433377757668,
-0.024547113105654716,
0.026897020637989044,
0.008498338051140308,
-0.08713846653699875,
0.04187585040926933,
0.055135615170001984,
-0.04018675163388252,
-0.062089674174785614,
0.020739248022437096,
-0.010354393161833286,
-0.008115030825138092,
0.03552823141217232,
-0.02695491351187229,
-0.037234727293252945,
0.06416325271129608,
0.03900399059057236,
0.08604351431131363,
0.020796900615096092,
0.09965961426496506,
0.0012106804642826319,
0.0074301897548139095,
0.07133234292268753,
-0.010852192528545856,
0.04468933492898941,
0.032083842903375626,
0.006027490831911564,
-0.0009629407431930304,
0.05769018456339836,
-0.10440938174724579,
-0.028546921908855438,
0.06669361144304276,
-0.01524171233177185,
0.011441187933087349,
0.10406055301427841,
-0.05968404561281204,
0.02610044740140438,
-0.011942236684262753,
0.12704652547836304,
-0.05036570131778717,
-0.03322369232773781,
-0.0920507088303566,
-0.007674014661461115,
0.004022644832730293,
-0.10111983865499496,
-0.02738223783671856,
0.027298448607325554,
0.08515416085720062,
-0.030354509130120277,
-0.04889218881726265,
-0.03176339343190193,
0.017376676201820374,
0.0015435746172443032,
-0.03789908066391945,
-0.02022678405046463,
-0.15626564621925354,
-0.0019561657682061195,
0.004144204314798117,
0.0406394824385643,
-0.013288052752614021,
0.040515728294849396,
0.05583745241165161,
-0.015957452356815338,
-0.036184921860694885,
-0.021701311692595482,
-0.03861270099878311,
-0.026936113834381104,
0.0024817637167871,
-0.015518403612077236,
-0.06176792457699776,
0.0021187053062021732,
-0.09650709480047226,
0.08134076744318008,
-0.00310986558906734,
0.044605378061532974,
-0.0682125836610794,
0.010884422808885574,
-0.085357666015625,
-4.096908905358907e-35,
0.05753972753882408,
0.021511226892471313,
0.01472172886133194,
-0.11352238059043884,
0.014184953644871712,
-0.06649289280176163,
0.023049097508192062,
-0.045906614512205124,
-0.005363812670111656,
0.030271973460912704,
-0.014420890249311924,
0.029644273221492767,
0.019518332555890083,
-0.025537731125950813,
-0.045602791011333466,
-0.018956445157527924,
0.04460683837532997,
0.03158772364258766,
-0.03237653523683548,
0.06349112093448639,
-0.052670709788799286,
0.06839960813522339,
0.015977535396814346,
0.009009679779410362,
-0.09660130739212036,
0.050644926726818085,
-0.11564216762781143,
0.02506439760327339,
0.060731008648872375,
-0.020405491814017296,
0.10957781970500946,
0.050341054797172546,
0.00128406030125916,
-0.02538915164768696,
0.09770184010267258,
-0.025110362097620964,
-0.0708921030163765,
0.055185895413160324,
-0.012750396504998207,
0.054230183362960815,
0.03331891447305679,
0.022441226989030838,
-0.016850033774971962,
0.018794814124703407,
0.005778354126960039,
-0.0001849775289883837,
-0.12318255007266998,
0.027545815333724022,
0.1067381352186203,
0.02838716469705105,
-0.05859699472784996,
0.013064992614090443,
0.05385222285985947,
-0.07212679088115692,
0.040191538631916046,
0.040392421185970306,
0.08897572010755539,
-0.003784287953749299,
0.030792098492383957,
-0.11117242276668549,
-0.0318136103451252,
-0.09374146163463593,
-0.03395695984363556,
-0.025754908099770546,
-0.04943124204874039,
-0.03354465588927269,
0.008076389320194721,
0.059863340109586716,
0.04791661351919174,
0.03513817861676216,
-0.03302093595266342,
0.04351707547903061,
0.021058736369013786,
0.01006561703979969,
0.1161898747086525,
-0.004049177281558514,
-0.0033547328785061836,
0.04844938963651657,
-0.04264257475733757,
0.08319555968046188,
0.03396393731236458,
0.005102573893964291,
0.06288589537143707,
-0.16255547106266022,
-0.04610031843185425,
0.031200269237160683,
-0.0500272698700428,
-0.010456345044076443,
-0.057270996272563934,
0.03634518384933472,
-0.010931063443422318,
-0.059645917266607285,
0.019529566168785095,
-0.056198522448539734,
-0.006942149251699448,
-2.034637825241358e-33,
0.051278404891490936,
-0.014532126486301422,
0.017309892922639847,
0.06968086212873459,
-0.025349773466587067,
0.07783722132444382,
-0.01799197494983673,
0.015670660883188248,
-0.0901702269911766,
0.012576114386320114,
0.03420622646808624,
0.02235538139939308,
0.011283421888947487,
0.03513230383396149,
0.03341195359826088,
0.009721220470964909,
-0.059258438646793365,
0.061702486127614975,
0.06517018377780914,
-0.003332843305543065,
-0.0595703125,
0.024977177381515503,
0.028783194720745087,
0.07029790431261063,
0.031987231224775314,
-0.0056809717789292336,
0.06647192686796188,
0.050247158855199814,
-0.029413212090730667,
-0.03877834603190422,
0.02694126032292843,
0.016100211068987846,
0.016919773072004318,
-0.02346891164779663,
-0.045871492475271225,
-0.040946319699287415,
0.038579702377319336,
0.023935673758387566,
-0.06721695512533188,
0.014650498516857624,
-0.05269250273704529,
-0.019594404846429825,
0.003585479222238064,
-0.0013480557827278972,
-0.08098706603050232,
0.020901991054415703,
-0.039264582097530365,
-0.05262880027294159,
0.046696070581674576,
-0.050555694848299026,
0.01998809538781643,
0.06485044211149216,
-0.06020812317728996,
-0.0001863158686319366,
0.06782131642103195,
0.01961936615407467,
0.03904878720641136,
0.0994490534067154,
0.09467300027608871,
0.01673743687570095,
-0.034144215285778046,
-0.07137969881296158,
0.0517805851995945,
-0.029178669676184654,
-0.015608633868396282,
-0.01893508806824684,
0.042122483253479004,
0.07215925306081772,
0.005361586809158325,
-0.04723798856139183,
-0.04706369340419769,
0.03200767561793327,
0.06250306963920593,
0.11670081317424774,
0.01750398613512516,
-0.016071435064077377,
0.011718093417584896,
-0.07164163887500763,
-0.07337529957294464,
-0.01803632453083992,
-0.0337650291621685,
0.010593391954898834,
-0.06742160767316818,
-0.05181697756052017,
0.03899487853050232,
-0.013948271051049232,
0.02432536706328392,
-0.06079516187310219,
-0.07734169065952301,
-0.0813722237944603,
0.09890411794185638,
0.024003813043236732,
-0.007577620446681976,
-0.08695673942565918,
0.04109891876578331,
-3.5473782133976783e-8,
-0.02055373601615429,
0.01272832602262497,
0.018406061455607414,
0.05533725023269653,
0.008268597535789013,
0.05943619832396507,
0.047601521015167236,
0.03785942867398262,
-0.07861606776714325,
-0.06965550780296326,
0.008193248882889748,
-0.0823107659816742,
0.02111324481666088,
0.029613811522722244,
0.029785234481096268,
-0.08699553459882736,
-0.018147705122828484,
-0.06688762456178665,
-0.04853331297636032,
0.019776105880737305,
-0.030673563480377197,
0.03362838551402092,
0.009000261314213276,
-0.01574764773249626,
-0.02175949327647686,
-0.011210115626454353,
-0.016135450452566147,
0.017125645652413368,
-0.03221143037080765,
-0.05139966309070587,
-0.04392556473612785,
-0.05484086275100708,
-0.0005688106757588685,
-0.01870638318359852,
-0.12720447778701782,
-0.04140337556600571,
0.0264340378344059,
0.010724274441599846,
-0.05744548141956329,
-0.041701216250658035,
-0.003533578012138605,
0.02036936953663826,
-0.10185753554105759,
0.0004361098981462419,
-0.027377726510167122,
0.022026900202035904,
0.04553878679871559,
-0.013365024700760841,
-0.09972056746482849,
0.07988030463457108,
0.05807388573884964,
-0.025559965521097183,
0.05564538389444351,
-0.023954568430781364,
-0.03482949733734131,
-0.04185687005519867,
-0.0028160593938082457,
0.02792866714298725,
0.012109777890145779,
0.023546414449810982,
0.0944734439253807,
-0.036678753793239594,
0.005940514151006937,
0.038275096565485
] | null | null | null | null | null | null | null |
[
-0.09331215173006058,
-0.05525112524628639,
-0.03538784384727478,
0.022632339969277382,
0.0252360962331295,
-0.020593099296092987,
0.0771634578704834,
-0.07032055407762527,
0.009359165094792843,
-0.11164900660514832,
0.028354670852422714,
0.06385486572980881,
-0.05637998506426811,
-0.011847371235489845,
-0.017203623428940773,
0.05476820096373558,
0.0326865129172802,
-0.017494698986411095,
0.023776613175868988,
0.048828039318323135,
0.09938368946313858,
-0.015601173043251038,
0.049478475004434586,
0.04252105951309204,
-0.06531380861997604,
0.011969884857535362,
0.011741641908884048,
0.020121680572628975,
0.05517465993762016,
0.030882572755217552,
0.11332587152719498,
0.028660323470830917,
-0.05640121176838875,
0.12429778277873993,
0.05804598703980446,
-0.13989180326461792,
-0.009514493867754936,
-0.001888493075966835,
0.0013600047677755356,
-0.06589573621749878,
0.06118747591972351,
-0.000010223405297438148,
0.014540156349539757,
0.03211960569024086,
-0.01835455559194088,
-0.04000319913029671,
0.03733975440263748,
-0.04251307249069214,
-0.02037477307021618,
-0.0018999433377757668,
-0.024547113105654716,
0.026897020637989044,
0.008498338051140308,
-0.08713846653699875,
0.04187585040926933,
0.055135615170001984,
-0.04018675163388252,
-0.062089674174785614,
0.020739248022437096,
-0.010354393161833286,
-0.008115030825138092,
0.03552823141217232,
-0.02695491351187229,
-0.037234727293252945,
0.06416325271129608,
0.03900399059057236,
0.08604351431131363,
0.020796900615096092,
0.09965961426496506,
0.0012106804642826319,
0.0074301897548139095,
0.07133234292268753,
-0.010852192528545856,
0.04468933492898941,
0.032083842903375626,
0.006027490831911564,
-0.0009629407431930304,
0.05769018456339836,
-0.10440938174724579,
-0.028546921908855438,
0.06669361144304276,
-0.01524171233177185,
0.011441187933087349,
0.10406055301427841,
-0.05968404561281204,
0.02610044740140438,
-0.011942236684262753,
0.12704652547836304,
-0.05036570131778717,
-0.03322369232773781,
-0.0920507088303566,
-0.007674014661461115,
0.004022644832730293,
-0.10111983865499496,
-0.02738223783671856,
0.027298448607325554,
0.08515416085720062,
-0.030354509130120277,
-0.04889218881726265,
-0.03176339343190193,
0.017376676201820374,
0.0015435746172443032,
-0.03789908066391945,
-0.02022678405046463,
-0.15626564621925354,
-0.0019561657682061195,
0.004144204314798117,
0.0406394824385643,
-0.013288052752614021,
0.040515728294849396,
0.05583745241165161,
-0.015957452356815338,
-0.036184921860694885,
-0.021701311692595482,
-0.03861270099878311,
-0.026936113834381104,
0.0024817637167871,
-0.015518403612077236,
-0.06176792457699776,
0.0021187053062021732,
-0.09650709480047226,
0.08134076744318008,
-0.00310986558906734,
0.044605378061532974,
-0.0682125836610794,
0.010884422808885574,
-0.085357666015625,
-4.096908905358907e-35,
0.05753972753882408,
0.021511226892471313,
0.01472172886133194,
-0.11352238059043884,
0.014184953644871712,
-0.06649289280176163,
0.023049097508192062,
-0.045906614512205124,
-0.005363812670111656,
0.030271973460912704,
-0.014420890249311924,
0.029644273221492767,
0.019518332555890083,
-0.025537731125950813,
-0.045602791011333466,
-0.018956445157527924,
0.04460683837532997,
0.03158772364258766,
-0.03237653523683548,
0.06349112093448639,
-0.052670709788799286,
0.06839960813522339,
0.015977535396814346,
0.009009679779410362,
-0.09660130739212036,
0.050644926726818085,
-0.11564216762781143,
0.02506439760327339,
0.060731008648872375,
-0.020405491814017296,
0.10957781970500946,
0.050341054797172546,
0.00128406030125916,
-0.02538915164768696,
0.09770184010267258,
-0.025110362097620964,
-0.0708921030163765,
0.055185895413160324,
-0.012750396504998207,
0.054230183362960815,
0.03331891447305679,
0.022441226989030838,
-0.016850033774971962,
0.018794814124703407,
0.005778354126960039,
-0.0001849775289883837,
-0.12318255007266998,
0.027545815333724022,
0.1067381352186203,
0.02838716469705105,
-0.05859699472784996,
0.013064992614090443,
0.05385222285985947,
-0.07212679088115692,
0.040191538631916046,
0.040392421185970306,
0.08897572010755539,
-0.003784287953749299,
0.030792098492383957,
-0.11117242276668549,
-0.0318136103451252,
-0.09374146163463593,
-0.03395695984363556,
-0.025754908099770546,
-0.04943124204874039,
-0.03354465588927269,
0.008076389320194721,
0.059863340109586716,
0.04791661351919174,
0.03513817861676216,
-0.03302093595266342,
0.04351707547903061,
0.021058736369013786,
0.01006561703979969,
0.1161898747086525,
-0.004049177281558514,
-0.0033547328785061836,
0.04844938963651657,
-0.04264257475733757,
0.08319555968046188,
0.03396393731236458,
0.005102573893964291,
0.06288589537143707,
-0.16255547106266022,
-0.04610031843185425,
0.031200269237160683,
-0.0500272698700428,
-0.010456345044076443,
-0.057270996272563934,
0.03634518384933472,
-0.010931063443422318,
-0.059645917266607285,
0.019529566168785095,
-0.056198522448539734,
-0.006942149251699448,
-2.034637825241358e-33,
0.051278404891490936,
-0.014532126486301422,
0.017309892922639847,
0.06968086212873459,
-0.025349773466587067,
0.07783722132444382,
-0.01799197494983673,
0.015670660883188248,
-0.0901702269911766,
0.012576114386320114,
0.03420622646808624,
0.02235538139939308,
0.011283421888947487,
0.03513230383396149,
0.03341195359826088,
0.009721220470964909,
-0.059258438646793365,
0.061702486127614975,
0.06517018377780914,
-0.003332843305543065,
-0.0595703125,
0.024977177381515503,
0.028783194720745087,
0.07029790431261063,
0.031987231224775314,
-0.0056809717789292336,
0.06647192686796188,
0.050247158855199814,
-0.029413212090730667,
-0.03877834603190422,
0.02694126032292843,
0.016100211068987846,
0.016919773072004318,
-0.02346891164779663,
-0.045871492475271225,
-0.040946319699287415,
0.038579702377319336,
0.023935673758387566,
-0.06721695512533188,
0.014650498516857624,
-0.05269250273704529,
-0.019594404846429825,
0.003585479222238064,
-0.0013480557827278972,
-0.08098706603050232,
0.020901991054415703,
-0.039264582097530365,
-0.05262880027294159,
0.046696070581674576,
-0.050555694848299026,
0.01998809538781643,
0.06485044211149216,
-0.06020812317728996,
-0.0001863158686319366,
0.06782131642103195,
0.01961936615407467,
0.03904878720641136,
0.0994490534067154,
0.09467300027608871,
0.01673743687570095,
-0.034144215285778046,
-0.07137969881296158,
0.0517805851995945,
-0.029178669676184654,
-0.015608633868396282,
-0.01893508806824684,
0.042122483253479004,
0.07215925306081772,
0.005361586809158325,
-0.04723798856139183,
-0.04706369340419769,
0.03200767561793327,
0.06250306963920593,
0.11670081317424774,
0.01750398613512516,
-0.016071435064077377,
0.011718093417584896,
-0.07164163887500763,
-0.07337529957294464,
-0.01803632453083992,
-0.0337650291621685,
0.010593391954898834,
-0.06742160767316818,
-0.05181697756052017,
0.03899487853050232,
-0.013948271051049232,
0.02432536706328392,
-0.06079516187310219,
-0.07734169065952301,
-0.0813722237944603,
0.09890411794185638,
0.024003813043236732,
-0.007577620446681976,
-0.08695673942565918,
0.04109891876578331,
-3.5473782133976783e-8,
-0.02055373601615429,
0.01272832602262497,
0.018406061455607414,
0.05533725023269653,
0.008268597535789013,
0.05943619832396507,
0.047601521015167236,
0.03785942867398262,
-0.07861606776714325,
-0.06965550780296326,
0.008193248882889748,
-0.0823107659816742,
0.02111324481666088,
0.029613811522722244,
0.029785234481096268,
-0.08699553459882736,
-0.018147705122828484,
-0.06688762456178665,
-0.04853331297636032,
0.019776105880737305,
-0.030673563480377197,
0.03362838551402092,
0.009000261314213276,
-0.01574764773249626,
-0.02175949327647686,
-0.011210115626454353,
-0.016135450452566147,
0.017125645652413368,
-0.03221143037080765,
-0.05139966309070587,
-0.04392556473612785,
-0.05484086275100708,
-0.0005688106757588685,
-0.01870638318359852,
-0.12720447778701782,
-0.04140337556600571,
0.0264340378344059,
0.010724274441599846,
-0.05744548141956329,
-0.041701216250658035,
-0.003533578012138605,
0.02036936953663826,
-0.10185753554105759,
0.0004361098981462419,
-0.027377726510167122,
0.022026900202035904,
0.04553878679871559,
-0.013365024700760841,
-0.09972056746482849,
0.07988030463457108,
0.05807388573884964,
-0.025559965521097183,
0.05564538389444351,
-0.023954568430781364,
-0.03482949733734131,
-0.04185687005519867,
-0.0028160593938082457,
0.02792866714298725,
0.012109777890145779,
0.023546414449810982,
0.0944734439253807,
-0.036678753793239594,
0.005940514151006937,
0.038275096565485
] |
1402.5516
|
Peng Zhang
|
Peng Zhang, Wei Chen, Xiaoming Sun, Yajun Wang, Jialin Zhang
|
Minimizing Seed Set Selection with Probabilistic Coverage Guarantee in a
Social Network
|
Conference version will appear in KDD 2014
| null | null | null |
cs.SI cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A topic propagating in a social network reaches its tipping point if the
number of users discussing it in the network exceeds a critical threshold such
that a wide cascade on the topic is likely to occur. In this paper, we consider
the task of selecting initial seed users of a topic with minimum size so that
with a guaranteed probability the number of users discussing the topic would
reach a given threshold. We formulate the task as an optimization problem
called seed minimization with probabilistic coverage guarantee (SM-PCG). This
problem departs from the previous studies on social influence maximization or
seed minimization because it considers influence coverage with probabilistic
guarantees instead of guarantees on expected influence coverage. We show that
the problem is not submodular, and thus is harder than previously studied
problems based on submodular function optimization. We provide an approximation
algorithm and show that it approximates the optimal solution with both a
multiplicative ratio and an additive error. The multiplicative ratio is tight
while the additive error would be small if influence coverage distributions of
certain seed sets are well concentrated. For one-way bipartite graphs we
analytically prove the concentration condition and obtain an approximation
algorithm with an $O(\log n)$ multiplicative ratio and an $O(\sqrt{n})$
additive error, where $n$ is the total number of nodes in the social graph.
Moreover, we empirically verify the concentration condition in real-world
networks and experimentally demonstrate the effectiveness of our proposed
algorithm comparing to commonly adopted benchmark algorithms.
|
[
{
"created": "Sat, 22 Feb 2014 15:24:12 GMT",
"version": "v1"
},
{
"created": "Wed, 18 Jun 2014 17:41:41 GMT",
"version": "v2"
}
] |
2014-06-19
|
[
[
"Zhang",
"Peng",
""
],
[
"Chen",
"Wei",
""
],
[
"Sun",
"Xiaoming",
""
],
[
"Wang",
"Yajun",
""
],
[
"Zhang",
"Jialin",
""
]
] |
[
-0.012531685642898083,
-0.000434496789239347,
0.014374407939612865,
0.010020384564995766,
0.0446154922246933,
-0.06315512955188751,
0.050211574882268906,
0.05917612463235855,
0.02801140584051609,
0.037714533507823944,
0.027816126123070717,
-0.0013923161895945668,
0.09289082884788513,
0.0315750353038311,
0.01980735920369625,
0.04397701099514961,
0.11278949677944183,
0.05231065675616264,
-0.07787247747182846,
-0.02181088924407959,
-0.013439071364700794,
-0.022232338786125183,
0.020401673391461372,
-0.022898100316524506,
0.01258225366473198,
-0.1002916619181633,
-0.007843677885830402,
-0.005884958431124687,
0.03264538571238518,
0.06381101161241531,
-0.0030595078133046627,
0.02423677407205105,
0.03652053326368332,
-0.0012412620708346367,
-0.04925405606627464,
0.022228028625249863,
-0.08497951179742813,
-0.01593121886253357,
0.06635793298482895,
0.09809795022010803,
0.053573135286569595,
0.08144848048686981,
-0.01497608982026577,
0.04619668424129486,
-0.036300260573625565,
-0.035308949649333954,
-0.016400378197431564,
0.07073062658309937,
-0.01006252784281969,
0.054786521941423416,
-0.013907325454056263,
-0.04450564086437225,
-0.005005859769880772,
-0.0048331888392567635,
0.03989621251821518,
-0.11134562641382217,
0.008441463112831116,
-0.01435970701277256,
-0.02399679645895958,
-0.010989381931722164,
0.008315020240843296,
-0.11006475985050201,
-0.020918451249599457,
-0.06491240859031677,
0.05704409256577492,
-0.037838783115148544,
0.008502623066306114,
0.08822140097618103,
-0.012415844947099686,
0.12036952376365662,
0.12700803577899933,
0.033768344670534134,
-0.09321824461221695,
0.07932651787996292,
0.02282245084643364,
0.012086856178939342,
-0.017032800242304802,
0.016446901485323906,
0.012221399694681168,
-0.05195226892828941,
0.011210151948034763,
-0.04167230799794197,
0.034674111753702164,
-0.04844247177243233,
0.009347362443804741,
-0.03331691771745682,
0.06768223643302917,
-0.03184201568365097,
0.06100727990269661,
0.06047214940190315,
-0.09673129767179489,
0.08326132595539093,
-0.03604605048894882,
-0.007785703055560589,
-0.026276716962456703,
-0.05399090051651001,
-0.014803859405219555,
-0.07326455414295197,
0.044456541538238525,
0.08046848326921463,
-0.021899040788412094,
0.012365800328552723,
0.06620454043149948,
-0.09837023168802261,
0.03788537532091141,
0.021080080419778824,
-0.0336541011929512,
0.084707111120224,
0.06720010936260223,
0.05887993052601814,
-0.03027484379708767,
0.06425896286964417,
0.034671906381845474,
0.013363929465413094,
0.028399303555488586,
-0.04406584054231644,
0.11465823650360107,
0.07532192766666412,
-0.003330482169985771,
0.035370178520679474,
0.016502609476447105,
0.02108696848154068,
0.05390479043126106,
-0.10427107661962509,
0.048219092190265656,
0.04802751541137695,
-0.04344271495938301,
1.8693906864935993e-33,
0.057922184467315674,
-0.04090461879968643,
0.012347260490059853,
0.05250011757016182,
0.03236739709973335,
0.055951159447431564,
-0.007089563645422459,
-0.052379343658685684,
-0.05894574150443077,
-0.046176452189683914,
-0.06116776540875435,
-0.01778530701994896,
0.026449594646692276,
-0.02437736839056015,
0.10060114413499832,
-0.12076476216316223,
0.017691390588879585,
0.032327182590961456,
-0.09109446406364441,
-0.07353058457374573,
0.01623346470296383,
-0.12913070619106293,
0.0034417451824992895,
0.012530322186648846,
-0.002951175207272172,
-0.07032608985900879,
0.06270307302474976,
-0.053907204419374466,
0.035820093005895615,
0.005024610552936792,
-0.04776562377810478,
0.06705275177955627,
0.010312161408364773,
-0.03286447003483772,
0.005792679730802774,
0.004143252037465572,
0.006089214235544205,
-0.06800846010446548,
-0.0012483110185712576,
-0.028608936816453934,
-0.04785929247736931,
0.03315398842096329,
0.06003323197364807,
-0.06092808023095131,
-0.03757714107632637,
-0.0037712494377046824,
0.004077759105712175,
0.0805421993136406,
0.006317577790468931,
-0.0930602177977562,
0.022869843989610672,
-0.026456193998456,
0.03217611834406853,
0.030558187514543533,
0.021326187998056412,
-0.010653946548700333,
-0.024385495111346245,
0.00250797625631094,
0.04816094785928726,
0.0036608485970646143,
0.020080579444766045,
-0.04874064773321152,
0.023811345919966698,
0.05491951107978821,
0.05802001804113388,
0.005369493272155523,
-0.10134503990411758,
-0.05404011160135269,
0.07333917170763016,
-0.007421922404319048,
0.06094111129641533,
0.05647270008921623,
-0.10385909676551819,
-0.08535050600767136,
-0.08948047459125519,
0.061949945986270905,
0.009835287928581238,
0.023118088021874428,
0.017769567668437958,
0.061630215495824814,
-0.02510848455131054,
-0.11110591888427734,
0.013289638794958591,
-0.09350547939538956,
-0.06164449080824852,
-0.0035727787762880325,
0.06355886906385422,
0.054946865886449814,
-0.06696715950965881,
-0.08296157419681549,
-0.0030441374983638525,
0.003928261809051037,
-0.04295423626899719,
-0.010784249752759933,
0.045065563172101974,
-6.0185191375956115e-34,
-0.1368519365787506,
0.0007277547847479582,
0.1097000390291214,
0.0015149869723245502,
0.042809441685676575,
-0.03904316946864128,
-0.028761019930243492,
-0.08892937004566193,
-0.025147395208477974,
0.02163168415427208,
-0.12133648246526718,
-0.014551449567079544,
0.03906501829624176,
-0.06935640424489975,
-0.03883618861436844,
0.027986379340291023,
0.011386752128601074,
0.03536886349320412,
-0.003870274405926466,
0.026541193947196007,
-0.048626579344272614,
0.003187641268596053,
-0.08703450113534927,
0.07883260399103165,
0.10766831785440445,
0.022987373173236847,
-0.03951596841216087,
0.06780645996332169,
0.005009837914258242,
-0.021303338930010796,
-0.06279105693101883,
0.012031402438879013,
-0.08850608021020889,
-0.03671348839998245,
-0.04417858645319939,
0.07686837762594223,
0.059122271835803986,
0.006110572721809149,
0.012171919457614422,
0.05990629643201828,
0.007378659211099148,
-0.0041506909765303135,
-0.05992593243718147,
-0.05508490651845932,
-0.008970465511083603,
-0.012542982585728168,
-0.005320543423295021,
0.018944229930639267,
-0.08690859377384186,
-0.013246594928205013,
-0.03467687591910362,
0.0030769205186516047,
0.05711730197072029,
0.0661652460694313,
-0.06552877277135849,
-0.06323939561843872,
-0.03708285093307495,
0.056129805743694305,
0.023402828723192215,
0.01458696648478508,
-0.05892648547887802,
0.045016441494226456,
-0.007185882423073053,
0.026362380012869835,
-0.08739832788705826,
-0.0737035870552063,
0.0495043508708477,
0.04438289627432823,
0.006785962730646133,
0.015659106895327568,
0.05456102639436722,
0.09661286324262619,
0.07361254096031189,
-0.043212950229644775,
0.004154633264988661,
0.040284354239702225,
0.050832994282245636,
0.05569566413760185,
0.019074633717536926,
0.0004631025658454746,
0.048993419855833054,
0.0679643303155899,
0.017317062243819237,
-0.014576489105820656,
0.057693757116794586,
-0.07913277298212051,
0.09100557863712311,
0.014224359765648842,
0.04897473007440567,
0.03320315480232239,
-0.06024961173534393,
-0.08135604858398438,
0.03368139639496803,
-0.0450584851205349,
-0.046967487782239914,
-4.6929720554089727e-8,
-0.09622588753700256,
0.02934621460735798,
-0.017010122537612915,
0.013604443520307541,
0.11751528829336166,
0.023597456514835358,
-0.027026798576116562,
0.04960110783576965,
-0.03659157454967499,
0.02123890072107315,
-0.00037030299426987767,
0.055096037685871124,
0.0046732500195503235,
0.00634597335010767,
-0.020200900733470917,
-0.01739329844713211,
-0.030857285484671593,
0.0033062428701668978,
-0.01329765934497118,
-0.014880625531077385,
-0.03499006852507591,
-0.02293676696717739,
0.013072594068944454,
0.024678610265254974,
0.0272353608161211,
-0.03340982273221016,
-0.021451899781823158,
-0.004889254458248615,
0.028993040323257446,
-0.002438451163470745,
-0.10990139096975327,
-0.03620997071266174,
0.015718618407845497,
0.011996208690106869,
0.00007885962986620143,
0.12166262418031693,
-0.028251171112060547,
-0.005917918402701616,
-0.04818155616521835,
-0.013188582845032215,
0.05958394333720207,
-0.02088957652449608,
0.08188547194004059,
0.005191778764128685,
0.006079703103750944,
-0.03304000943899155,
-0.060948360711336136,
0.01902444288134575,
0.0006611724966205657,
-0.10306794196367264,
0.032864008098840714,
-0.06727546453475952,
0.0029420959763228893,
0.027958350256085396,
0.001428201561793685,
0.01773071102797985,
-0.0335267074406147,
0.034569837152957916,
0.08632083982229233,
0.025645282119512558,
-0.033233240246772766,
0.05143444240093231,
-0.024689961224794388,
-0.010599542409181595
] | null | null | null | null | null | null | null |
[
-0.012531685642898083,
-0.000434496789239347,
0.014374407939612865,
0.010020384564995766,
0.0446154922246933,
-0.06315512955188751,
0.050211574882268906,
0.05917612463235855,
0.02801140584051609,
0.037714533507823944,
0.027816126123070717,
-0.0013923161895945668,
0.09289082884788513,
0.0315750353038311,
0.01980735920369625,
0.04397701099514961,
0.11278949677944183,
0.05231065675616264,
-0.07787247747182846,
-0.02181088924407959,
-0.013439071364700794,
-0.022232338786125183,
0.020401673391461372,
-0.022898100316524506,
0.01258225366473198,
-0.1002916619181633,
-0.007843677885830402,
-0.005884958431124687,
0.03264538571238518,
0.06381101161241531,
-0.0030595078133046627,
0.02423677407205105,
0.03652053326368332,
-0.0012412620708346367,
-0.04925405606627464,
0.022228028625249863,
-0.08497951179742813,
-0.01593121886253357,
0.06635793298482895,
0.09809795022010803,
0.053573135286569595,
0.08144848048686981,
-0.01497608982026577,
0.04619668424129486,
-0.036300260573625565,
-0.035308949649333954,
-0.016400378197431564,
0.07073062658309937,
-0.01006252784281969,
0.054786521941423416,
-0.013907325454056263,
-0.04450564086437225,
-0.005005859769880772,
-0.0048331888392567635,
0.03989621251821518,
-0.11134562641382217,
0.008441463112831116,
-0.01435970701277256,
-0.02399679645895958,
-0.010989381931722164,
0.008315020240843296,
-0.11006475985050201,
-0.020918451249599457,
-0.06491240859031677,
0.05704409256577492,
-0.037838783115148544,
0.008502623066306114,
0.08822140097618103,
-0.012415844947099686,
0.12036952376365662,
0.12700803577899933,
0.033768344670534134,
-0.09321824461221695,
0.07932651787996292,
0.02282245084643364,
0.012086856178939342,
-0.017032800242304802,
0.016446901485323906,
0.012221399694681168,
-0.05195226892828941,
0.011210151948034763,
-0.04167230799794197,
0.034674111753702164,
-0.04844247177243233,
0.009347362443804741,
-0.03331691771745682,
0.06768223643302917,
-0.03184201568365097,
0.06100727990269661,
0.06047214940190315,
-0.09673129767179489,
0.08326132595539093,
-0.03604605048894882,
-0.007785703055560589,
-0.026276716962456703,
-0.05399090051651001,
-0.014803859405219555,
-0.07326455414295197,
0.044456541538238525,
0.08046848326921463,
-0.021899040788412094,
0.012365800328552723,
0.06620454043149948,
-0.09837023168802261,
0.03788537532091141,
0.021080080419778824,
-0.0336541011929512,
0.084707111120224,
0.06720010936260223,
0.05887993052601814,
-0.03027484379708767,
0.06425896286964417,
0.034671906381845474,
0.013363929465413094,
0.028399303555488586,
-0.04406584054231644,
0.11465823650360107,
0.07532192766666412,
-0.003330482169985771,
0.035370178520679474,
0.016502609476447105,
0.02108696848154068,
0.05390479043126106,
-0.10427107661962509,
0.048219092190265656,
0.04802751541137695,
-0.04344271495938301,
1.8693906864935993e-33,
0.057922184467315674,
-0.04090461879968643,
0.012347260490059853,
0.05250011757016182,
0.03236739709973335,
0.055951159447431564,
-0.007089563645422459,
-0.052379343658685684,
-0.05894574150443077,
-0.046176452189683914,
-0.06116776540875435,
-0.01778530701994896,
0.026449594646692276,
-0.02437736839056015,
0.10060114413499832,
-0.12076476216316223,
0.017691390588879585,
0.032327182590961456,
-0.09109446406364441,
-0.07353058457374573,
0.01623346470296383,
-0.12913070619106293,
0.0034417451824992895,
0.012530322186648846,
-0.002951175207272172,
-0.07032608985900879,
0.06270307302474976,
-0.053907204419374466,
0.035820093005895615,
0.005024610552936792,
-0.04776562377810478,
0.06705275177955627,
0.010312161408364773,
-0.03286447003483772,
0.005792679730802774,
0.004143252037465572,
0.006089214235544205,
-0.06800846010446548,
-0.0012483110185712576,
-0.028608936816453934,
-0.04785929247736931,
0.03315398842096329,
0.06003323197364807,
-0.06092808023095131,
-0.03757714107632637,
-0.0037712494377046824,
0.004077759105712175,
0.0805421993136406,
0.006317577790468931,
-0.0930602177977562,
0.022869843989610672,
-0.026456193998456,
0.03217611834406853,
0.030558187514543533,
0.021326187998056412,
-0.010653946548700333,
-0.024385495111346245,
0.00250797625631094,
0.04816094785928726,
0.0036608485970646143,
0.020080579444766045,
-0.04874064773321152,
0.023811345919966698,
0.05491951107978821,
0.05802001804113388,
0.005369493272155523,
-0.10134503990411758,
-0.05404011160135269,
0.07333917170763016,
-0.007421922404319048,
0.06094111129641533,
0.05647270008921623,
-0.10385909676551819,
-0.08535050600767136,
-0.08948047459125519,
0.061949945986270905,
0.009835287928581238,
0.023118088021874428,
0.017769567668437958,
0.061630215495824814,
-0.02510848455131054,
-0.11110591888427734,
0.013289638794958591,
-0.09350547939538956,
-0.06164449080824852,
-0.0035727787762880325,
0.06355886906385422,
0.054946865886449814,
-0.06696715950965881,
-0.08296157419681549,
-0.0030441374983638525,
0.003928261809051037,
-0.04295423626899719,
-0.010784249752759933,
0.045065563172101974,
-6.0185191375956115e-34,
-0.1368519365787506,
0.0007277547847479582,
0.1097000390291214,
0.0015149869723245502,
0.042809441685676575,
-0.03904316946864128,
-0.028761019930243492,
-0.08892937004566193,
-0.025147395208477974,
0.02163168415427208,
-0.12133648246526718,
-0.014551449567079544,
0.03906501829624176,
-0.06935640424489975,
-0.03883618861436844,
0.027986379340291023,
0.011386752128601074,
0.03536886349320412,
-0.003870274405926466,
0.026541193947196007,
-0.048626579344272614,
0.003187641268596053,
-0.08703450113534927,
0.07883260399103165,
0.10766831785440445,
0.022987373173236847,
-0.03951596841216087,
0.06780645996332169,
0.005009837914258242,
-0.021303338930010796,
-0.06279105693101883,
0.012031402438879013,
-0.08850608021020889,
-0.03671348839998245,
-0.04417858645319939,
0.07686837762594223,
0.059122271835803986,
0.006110572721809149,
0.012171919457614422,
0.05990629643201828,
0.007378659211099148,
-0.0041506909765303135,
-0.05992593243718147,
-0.05508490651845932,
-0.008970465511083603,
-0.012542982585728168,
-0.005320543423295021,
0.018944229930639267,
-0.08690859377384186,
-0.013246594928205013,
-0.03467687591910362,
0.0030769205186516047,
0.05711730197072029,
0.0661652460694313,
-0.06552877277135849,
-0.06323939561843872,
-0.03708285093307495,
0.056129805743694305,
0.023402828723192215,
0.01458696648478508,
-0.05892648547887802,
0.045016441494226456,
-0.007185882423073053,
0.026362380012869835,
-0.08739832788705826,
-0.0737035870552063,
0.0495043508708477,
0.04438289627432823,
0.006785962730646133,
0.015659106895327568,
0.05456102639436722,
0.09661286324262619,
0.07361254096031189,
-0.043212950229644775,
0.004154633264988661,
0.040284354239702225,
0.050832994282245636,
0.05569566413760185,
0.019074633717536926,
0.0004631025658454746,
0.048993419855833054,
0.0679643303155899,
0.017317062243819237,
-0.014576489105820656,
0.057693757116794586,
-0.07913277298212051,
0.09100557863712311,
0.014224359765648842,
0.04897473007440567,
0.03320315480232239,
-0.06024961173534393,
-0.08135604858398438,
0.03368139639496803,
-0.0450584851205349,
-0.046967487782239914,
-4.6929720554089727e-8,
-0.09622588753700256,
0.02934621460735798,
-0.017010122537612915,
0.013604443520307541,
0.11751528829336166,
0.023597456514835358,
-0.027026798576116562,
0.04960110783576965,
-0.03659157454967499,
0.02123890072107315,
-0.00037030299426987767,
0.055096037685871124,
0.0046732500195503235,
0.00634597335010767,
-0.020200900733470917,
-0.01739329844713211,
-0.030857285484671593,
0.0033062428701668978,
-0.01329765934497118,
-0.014880625531077385,
-0.03499006852507591,
-0.02293676696717739,
0.013072594068944454,
0.024678610265254974,
0.0272353608161211,
-0.03340982273221016,
-0.021451899781823158,
-0.004889254458248615,
0.028993040323257446,
-0.002438451163470745,
-0.10990139096975327,
-0.03620997071266174,
0.015718618407845497,
0.011996208690106869,
0.00007885962986620143,
0.12166262418031693,
-0.028251171112060547,
-0.005917918402701616,
-0.04818155616521835,
-0.013188582845032215,
0.05958394333720207,
-0.02088957652449608,
0.08188547194004059,
0.005191778764128685,
0.006079703103750944,
-0.03304000943899155,
-0.060948360711336136,
0.01902444288134575,
0.0006611724966205657,
-0.10306794196367264,
0.032864008098840714,
-0.06727546453475952,
0.0029420959763228893,
0.027958350256085396,
0.001428201561793685,
0.01773071102797985,
-0.0335267074406147,
0.034569837152957916,
0.08632083982229233,
0.025645282119512558,
-0.033233240246772766,
0.05143444240093231,
-0.024689961224794388,
-0.010599542409181595
] |
1402.5521
|
Gesualdo Scutari
|
Francisco Facchinei and Gesualdo Scutari and Simone Sagratella
|
Parallel Selective Algorithms for Big Data Optimization
|
This work is an extended version of the conference paper that has
been presented at IEEE ICASSP'14. The first and the second author contributed
equally to the paper. This revised version contains new numerical results on
non convex quadratic problems
| null |
10.1109/TSP.2015.2399858
| null |
cs.DC cs.IT cs.NA math.IT math.OC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We propose a decomposition framework for the parallel optimization of the sum
of a differentiable (possibly nonconvex) function and a (block) separable
nonsmooth, convex one. The latter term is usually employed to enforce structure
in the solution, typically sparsity. Our framework is very flexible and
includes both fully parallel Jacobi schemes and Gauss- Seidel (i.e.,
sequential) ones, as well as virtually all possibilities "in between" with only
a subset of variables updated at each iteration. Our theoretical convergence
results improve on existing ones, and numerical results on LASSO, logistic
regression, and some nonconvex quadratic problems show that the new method
consistently outperforms existing algorithms.
|
[
{
"created": "Sat, 22 Feb 2014 16:01:50 GMT",
"version": "v1"
},
{
"created": "Wed, 26 Feb 2014 14:04:41 GMT",
"version": "v2"
},
{
"created": "Thu, 6 Mar 2014 13:41:01 GMT",
"version": "v3"
},
{
"created": "Fri, 8 Aug 2014 23:26:02 GMT",
"version": "v4"
},
{
"created": "Tue, 9 Dec 2014 00:44:39 GMT",
"version": "v5"
}
] |
2015-06-18
|
[
[
"Facchinei",
"Francisco",
""
],
[
"Scutari",
"Gesualdo",
""
],
[
"Sagratella",
"Simone",
""
]
] |
[
-0.07039497047662735,
-0.0727277398109436,
-0.016314266249537468,
-0.06143462657928467,
0.058273978531360626,
-0.06289336830377579,
0.004830184392631054,
-0.10516583919525146,
0.004037594888359308,
0.0396641381084919,
0.03225528076291084,
0.04596266895532608,
-0.0060385544784367085,
0.03159802034497261,
-0.030109133571386337,
-0.007413630373775959,
0.03672431409358978,
0.026010233908891678,
-0.0043757339008152485,
0.00569123262539506,
-0.03949395567178726,
0.062087059020996094,
-0.030149493366479874,
0.026764769107103348,
0.10448077321052551,
-0.06285063922405243,
0.008566058240830898,
0.05182807520031929,
-0.04753652587532997,
0.01385414507240057,
0.04998573660850525,
-0.05223141238093376,
-0.029952675104141235,
-0.07355350255966187,
-0.04303939267992973,
0.049006856977939606,
-0.0357203371822834,
0.03666294738650322,
-0.017356088384985924,
0.013392763212323189,
-0.06831297278404236,
0.03683554753661156,
-0.05120506510138512,
-0.04886597394943237,
0.06622017920017242,
-0.019603630527853966,
-0.014027767814695835,
-0.060692913830280304,
0.11336589604616165,
-0.030465146526694298,
-0.05085325613617897,
-0.024066796526312828,
-0.060035210102796555,
0.007352421060204506,
0.017114322632551193,
-0.10305319726467133,
-0.05701521039009094,
-0.04046541824936867,
0.012133117765188217,
0.03255576640367508,
-0.009981965646147728,
-0.04281523451209068,
0.041321802884340286,
0.05804621800780296,
0.051218751817941666,
0.005499026272445917,
0.003985077608376741,
-0.023213045671582222,
-0.022453689947724342,
0.0856490209698677,
-0.013333878479897976,
0.017257368192076683,
-0.018892135471105576,
-0.006359099876135588,
0.0026908796280622482,
-0.028609758242964745,
0.1043851301074028,
0.05771595984697342,
-0.007873511873185635,
-0.008334252052009106,
0.011639807373285294,
0.030643248930573463,
-0.017315370962023735,
0.022886941209435463,
0.03705846518278122,
-0.025025252252817154,
-0.012221434153616428,
-0.013746720738708973,
0.02435680851340294,
-0.023316198959946632,
-0.0032826722599565983,
0.07050453871488571,
0.008100122213363647,
-0.011758345179259777,
-0.07682894915342331,
-0.09279660135507584,
0.039211370050907135,
0.026537779718637466,
0.004332676064223051,
0.1246710866689682,
-0.012265908531844616,
0.0027083465829491615,
0.03942973539233208,
0.0312982052564621,
0.06506502628326416,
-0.07110171765089035,
0.09965570271015167,
0.044824909418821335,
-0.03660544753074646,
-0.07991651445627213,
0.03919391706585884,
0.08902443945407867,
0.004559976048767567,
0.07221351563930511,
-0.018748225644230843,
-0.06810540705919266,
0.09739026427268982,
-0.015212425030767918,
0.11034607887268066,
0.08411065489053726,
0.03689338639378548,
-0.025670383125543594,
0.0837734118103981,
-0.007220898754894733,
0.013105369172990322,
0.058011915534734726,
-0.07801219075918198,
3.0344831980080558e-33,
-0.009401589632034302,
0.048798877745866776,
0.07509521394968033,
-0.053272414952516556,
-0.015015236102044582,
0.03955017402768135,
0.0012791930930688977,
0.050571948289871216,
-0.04590223729610443,
0.05170496925711632,
-0.047929566353559494,
-0.0662253201007843,
-0.05067543685436249,
0.12355184555053711,
0.06496798992156982,
-0.08867673575878143,
-0.012730312533676624,
0.03420502319931984,
0.06323052197694778,
-0.04388650134205818,
0.07685322314500809,
-0.10204563289880753,
0.01956210285425186,
0.016379278153181076,
-0.008407856337726116,
-0.055504053831100464,
0.0930849015712738,
-0.07362434267997742,
-0.0814395546913147,
0.03246784210205078,
-0.03879384696483612,
0.0472661554813385,
-0.053603217005729675,
0.07275044918060303,
0.08172277361154556,
0.07507344335317612,
0.02001999132335186,
-0.023966148495674133,
0.053008683025836945,
0.01943727768957615,
-0.08475838601589203,
0.04137078672647476,
0.013065267354249954,
-0.1431812196969986,
-0.09025703370571136,
-0.037289150059223175,
0.029908601194620132,
0.047363340854644775,
0.03654928132891655,
-0.027025168761610985,
-0.0330379344522953,
0.008550801314413548,
-0.04288136214017868,
0.03179674223065376,
-0.0034733079373836517,
-0.01535744871944189,
-0.023677321150898933,
-0.02271038107573986,
0.07234511524438858,
-0.0028569339774549007,
-0.057073432952165604,
0.02212747558951378,
-0.033739686012268066,
-0.044819656759500504,
-0.09179186820983887,
0.025441067293286324,
0.019864922389388084,
-0.04907406121492386,
0.05442550778388977,
-0.029537681490182877,
-0.019727932289242744,
0.06079602614045143,
0.021771784871816635,
-0.049747973680496216,
0.09996022284030914,
0.0001330309605691582,
0.027427956461906433,
-0.058384086936712265,
-0.014850154519081116,
-0.09086304903030396,
-0.029146643355488777,
0.07113200426101685,
-0.012518900446593761,
-0.0403975173830986,
0.004170410800725222,
-0.007418976631015539,
0.0631687268614769,
0.049892209470272064,
-0.07569611817598343,
-0.0727362334728241,
-0.11761695891618729,
0.02190823294222355,
-0.01461744774132967,
-0.04069790616631508,
0.031806085258722305,
-3.1581441016886065e-33,
-0.05978825315833092,
-0.06062433868646622,
-0.01723293960094452,
-0.028582055121660233,
0.026396216824650764,
-0.09562098979949951,
-0.053715046495199203,
-0.04347535967826843,
-0.011669808998703957,
-0.07141972333192825,
0.025807147845625877,
0.009749365970492363,
-0.006040696520358324,
0.05019015073776245,
0.019917845726013184,
0.04510846361517906,
-0.023165682330727577,
0.046326108276844025,
-0.010399620048701763,
-0.06148964911699295,
-0.028885509818792343,
0.048010341823101044,
0.03259501978754997,
-0.05854421108961105,
-0.04124155640602112,
0.012369238771498203,
-0.0628017857670784,
0.07850056141614914,
-0.03720978647470474,
-0.03440438583493233,
-0.09180898219347,
-0.0028408218640834093,
-0.09715133160352707,
-0.03792005032300949,
0.007969758473336697,
0.08960980176925659,
-0.07280808687210083,
0.06496123969554901,
-0.03532539680600166,
0.03533726558089256,
0.036318596452474594,
0.028470894321799278,
-0.025149283930659294,
0.0050145527347922325,
0.04678405448794365,
0.013352685607969761,
-0.011005544103682041,
-0.05502397194504738,
0.012656510807573795,
0.08065033704042435,
-0.002561969915404916,
0.011002552695572376,
-0.027781551703810692,
0.08022569864988327,
-0.0035407848190516233,
-0.04086301475763321,
0.00854627974331379,
-0.058656737208366394,
-0.0002803598181344569,
-0.08253952115774155,
-0.02927493304014206,
-0.01786023937165737,
-0.034697096794843674,
0.08810749650001526,
0.08724671602249146,
-0.023366166278719902,
0.0688522607088089,
-0.02751779742538929,
-0.014848415739834309,
0.04038844257593155,
-0.011203889735043049,
-0.008482326753437519,
0.00538642005994916,
0.06596633046865463,
-0.03175347298383713,
-0.046469442546367645,
-0.02226453647017479,
-0.028801677748560905,
-0.05392351746559143,
0.08126795291900635,
0.13741733133792877,
-0.016317998990416527,
0.042699430137872696,
0.008820436894893646,
0.020585916936397552,
0.0555538646876812,
0.023756569251418114,
-0.007025361526757479,
0.02753566950559616,
-0.0956559032201767,
-0.01912664994597435,
0.07750891894102097,
0.05193760618567467,
-0.05117237940430641,
0.005611323285847902,
-4.51473773921407e-8,
0.01319376565515995,
-0.03924968093633652,
-0.07416993379592896,
-0.05171245336532593,
0.00042407086584717035,
-0.04975668713450432,
-0.031459301710128784,
-0.02878139168024063,
0.008567305281758308,
-0.09151142835617065,
0.057867277413606644,
0.01124505139887333,
0.05481770634651184,
0.037816718220710754,
-0.08808397501707077,
0.018794476985931396,
0.004909241572022438,
0.05772244930267334,
0.02255544625222683,
-0.0694204568862915,
-0.03129126504063606,
0.06650343537330627,
-0.04717574268579483,
0.008650645613670349,
0.06818985939025879,
-0.014414951205253601,
0.026285571977496147,
-0.04343947023153305,
0.1188611388206482,
0.009051247499883175,
-0.07687129080295563,
0.05469471216201782,
0.023335598409175873,
0.02590557187795639,
-0.024677060544490814,
0.07270866632461548,
0.001522740232758224,
0.07535303384065628,
-0.07100342214107513,
-0.048774369060993195,
-0.005587581545114517,
-0.011849679984152317,
-0.014735578559339046,
-0.0197615884244442,
0.10424456000328064,
0.017102712765336037,
0.018261147662997246,
-0.016972001641988754,
0.019983699545264244,
-0.019905658438801765,
0.038190700113773346,
0.04530637711286545,
0.11305464804172516,
0.08976085484027863,
0.050145212560892105,
-0.05037428066134453,
-0.01957305707037449,
-0.05951813980937004,
0.0788310170173645,
0.009687690064311028,
0.003395950887352228,
-0.07536479085683823,
-0.05639837309718132,
0.013961032032966614
] | null | null | null | null | null | null | null |
[
-0.07039497047662735,
-0.0727277398109436,
-0.016314266249537468,
-0.06143462657928467,
0.058273978531360626,
-0.06289336830377579,
0.004830184392631054,
-0.10516583919525146,
0.004037594888359308,
0.0396641381084919,
0.03225528076291084,
0.04596266895532608,
-0.0060385544784367085,
0.03159802034497261,
-0.030109133571386337,
-0.007413630373775959,
0.03672431409358978,
0.026010233908891678,
-0.0043757339008152485,
0.00569123262539506,
-0.03949395567178726,
0.062087059020996094,
-0.030149493366479874,
0.026764769107103348,
0.10448077321052551,
-0.06285063922405243,
0.008566058240830898,
0.05182807520031929,
-0.04753652587532997,
0.01385414507240057,
0.04998573660850525,
-0.05223141238093376,
-0.029952675104141235,
-0.07355350255966187,
-0.04303939267992973,
0.049006856977939606,
-0.0357203371822834,
0.03666294738650322,
-0.017356088384985924,
0.013392763212323189,
-0.06831297278404236,
0.03683554753661156,
-0.05120506510138512,
-0.04886597394943237,
0.06622017920017242,
-0.019603630527853966,
-0.014027767814695835,
-0.060692913830280304,
0.11336589604616165,
-0.030465146526694298,
-0.05085325613617897,
-0.024066796526312828,
-0.060035210102796555,
0.007352421060204506,
0.017114322632551193,
-0.10305319726467133,
-0.05701521039009094,
-0.04046541824936867,
0.012133117765188217,
0.03255576640367508,
-0.009981965646147728,
-0.04281523451209068,
0.041321802884340286,
0.05804621800780296,
0.051218751817941666,
0.005499026272445917,
0.003985077608376741,
-0.023213045671582222,
-0.022453689947724342,
0.0856490209698677,
-0.013333878479897976,
0.017257368192076683,
-0.018892135471105576,
-0.006359099876135588,
0.0026908796280622482,
-0.028609758242964745,
0.1043851301074028,
0.05771595984697342,
-0.007873511873185635,
-0.008334252052009106,
0.011639807373285294,
0.030643248930573463,
-0.017315370962023735,
0.022886941209435463,
0.03705846518278122,
-0.025025252252817154,
-0.012221434153616428,
-0.013746720738708973,
0.02435680851340294,
-0.023316198959946632,
-0.0032826722599565983,
0.07050453871488571,
0.008100122213363647,
-0.011758345179259777,
-0.07682894915342331,
-0.09279660135507584,
0.039211370050907135,
0.026537779718637466,
0.004332676064223051,
0.1246710866689682,
-0.012265908531844616,
0.0027083465829491615,
0.03942973539233208,
0.0312982052564621,
0.06506502628326416,
-0.07110171765089035,
0.09965570271015167,
0.044824909418821335,
-0.03660544753074646,
-0.07991651445627213,
0.03919391706585884,
0.08902443945407867,
0.004559976048767567,
0.07221351563930511,
-0.018748225644230843,
-0.06810540705919266,
0.09739026427268982,
-0.015212425030767918,
0.11034607887268066,
0.08411065489053726,
0.03689338639378548,
-0.025670383125543594,
0.0837734118103981,
-0.007220898754894733,
0.013105369172990322,
0.058011915534734726,
-0.07801219075918198,
3.0344831980080558e-33,
-0.009401589632034302,
0.048798877745866776,
0.07509521394968033,
-0.053272414952516556,
-0.015015236102044582,
0.03955017402768135,
0.0012791930930688977,
0.050571948289871216,
-0.04590223729610443,
0.05170496925711632,
-0.047929566353559494,
-0.0662253201007843,
-0.05067543685436249,
0.12355184555053711,
0.06496798992156982,
-0.08867673575878143,
-0.012730312533676624,
0.03420502319931984,
0.06323052197694778,
-0.04388650134205818,
0.07685322314500809,
-0.10204563289880753,
0.01956210285425186,
0.016379278153181076,
-0.008407856337726116,
-0.055504053831100464,
0.0930849015712738,
-0.07362434267997742,
-0.0814395546913147,
0.03246784210205078,
-0.03879384696483612,
0.0472661554813385,
-0.053603217005729675,
0.07275044918060303,
0.08172277361154556,
0.07507344335317612,
0.02001999132335186,
-0.023966148495674133,
0.053008683025836945,
0.01943727768957615,
-0.08475838601589203,
0.04137078672647476,
0.013065267354249954,
-0.1431812196969986,
-0.09025703370571136,
-0.037289150059223175,
0.029908601194620132,
0.047363340854644775,
0.03654928132891655,
-0.027025168761610985,
-0.0330379344522953,
0.008550801314413548,
-0.04288136214017868,
0.03179674223065376,
-0.0034733079373836517,
-0.01535744871944189,
-0.023677321150898933,
-0.02271038107573986,
0.07234511524438858,
-0.0028569339774549007,
-0.057073432952165604,
0.02212747558951378,
-0.033739686012268066,
-0.044819656759500504,
-0.09179186820983887,
0.025441067293286324,
0.019864922389388084,
-0.04907406121492386,
0.05442550778388977,
-0.029537681490182877,
-0.019727932289242744,
0.06079602614045143,
0.021771784871816635,
-0.049747973680496216,
0.09996022284030914,
0.0001330309605691582,
0.027427956461906433,
-0.058384086936712265,
-0.014850154519081116,
-0.09086304903030396,
-0.029146643355488777,
0.07113200426101685,
-0.012518900446593761,
-0.0403975173830986,
0.004170410800725222,
-0.007418976631015539,
0.0631687268614769,
0.049892209470272064,
-0.07569611817598343,
-0.0727362334728241,
-0.11761695891618729,
0.02190823294222355,
-0.01461744774132967,
-0.04069790616631508,
0.031806085258722305,
-3.1581441016886065e-33,
-0.05978825315833092,
-0.06062433868646622,
-0.01723293960094452,
-0.028582055121660233,
0.026396216824650764,
-0.09562098979949951,
-0.053715046495199203,
-0.04347535967826843,
-0.011669808998703957,
-0.07141972333192825,
0.025807147845625877,
0.009749365970492363,
-0.006040696520358324,
0.05019015073776245,
0.019917845726013184,
0.04510846361517906,
-0.023165682330727577,
0.046326108276844025,
-0.010399620048701763,
-0.06148964911699295,
-0.028885509818792343,
0.048010341823101044,
0.03259501978754997,
-0.05854421108961105,
-0.04124155640602112,
0.012369238771498203,
-0.0628017857670784,
0.07850056141614914,
-0.03720978647470474,
-0.03440438583493233,
-0.09180898219347,
-0.0028408218640834093,
-0.09715133160352707,
-0.03792005032300949,
0.007969758473336697,
0.08960980176925659,
-0.07280808687210083,
0.06496123969554901,
-0.03532539680600166,
0.03533726558089256,
0.036318596452474594,
0.028470894321799278,
-0.025149283930659294,
0.0050145527347922325,
0.04678405448794365,
0.013352685607969761,
-0.011005544103682041,
-0.05502397194504738,
0.012656510807573795,
0.08065033704042435,
-0.002561969915404916,
0.011002552695572376,
-0.027781551703810692,
0.08022569864988327,
-0.0035407848190516233,
-0.04086301475763321,
0.00854627974331379,
-0.058656737208366394,
-0.0002803598181344569,
-0.08253952115774155,
-0.02927493304014206,
-0.01786023937165737,
-0.034697096794843674,
0.08810749650001526,
0.08724671602249146,
-0.023366166278719902,
0.0688522607088089,
-0.02751779742538929,
-0.014848415739834309,
0.04038844257593155,
-0.011203889735043049,
-0.008482326753437519,
0.00538642005994916,
0.06596633046865463,
-0.03175347298383713,
-0.046469442546367645,
-0.02226453647017479,
-0.028801677748560905,
-0.05392351746559143,
0.08126795291900635,
0.13741733133792877,
-0.016317998990416527,
0.042699430137872696,
0.008820436894893646,
0.020585916936397552,
0.0555538646876812,
0.023756569251418114,
-0.007025361526757479,
0.02753566950559616,
-0.0956559032201767,
-0.01912664994597435,
0.07750891894102097,
0.05193760618567467,
-0.05117237940430641,
0.005611323285847902,
-4.51473773921407e-8,
0.01319376565515995,
-0.03924968093633652,
-0.07416993379592896,
-0.05171245336532593,
0.00042407086584717035,
-0.04975668713450432,
-0.031459301710128784,
-0.02878139168024063,
0.008567305281758308,
-0.09151142835617065,
0.057867277413606644,
0.01124505139887333,
0.05481770634651184,
0.037816718220710754,
-0.08808397501707077,
0.018794476985931396,
0.004909241572022438,
0.05772244930267334,
0.02255544625222683,
-0.0694204568862915,
-0.03129126504063606,
0.06650343537330627,
-0.04717574268579483,
0.008650645613670349,
0.06818985939025879,
-0.014414951205253601,
0.026285571977496147,
-0.04343947023153305,
0.1188611388206482,
0.009051247499883175,
-0.07687129080295563,
0.05469471216201782,
0.023335598409175873,
0.02590557187795639,
-0.024677060544490814,
0.07270866632461548,
0.001522740232758224,
0.07535303384065628,
-0.07100342214107513,
-0.048774369060993195,
-0.005587581545114517,
-0.011849679984152317,
-0.014735578559339046,
-0.0197615884244442,
0.10424456000328064,
0.017102712765336037,
0.018261147662997246,
-0.016972001641988754,
0.019983699545264244,
-0.019905658438801765,
0.038190700113773346,
0.04530637711286545,
0.11305464804172516,
0.08976085484027863,
0.050145212560892105,
-0.05037428066134453,
-0.01957305707037449,
-0.05951813980937004,
0.0788310170173645,
0.009687690064311028,
0.003395950887352228,
-0.07536479085683823,
-0.05639837309718132,
0.013961032032966614
] |
1402.5522
|
Oleg Markin
|
Oleg Markin and Evgueny Tarkovsky
|
Simulations of the COMET veto counter
|
Done for the COMET TDR
| null | null |
COMET-doc-90
|
physics.ins-det hep-ex
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A computer model of a scintillator strip veto counter was built in order to
verify the efficiency of the cosmic muon veto for the COMET experiment. To tune
the model, experimentally measured data were utilized. Three different
geometrical configuration of the counter were considered. For one of the
configurations the simulation gave the inefficiency of the cosmic muon
registration being below 0.0001, which meets requirements of the experiment.
|
[
{
"created": "Sat, 22 Feb 2014 16:06:36 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Markin",
"Oleg",
""
],
[
"Tarkovsky",
"Evgueny",
""
]
] |
[
-0.060648154467344284,
0.00861457921564579,
0.009274463169276714,
-0.03873930126428604,
-0.05079808086156845,
-0.0957428440451622,
-0.040538445115089417,
0.07306218147277832,
0.038806430995464325,
0.015097498893737793,
-0.005641800817102194,
-0.06679273396730423,
0.05504758283495903,
-0.0719207376241684,
-0.03594711050391197,
-0.026764627546072006,
0.0463961660861969,
-0.019432952627539635,
0.03853912651538849,
-0.03783944249153137,
-0.02361164055764675,
-0.017267001792788506,
0.0023456024937331676,
0.08200113475322723,
-0.011427592486143112,
-0.023830171674489975,
-0.0329386442899704,
0.031270358711481094,
0.05012243241071701,
-0.058904338628053665,
0.061225809156894684,
0.05322442576289177,
-0.017831027507781982,
-0.05616085231304169,
0.03127250820398331,
-0.0718327984213829,
0.023508936166763306,
-0.0554637685418129,
0.03791869059205055,
0.010697564110159874,
0.029381269589066505,
-0.04125993326306343,
0.0323931947350502,
-0.0068477182649075985,
0.026615573093295097,
-0.00014535091759171337,
-0.04949965327978134,
0.04991383105516434,
-0.0014741788618266582,
0.01645038090646267,
-0.01161117386072874,
-0.010082356631755829,
0.03868827596306801,
0.014204776845872402,
0.03122146800160408,
-0.017984770238399506,
0.005114662926644087,
-0.08961652964353561,
0.07408613711595535,
-0.0634775161743164,
-0.010054370388388634,
0.015747183933854103,
-0.024955017492175102,
-0.015280735678970814,
0.06040981784462929,
0.04830407723784447,
-0.11874131858348846,
-0.03258417546749115,
0.0547608844935894,
0.02393980324268341,
-0.06157588213682175,
0.029940618202090263,
0.002224170370027423,
-0.062229130417108536,
0.0287648756057024,
-0.032334282994270325,
0.023822786286473274,
0.01409995462745428,
0.01466729398816824,
-0.013686531223356724,
-0.03662816435098648,
-0.07067684829235077,
-0.0712856650352478,
-0.053562600165605545,
-0.0206034854054451,
-0.05953272059559822,
0.060836419463157654,
0.07783869653940201,
0.050124164670705795,
-0.020831778645515442,
0.039210040122270584,
-0.0007119004148989916,
0.004022836685180664,
-0.035623565316200256,
-0.07013633102178574,
0.11868773400783539,
0.01801706664264202,
-0.006578859407454729,
0.07457298785448074,
0.05531630292534828,
0.02124135009944439,
-0.03501038998365402,
0.037990909069776535,
0.08246545493602753,
-0.00048512587090954185,
-0.0017140329582616687,
0.057347092777490616,
-0.023314673453569412,
0.03638917952775955,
-0.1150810644030571,
0.007954617030918598,
0.016481991857290268,
0.0021544701885432005,
0.029176877811551094,
0.00811586994677782,
0.005920887924730778,
-0.0019480747869238257,
0.10659214854240417,
0.002867235103622079,
-0.06541374325752258,
0.07286228984594345,
0.004261376336216927,
0.016619814559817314,
0.009794139303267002,
0.051399461925029755,
0.029576469212770462,
0.01882951706647873,
2.4196754079570137e-33,
-0.02486621029675007,
-0.04225573688745499,
-0.007597323041409254,
0.014793045818805695,
0.009996018372476101,
-0.006300987675786018,
-0.06725994497537613,
0.10323376953601837,
-0.001345690805464983,
-0.0075541092082858086,
0.005480945575982332,
-0.07689791172742844,
0.02611476555466652,
0.08777227997779846,
0.013996080495417118,
-0.02579640969634056,
0.05283293128013611,
-0.0038679572753608227,
-0.00448852963745594,
0.021046269685029984,
-0.003923808224499226,
-0.015371568500995636,
-0.02230466529726982,
-0.040409669280052185,
0.019553236663341522,
0.14868812263011932,
-0.06047610566020012,
0.054998282343149185,
-0.07192687690258026,
0.013936354778707027,
0.0315777063369751,
-0.01561166625469923,
0.030964475125074387,
0.118032306432724,
-0.03932785615324974,
0.07903940975666046,
-0.03565267100930214,
0.010181797668337822,
0.051547177135944366,
0.006030048243701458,
-0.019232826307415962,
0.052236493676900864,
-0.042836323380470276,
-0.04025748372077942,
-0.016515370458364487,
-0.04621452838182449,
0.12706604599952698,
-0.07549283653497696,
0.09413226693868637,
0.07597959786653519,
0.019222700968384743,
-0.0056517417542636395,
-0.05459010601043701,
-0.0028165059629827738,
0.11182469129562378,
-0.027823826298117638,
-0.0034231911413371563,
-0.02239323779940605,
-0.00717191444709897,
0.0797923356294632,
-0.004082974046468735,
0.03279908746480942,
-0.006795327644795179,
-0.016376523301005363,
-0.024067865684628487,
0.10265664756298065,
-0.03956172242760658,
-0.03557015582919121,
0.048152390867471695,
0.038770467042922974,
-0.05591228976845741,
0.03558914735913277,
-0.042685605585575104,
0.04026385769248009,
-0.011937243863940239,
-0.04094664007425308,
0.038108255714178085,
-0.030626198276877403,
-0.006524855270981789,
0.002897888422012329,
-0.007358424831181765,
-0.006265804637223482,
0.015811607241630554,
-0.056581053882837296,
-0.051769811660051346,
-0.017584146931767464,
-0.011463681235909462,
0.061747610569000244,
-0.0017456889618188143,
-0.09488342702388763,
0.0384848490357399,
-0.017336659133434296,
0.011764800176024437,
0.054813794791698456,
-0.02813933975994587,
-1.8552977949241863e-33,
-0.03351454809308052,
-0.03076203167438507,
0.08968567103147507,
0.09927251189947128,
-0.04598857834935188,
0.00749156204983592,
-0.0012789752800017595,
-0.06713832914829254,
-0.07691510766744614,
-0.03334617614746094,
-0.01109359785914421,
0.02381201833486557,
-0.05094663053750992,
-0.04869185760617256,
0.1127515658736229,
0.041400257498025894,
0.03533901646733284,
-0.004321844782680273,
-0.05112012103199959,
0.006952832452952862,
0.08235522359609604,
0.062019605189561844,
-0.01068954262882471,
-0.07936396449804306,
-0.04532549902796745,
0.05681883171200752,
0.05557345226407051,
-0.09753956645727158,
0.11063721776008606,
-0.01589399203658104,
-0.15870578587055206,
0.004684938117861748,
0.023934032768011093,
0.021239129826426506,
0.057544954121112823,
-0.06254766881465912,
0.07196109741926193,
0.12637846171855927,
-0.036610186100006104,
-0.12875010073184967,
-0.003453310811892152,
0.17578618228435516,
-0.07895632833242416,
0.03603071719408035,
0.026104547083377838,
0.07385629415512085,
-0.007983194664120674,
0.09482266753911972,
0.025059381499886513,
0.042849984019994736,
0.0060949306935071945,
-0.037704430520534515,
0.07485263794660568,
0.048319101333618164,
-0.01141394767910242,
0.00834328681230545,
-0.02469938062131405,
0.027711598202586174,
0.1495150923728943,
-0.05389433726668358,
-0.035186417400836945,
-0.08678073436021805,
0.007100687362253666,
-0.050890374928712845,
0.04738748073577881,
0.05525723099708557,
0.01684040017426014,
0.11825766414403915,
-0.05450606346130371,
0.014205611310899258,
0.07685340940952301,
-0.011471187695860863,
-0.01696632243692875,
-0.0729842483997345,
0.051360856741666794,
0.06917031109333038,
-0.05388663336634636,
-0.08573522418737411,
0.0055245207622647285,
0.026120588183403015,
-0.10971993952989578,
0.05342550948262215,
-0.012051274068653584,
-0.07169026881456375,
-0.011326235719025135,
0.018382113426923752,
-0.05720606818795204,
-0.07336663454771042,
-0.030992988497018814,
-0.011658857576549053,
-0.03565202280879021,
0.04697857424616814,
0.05471014603972435,
0.012654396705329418,
0.011208715848624706,
-4.016319365973686e-8,
0.03596403822302818,
-0.07110240310430527,
-0.044969819486141205,
-0.008350981399416924,
-0.002971354406327009,
0.02661062404513359,
-0.010579142719507217,
-0.06518043577671051,
-0.018747689202427864,
-0.027119483798742294,
0.041353218257427216,
0.008066538721323013,
0.0019876479636877775,
0.04980936646461487,
-0.04542145878076553,
0.020596453920006752,
0.004553685896098614,
-0.024526147171854973,
-0.031180018559098244,
0.023001376539468765,
-0.0007499794010072947,
0.05311772972345352,
-0.008450019173324108,
-0.024749966338276863,
-0.01615838333964348,
0.042112063616514206,
-0.0035606662277132273,
0.12364462018013,
-0.03917597979307175,
-0.06392036378383636,
-0.0035777774173766375,
-0.07590846717357635,
-0.024423666298389435,
-0.022449251264333725,
0.0713149756193161,
0.05331694707274437,
-0.061282653361558914,
-0.0012331341858953238,
0.06975457817316055,
0.04102211445569992,
0.013946497812867165,
-0.017938237637281418,
-0.013871988281607628,
0.009641673415899277,
0.03619341924786568,
-0.010436137206852436,
-0.09509649872779846,
-0.10285024344921112,
-0.0659007579088211,
-0.02381930686533451,
0.000044012078433297575,
-0.057810645550489426,
-0.0083516426384449,
-0.05768943950533867,
0.00348093849606812,
0.031232593581080437,
0.05231597647070885,
-0.05895625427365303,
-0.03254697099328041,
0.023268848657608032,
0.059830181300640106,
-0.010308811441063881,
-0.09714660048484802,
-0.05548590421676636
] | null | null | null | null | null | null | null |
[
-0.060648154467344284,
0.00861457921564579,
0.009274463169276714,
-0.03873930126428604,
-0.05079808086156845,
-0.0957428440451622,
-0.040538445115089417,
0.07306218147277832,
0.038806430995464325,
0.015097498893737793,
-0.005641800817102194,
-0.06679273396730423,
0.05504758283495903,
-0.0719207376241684,
-0.03594711050391197,
-0.026764627546072006,
0.0463961660861969,
-0.019432952627539635,
0.03853912651538849,
-0.03783944249153137,
-0.02361164055764675,
-0.017267001792788506,
0.0023456024937331676,
0.08200113475322723,
-0.011427592486143112,
-0.023830171674489975,
-0.0329386442899704,
0.031270358711481094,
0.05012243241071701,
-0.058904338628053665,
0.061225809156894684,
0.05322442576289177,
-0.017831027507781982,
-0.05616085231304169,
0.03127250820398331,
-0.0718327984213829,
0.023508936166763306,
-0.0554637685418129,
0.03791869059205055,
0.010697564110159874,
0.029381269589066505,
-0.04125993326306343,
0.0323931947350502,
-0.0068477182649075985,
0.026615573093295097,
-0.00014535091759171337,
-0.04949965327978134,
0.04991383105516434,
-0.0014741788618266582,
0.01645038090646267,
-0.01161117386072874,
-0.010082356631755829,
0.03868827596306801,
0.014204776845872402,
0.03122146800160408,
-0.017984770238399506,
0.005114662926644087,
-0.08961652964353561,
0.07408613711595535,
-0.0634775161743164,
-0.010054370388388634,
0.015747183933854103,
-0.024955017492175102,
-0.015280735678970814,
0.06040981784462929,
0.04830407723784447,
-0.11874131858348846,
-0.03258417546749115,
0.0547608844935894,
0.02393980324268341,
-0.06157588213682175,
0.029940618202090263,
0.002224170370027423,
-0.062229130417108536,
0.0287648756057024,
-0.032334282994270325,
0.023822786286473274,
0.01409995462745428,
0.01466729398816824,
-0.013686531223356724,
-0.03662816435098648,
-0.07067684829235077,
-0.0712856650352478,
-0.053562600165605545,
-0.0206034854054451,
-0.05953272059559822,
0.060836419463157654,
0.07783869653940201,
0.050124164670705795,
-0.020831778645515442,
0.039210040122270584,
-0.0007119004148989916,
0.004022836685180664,
-0.035623565316200256,
-0.07013633102178574,
0.11868773400783539,
0.01801706664264202,
-0.006578859407454729,
0.07457298785448074,
0.05531630292534828,
0.02124135009944439,
-0.03501038998365402,
0.037990909069776535,
0.08246545493602753,
-0.00048512587090954185,
-0.0017140329582616687,
0.057347092777490616,
-0.023314673453569412,
0.03638917952775955,
-0.1150810644030571,
0.007954617030918598,
0.016481991857290268,
0.0021544701885432005,
0.029176877811551094,
0.00811586994677782,
0.005920887924730778,
-0.0019480747869238257,
0.10659214854240417,
0.002867235103622079,
-0.06541374325752258,
0.07286228984594345,
0.004261376336216927,
0.016619814559817314,
0.009794139303267002,
0.051399461925029755,
0.029576469212770462,
0.01882951706647873,
2.4196754079570137e-33,
-0.02486621029675007,
-0.04225573688745499,
-0.007597323041409254,
0.014793045818805695,
0.009996018372476101,
-0.006300987675786018,
-0.06725994497537613,
0.10323376953601837,
-0.001345690805464983,
-0.0075541092082858086,
0.005480945575982332,
-0.07689791172742844,
0.02611476555466652,
0.08777227997779846,
0.013996080495417118,
-0.02579640969634056,
0.05283293128013611,
-0.0038679572753608227,
-0.00448852963745594,
0.021046269685029984,
-0.003923808224499226,
-0.015371568500995636,
-0.02230466529726982,
-0.040409669280052185,
0.019553236663341522,
0.14868812263011932,
-0.06047610566020012,
0.054998282343149185,
-0.07192687690258026,
0.013936354778707027,
0.0315777063369751,
-0.01561166625469923,
0.030964475125074387,
0.118032306432724,
-0.03932785615324974,
0.07903940975666046,
-0.03565267100930214,
0.010181797668337822,
0.051547177135944366,
0.006030048243701458,
-0.019232826307415962,
0.052236493676900864,
-0.042836323380470276,
-0.04025748372077942,
-0.016515370458364487,
-0.04621452838182449,
0.12706604599952698,
-0.07549283653497696,
0.09413226693868637,
0.07597959786653519,
0.019222700968384743,
-0.0056517417542636395,
-0.05459010601043701,
-0.0028165059629827738,
0.11182469129562378,
-0.027823826298117638,
-0.0034231911413371563,
-0.02239323779940605,
-0.00717191444709897,
0.0797923356294632,
-0.004082974046468735,
0.03279908746480942,
-0.006795327644795179,
-0.016376523301005363,
-0.024067865684628487,
0.10265664756298065,
-0.03956172242760658,
-0.03557015582919121,
0.048152390867471695,
0.038770467042922974,
-0.05591228976845741,
0.03558914735913277,
-0.042685605585575104,
0.04026385769248009,
-0.011937243863940239,
-0.04094664007425308,
0.038108255714178085,
-0.030626198276877403,
-0.006524855270981789,
0.002897888422012329,
-0.007358424831181765,
-0.006265804637223482,
0.015811607241630554,
-0.056581053882837296,
-0.051769811660051346,
-0.017584146931767464,
-0.011463681235909462,
0.061747610569000244,
-0.0017456889618188143,
-0.09488342702388763,
0.0384848490357399,
-0.017336659133434296,
0.011764800176024437,
0.054813794791698456,
-0.02813933975994587,
-1.8552977949241863e-33,
-0.03351454809308052,
-0.03076203167438507,
0.08968567103147507,
0.09927251189947128,
-0.04598857834935188,
0.00749156204983592,
-0.0012789752800017595,
-0.06713832914829254,
-0.07691510766744614,
-0.03334617614746094,
-0.01109359785914421,
0.02381201833486557,
-0.05094663053750992,
-0.04869185760617256,
0.1127515658736229,
0.041400257498025894,
0.03533901646733284,
-0.004321844782680273,
-0.05112012103199959,
0.006952832452952862,
0.08235522359609604,
0.062019605189561844,
-0.01068954262882471,
-0.07936396449804306,
-0.04532549902796745,
0.05681883171200752,
0.05557345226407051,
-0.09753956645727158,
0.11063721776008606,
-0.01589399203658104,
-0.15870578587055206,
0.004684938117861748,
0.023934032768011093,
0.021239129826426506,
0.057544954121112823,
-0.06254766881465912,
0.07196109741926193,
0.12637846171855927,
-0.036610186100006104,
-0.12875010073184967,
-0.003453310811892152,
0.17578618228435516,
-0.07895632833242416,
0.03603071719408035,
0.026104547083377838,
0.07385629415512085,
-0.007983194664120674,
0.09482266753911972,
0.025059381499886513,
0.042849984019994736,
0.0060949306935071945,
-0.037704430520534515,
0.07485263794660568,
0.048319101333618164,
-0.01141394767910242,
0.00834328681230545,
-0.02469938062131405,
0.027711598202586174,
0.1495150923728943,
-0.05389433726668358,
-0.035186417400836945,
-0.08678073436021805,
0.007100687362253666,
-0.050890374928712845,
0.04738748073577881,
0.05525723099708557,
0.01684040017426014,
0.11825766414403915,
-0.05450606346130371,
0.014205611310899258,
0.07685340940952301,
-0.011471187695860863,
-0.01696632243692875,
-0.0729842483997345,
0.051360856741666794,
0.06917031109333038,
-0.05388663336634636,
-0.08573522418737411,
0.0055245207622647285,
0.026120588183403015,
-0.10971993952989578,
0.05342550948262215,
-0.012051274068653584,
-0.07169026881456375,
-0.011326235719025135,
0.018382113426923752,
-0.05720606818795204,
-0.07336663454771042,
-0.030992988497018814,
-0.011658857576549053,
-0.03565202280879021,
0.04697857424616814,
0.05471014603972435,
0.012654396705329418,
0.011208715848624706,
-4.016319365973686e-8,
0.03596403822302818,
-0.07110240310430527,
-0.044969819486141205,
-0.008350981399416924,
-0.002971354406327009,
0.02661062404513359,
-0.010579142719507217,
-0.06518043577671051,
-0.018747689202427864,
-0.027119483798742294,
0.041353218257427216,
0.008066538721323013,
0.0019876479636877775,
0.04980936646461487,
-0.04542145878076553,
0.020596453920006752,
0.004553685896098614,
-0.024526147171854973,
-0.031180018559098244,
0.023001376539468765,
-0.0007499794010072947,
0.05311772972345352,
-0.008450019173324108,
-0.024749966338276863,
-0.01615838333964348,
0.042112063616514206,
-0.0035606662277132273,
0.12364462018013,
-0.03917597979307175,
-0.06392036378383636,
-0.0035777774173766375,
-0.07590846717357635,
-0.024423666298389435,
-0.022449251264333725,
0.0713149756193161,
0.05331694707274437,
-0.061282653361558914,
-0.0012331341858953238,
0.06975457817316055,
0.04102211445569992,
0.013946497812867165,
-0.017938237637281418,
-0.013871988281607628,
0.009641673415899277,
0.03619341924786568,
-0.010436137206852436,
-0.09509649872779846,
-0.10285024344921112,
-0.0659007579088211,
-0.02381930686533451,
0.000044012078433297575,
-0.057810645550489426,
-0.0083516426384449,
-0.05768943950533867,
0.00348093849606812,
0.031232593581080437,
0.05231597647070885,
-0.05895625427365303,
-0.03254697099328041,
0.023268848657608032,
0.059830181300640106,
-0.010308811441063881,
-0.09714660048484802,
-0.05548590421676636
] |
1402.5524
|
Olga Ohrimenko
|
Olga Ohrimenko, Michael T. Goodrich, Roberto Tamassia, Eli Upfal
|
The Melbourne Shuffle: Improving Oblivious Storage in the Cloud
| null | null | null | null |
cs.CR cs.DC cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present a simple, efficient, and secure data-oblivious randomized shuffle
algorithm. This is the first secure data-oblivious shuffle that is not based on
sorting. Our method can be used to improve previous oblivious storage solutions
for network-based outsourcing of data.
|
[
{
"created": "Sat, 22 Feb 2014 16:29:22 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Ohrimenko",
"Olga",
""
],
[
"Goodrich",
"Michael T.",
""
],
[
"Tamassia",
"Roberto",
""
],
[
"Upfal",
"Eli",
""
]
] |
[
-0.10630431026220322,
0.051457569003105164,
0.010002111084759235,
-0.010544509626924992,
-0.02838948182761669,
-0.01217394508421421,
0.08911024034023285,
-0.04795157164335251,
0.04311607778072357,
0.02351522259414196,
0.015100141987204552,
0.11025119572877884,
0.054139815270900726,
-0.06345561891794205,
-0.046087052673101425,
0.016429144889116287,
0.029466083273291588,
0.07562098652124405,
0.005024543963372707,
-0.06230873987078667,
-0.03321150690317154,
-0.01775296777486801,
0.0015152065316215158,
0.017563704401254654,
-0.008673153817653656,
-0.042636919766664505,
0.04147141054272652,
-0.049398429691791534,
-0.0006386901368387043,
-0.07982737571001053,
-0.007027721498161554,
0.003452562727034092,
0.009637794457376003,
0.032997071743011475,
0.0058482978492975235,
-0.06659307330846786,
-0.017598142847418785,
0.010331177152693272,
-0.005044848192483187,
0.05131952837109566,
-0.010591060854494572,
0.03705907240509987,
-0.07830934226512909,
0.06625647842884064,
-0.11494532227516174,
-0.017930394038558006,
0.043806713074445724,
0.008490736596286297,
-0.01739826612174511,
-0.04213501140475273,
0.03910856693983078,
0.05298919230699539,
-0.061247240751981735,
0.00965172704309225,
-0.05130003020167351,
-0.07018280029296875,
-0.045494869351387024,
0.020778946578502655,
-0.047071672976017,
0.07780934125185013,
0.018926087766885757,
-0.05004335567355156,
0.0017161626601591706,
0.028631942346692085,
-0.029186613857746124,
-0.017944268882274628,
0.09523404389619827,
0.058404553681612015,
-0.01601679064333439,
-0.042063113301992416,
0.0033123467583209276,
0.014995724894106388,
0.00651326822116971,
0.09371954947710037,
-0.0001225961750606075,
-0.011992181651294231,
0.0032748437952250242,
-0.07859080284833908,
-0.02160017564892769,
-0.028256790712475777,
-0.06782073527574539,
-0.0607016421854496,
0.01604282297194004,
0.03293181210756302,
0.056803010404109955,
-0.04886056110262871,
0.04256827011704445,
0.006211841944605112,
0.028020109981298447,
-0.052171941846609116,
-0.07882532477378845,
-0.011218949221074581,
-0.018821915611624718,
-0.0073177325539290905,
0.06539218127727509,
0.05376700684428215,
0.05247022211551666,
0.020132001489400864,
-0.07255007326602936,
0.045717667788267136,
-0.03542184829711914,
0.052125267684459686,
0.01085304468870163,
-0.024812443181872368,
0.06130712479352951,
0.02009393833577633,
-0.02849690429866314,
-0.06553295254707336,
0.013688787817955017,
0.051306720823049545,
0.024577613919973373,
0.06380912661552429,
-0.0027013025246560574,
0.03529410436749458,
-0.02622552216053009,
-0.01122056320309639,
-0.10017415136098862,
0.04879266768693924,
-0.07211213558912277,
0.0813216120004654,
-0.004999021999537945,
0.06666570156812668,
0.0037276328075677156,
0.04167206212878227,
-0.05552550032734871,
0.053817011415958405,
0.03359821066260338,
-1.31291257916929e-33,
-0.02437625080347061,
0.0054727597162127495,
0.03219878301024437,
-0.05870867520570755,
0.041177280247211456,
0.0016971940640360117,
0.07219468802213669,
-0.01834580861032009,
-0.11563627421855927,
0.07120692729949951,
0.01354325283318758,
0.00953281857073307,
0.08333488553762436,
-0.05067313835024834,
-0.019965078681707382,
0.009075119160115719,
0.0523231066763401,
0.07909183204174042,
0.04122662544250488,
-0.0690293237566948,
0.09958399832248688,
0.03251824155449867,
-0.006922771222889423,
-0.030211005359888077,
0.04291776195168495,
-0.09337610751390457,
-0.05005352944135666,
-0.031631309539079666,
0.1613326370716095,
0.008297708816826344,
-0.05209792032837868,
0.07596804201602936,
0.052275676280260086,
0.01726558618247509,
0.049774471670389175,
-0.028964314609766006,
-0.02419362962245941,
-0.024841126054525375,
0.025130877271294594,
-0.038154661655426025,
0.06017494201660156,
-0.011959783732891083,
0.035983484238386154,
-0.08191843330860138,
-0.058981649577617645,
-0.01029154285788536,
-0.006299627013504505,
0.09857360273599625,
0.09524541348218918,
-0.007388369180262089,
0.010301683098077774,
-0.026082534343004227,
-0.09685641527175903,
0.042897701263427734,
0.06792756170034409,
-0.0961051881313324,
0.05303655192255974,
0.04439163953065872,
0.033589594066143036,
0.15907150506973267,
-0.06483239680528641,
-0.0026152010541409254,
-0.02265169285237789,
-0.0034762455616146326,
-0.056044891476631165,
-0.04101889580488205,
-0.024528875946998596,
-0.10000602155923843,
0.032286468893289566,
-0.054946549236774445,
0.02179274708032608,
0.003393010003492236,
0.045863766223192215,
0.06008772552013397,
-0.037911996245384216,
0.06804726272821426,
0.03508275747299194,
-0.08023645728826523,
0.011627057567238808,
-0.08427717536687851,
0.04919581115245819,
-0.011830655857920647,
0.03860260173678398,
0.057894472032785416,
-0.0808180645108223,
-0.06647772341966629,
-0.040170393884181976,
0.07900857925415039,
-0.03993303328752518,
-0.003111624624580145,
-0.0026091262698173523,
-0.011674541048705578,
0.06821519136428833,
-0.0875282734632492,
0.008499578572809696,
-1.9155978770976109e-34,
-0.0656975582242012,
0.010835264809429646,
0.02326381206512451,
0.038455862551927567,
0.07607998698949814,
-0.02064886875450611,
0.0013013831339776516,
-0.021652065217494965,
-0.046652454882860184,
0.0009119025198742747,
-0.09313608705997467,
0.06036784499883652,
0.11185925453901291,
-0.032382987439632416,
0.05805114656686783,
0.02810329757630825,
0.01962495595216751,
0.054497864097356796,
-0.0400688461959362,
0.025250175967812538,
-0.03424647077918053,
0.04580597206950188,
-0.03609613701701164,
0.04072372242808342,
0.06961740553379059,
0.051665328443050385,
-0.038144782185554504,
0.0531499944627285,
0.03861287236213684,
0.03412361070513725,
-0.06566566973924637,
-0.019226789474487305,
-0.07081954926252365,
-0.1864127665758133,
-0.04661616310477257,
-0.1051468774676323,
0.03759492561221123,
0.05431338772177696,
-0.07021216303110123,
0.03640618920326233,
-0.0677030012011528,
-0.013490952551364899,
-0.026264775544404984,
-0.003508684691041708,
0.028157148510217667,
-0.10199977457523346,
-0.07598868757486343,
0.015711400657892227,
0.015674786642193794,
-0.0032354730647057295,
0.0020577171817421913,
0.032736267894506454,
0.026210181415081024,
-0.04679190739989281,
0.04696699604392052,
0.04422338306903839,
-0.10173801332712173,
0.11329431086778641,
0.05347626656293869,
0.08565829694271088,
0.06587069481611252,
-0.05140221118927002,
0.009292785078287125,
0.0226555448025465,
-0.013476579450070858,
0.026212133467197418,
-0.048680078238248825,
-0.026849990710616112,
-0.046834107488393784,
0.01801414228975773,
0.04169243574142456,
-0.020447632297873497,
-0.06836117804050446,
-0.028798360377550125,
0.044486451894044876,
-0.022211184725165367,
0.04138074070215225,
0.014449545182287693,
0.028225285932421684,
0.10620121657848358,
0.03473401814699173,
0.0504014827311039,
-0.024289770051836967,
0.00962343905121088,
0.03288893774151802,
-0.03534892201423645,
0.09171564131975174,
-0.11193866282701492,
0.03525765240192413,
-0.018887296319007874,
-0.04597735404968262,
-0.05156634747982025,
-0.006652563810348511,
0.054819945245981216,
0.052354779094457626,
-2.7756112075394412e-8,
0.029207831248641014,
-0.066116563975811,
0.0393364243209362,
0.07749149948358536,
0.025667548179626465,
-0.06280230730772018,
-0.011111841537058353,
0.04738761484622955,
-0.014754684641957283,
-0.028494788333773613,
0.09679118543863297,
0.019169557839632034,
-0.0015544828493148088,
-0.012871542014181614,
0.08619910478591919,
0.025607796385884285,
-0.027678411453962326,
-0.09777169674634933,
-0.02763264626264572,
-0.04037274792790413,
-0.06061553210020065,
0.03339461237192154,
-0.013106909580528736,
0.023909401148557663,
0.0034017139114439487,
-0.03268267586827278,
0.04298187419772148,
-0.0022569959983229637,
0.029164206236600876,
0.06301897019147873,
-0.041200246661901474,
-0.11033130437135696,
0.03059012070298195,
-0.04434048384428024,
-0.06704749912023544,
0.04651835933327675,
-0.0673300176858902,
0.06514081358909607,
-0.018800951540470123,
0.01230732910335064,
0.021259495988488197,
-0.06378483027219772,
0.045579176396131516,
0.03523176908493042,
0.007962634786963463,
-0.04610954597592354,
0.04460549354553223,
-0.016574129462242126,
-0.04459895193576813,
-0.020370284095406532,
-0.029036886990070343,
-0.00911028403788805,
-0.01496601477265358,
-0.003837027819827199,
0.032301902770996094,
0.046729978173971176,
-0.050643887370824814,
-0.013460605405271053,
-0.006006515584886074,
0.06482609361410141,
-0.038851022720336914,
0.006523128133267164,
-0.03715682402253151,
-0.009399252012372017
] | null | null | null | null | null | null | null |
[
-0.10630431026220322,
0.051457569003105164,
0.010002111084759235,
-0.010544509626924992,
-0.02838948182761669,
-0.01217394508421421,
0.08911024034023285,
-0.04795157164335251,
0.04311607778072357,
0.02351522259414196,
0.015100141987204552,
0.11025119572877884,
0.054139815270900726,
-0.06345561891794205,
-0.046087052673101425,
0.016429144889116287,
0.029466083273291588,
0.07562098652124405,
0.005024543963372707,
-0.06230873987078667,
-0.03321150690317154,
-0.01775296777486801,
0.0015152065316215158,
0.017563704401254654,
-0.008673153817653656,
-0.042636919766664505,
0.04147141054272652,
-0.049398429691791534,
-0.0006386901368387043,
-0.07982737571001053,
-0.007027721498161554,
0.003452562727034092,
0.009637794457376003,
0.032997071743011475,
0.0058482978492975235,
-0.06659307330846786,
-0.017598142847418785,
0.010331177152693272,
-0.005044848192483187,
0.05131952837109566,
-0.010591060854494572,
0.03705907240509987,
-0.07830934226512909,
0.06625647842884064,
-0.11494532227516174,
-0.017930394038558006,
0.043806713074445724,
0.008490736596286297,
-0.01739826612174511,
-0.04213501140475273,
0.03910856693983078,
0.05298919230699539,
-0.061247240751981735,
0.00965172704309225,
-0.05130003020167351,
-0.07018280029296875,
-0.045494869351387024,
0.020778946578502655,
-0.047071672976017,
0.07780934125185013,
0.018926087766885757,
-0.05004335567355156,
0.0017161626601591706,
0.028631942346692085,
-0.029186613857746124,
-0.017944268882274628,
0.09523404389619827,
0.058404553681612015,
-0.01601679064333439,
-0.042063113301992416,
0.0033123467583209276,
0.014995724894106388,
0.00651326822116971,
0.09371954947710037,
-0.0001225961750606075,
-0.011992181651294231,
0.0032748437952250242,
-0.07859080284833908,
-0.02160017564892769,
-0.028256790712475777,
-0.06782073527574539,
-0.0607016421854496,
0.01604282297194004,
0.03293181210756302,
0.056803010404109955,
-0.04886056110262871,
0.04256827011704445,
0.006211841944605112,
0.028020109981298447,
-0.052171941846609116,
-0.07882532477378845,
-0.011218949221074581,
-0.018821915611624718,
-0.0073177325539290905,
0.06539218127727509,
0.05376700684428215,
0.05247022211551666,
0.020132001489400864,
-0.07255007326602936,
0.045717667788267136,
-0.03542184829711914,
0.052125267684459686,
0.01085304468870163,
-0.024812443181872368,
0.06130712479352951,
0.02009393833577633,
-0.02849690429866314,
-0.06553295254707336,
0.013688787817955017,
0.051306720823049545,
0.024577613919973373,
0.06380912661552429,
-0.0027013025246560574,
0.03529410436749458,
-0.02622552216053009,
-0.01122056320309639,
-0.10017415136098862,
0.04879266768693924,
-0.07211213558912277,
0.0813216120004654,
-0.004999021999537945,
0.06666570156812668,
0.0037276328075677156,
0.04167206212878227,
-0.05552550032734871,
0.053817011415958405,
0.03359821066260338,
-1.31291257916929e-33,
-0.02437625080347061,
0.0054727597162127495,
0.03219878301024437,
-0.05870867520570755,
0.041177280247211456,
0.0016971940640360117,
0.07219468802213669,
-0.01834580861032009,
-0.11563627421855927,
0.07120692729949951,
0.01354325283318758,
0.00953281857073307,
0.08333488553762436,
-0.05067313835024834,
-0.019965078681707382,
0.009075119160115719,
0.0523231066763401,
0.07909183204174042,
0.04122662544250488,
-0.0690293237566948,
0.09958399832248688,
0.03251824155449867,
-0.006922771222889423,
-0.030211005359888077,
0.04291776195168495,
-0.09337610751390457,
-0.05005352944135666,
-0.031631309539079666,
0.1613326370716095,
0.008297708816826344,
-0.05209792032837868,
0.07596804201602936,
0.052275676280260086,
0.01726558618247509,
0.049774471670389175,
-0.028964314609766006,
-0.02419362962245941,
-0.024841126054525375,
0.025130877271294594,
-0.038154661655426025,
0.06017494201660156,
-0.011959783732891083,
0.035983484238386154,
-0.08191843330860138,
-0.058981649577617645,
-0.01029154285788536,
-0.006299627013504505,
0.09857360273599625,
0.09524541348218918,
-0.007388369180262089,
0.010301683098077774,
-0.026082534343004227,
-0.09685641527175903,
0.042897701263427734,
0.06792756170034409,
-0.0961051881313324,
0.05303655192255974,
0.04439163953065872,
0.033589594066143036,
0.15907150506973267,
-0.06483239680528641,
-0.0026152010541409254,
-0.02265169285237789,
-0.0034762455616146326,
-0.056044891476631165,
-0.04101889580488205,
-0.024528875946998596,
-0.10000602155923843,
0.032286468893289566,
-0.054946549236774445,
0.02179274708032608,
0.003393010003492236,
0.045863766223192215,
0.06008772552013397,
-0.037911996245384216,
0.06804726272821426,
0.03508275747299194,
-0.08023645728826523,
0.011627057567238808,
-0.08427717536687851,
0.04919581115245819,
-0.011830655857920647,
0.03860260173678398,
0.057894472032785416,
-0.0808180645108223,
-0.06647772341966629,
-0.040170393884181976,
0.07900857925415039,
-0.03993303328752518,
-0.003111624624580145,
-0.0026091262698173523,
-0.011674541048705578,
0.06821519136428833,
-0.0875282734632492,
0.008499578572809696,
-1.9155978770976109e-34,
-0.0656975582242012,
0.010835264809429646,
0.02326381206512451,
0.038455862551927567,
0.07607998698949814,
-0.02064886875450611,
0.0013013831339776516,
-0.021652065217494965,
-0.046652454882860184,
0.0009119025198742747,
-0.09313608705997467,
0.06036784499883652,
0.11185925453901291,
-0.032382987439632416,
0.05805114656686783,
0.02810329757630825,
0.01962495595216751,
0.054497864097356796,
-0.0400688461959362,
0.025250175967812538,
-0.03424647077918053,
0.04580597206950188,
-0.03609613701701164,
0.04072372242808342,
0.06961740553379059,
0.051665328443050385,
-0.038144782185554504,
0.0531499944627285,
0.03861287236213684,
0.03412361070513725,
-0.06566566973924637,
-0.019226789474487305,
-0.07081954926252365,
-0.1864127665758133,
-0.04661616310477257,
-0.1051468774676323,
0.03759492561221123,
0.05431338772177696,
-0.07021216303110123,
0.03640618920326233,
-0.0677030012011528,
-0.013490952551364899,
-0.026264775544404984,
-0.003508684691041708,
0.028157148510217667,
-0.10199977457523346,
-0.07598868757486343,
0.015711400657892227,
0.015674786642193794,
-0.0032354730647057295,
0.0020577171817421913,
0.032736267894506454,
0.026210181415081024,
-0.04679190739989281,
0.04696699604392052,
0.04422338306903839,
-0.10173801332712173,
0.11329431086778641,
0.05347626656293869,
0.08565829694271088,
0.06587069481611252,
-0.05140221118927002,
0.009292785078287125,
0.0226555448025465,
-0.013476579450070858,
0.026212133467197418,
-0.048680078238248825,
-0.026849990710616112,
-0.046834107488393784,
0.01801414228975773,
0.04169243574142456,
-0.020447632297873497,
-0.06836117804050446,
-0.028798360377550125,
0.044486451894044876,
-0.022211184725165367,
0.04138074070215225,
0.014449545182287693,
0.028225285932421684,
0.10620121657848358,
0.03473401814699173,
0.0504014827311039,
-0.024289770051836967,
0.00962343905121088,
0.03288893774151802,
-0.03534892201423645,
0.09171564131975174,
-0.11193866282701492,
0.03525765240192413,
-0.018887296319007874,
-0.04597735404968262,
-0.05156634747982025,
-0.006652563810348511,
0.054819945245981216,
0.052354779094457626,
-2.7756112075394412e-8,
0.029207831248641014,
-0.066116563975811,
0.0393364243209362,
0.07749149948358536,
0.025667548179626465,
-0.06280230730772018,
-0.011111841537058353,
0.04738761484622955,
-0.014754684641957283,
-0.028494788333773613,
0.09679118543863297,
0.019169557839632034,
-0.0015544828493148088,
-0.012871542014181614,
0.08619910478591919,
0.025607796385884285,
-0.027678411453962326,
-0.09777169674634933,
-0.02763264626264572,
-0.04037274792790413,
-0.06061553210020065,
0.03339461237192154,
-0.013106909580528736,
0.023909401148557663,
0.0034017139114439487,
-0.03268267586827278,
0.04298187419772148,
-0.0022569959983229637,
0.029164206236600876,
0.06301897019147873,
-0.041200246661901474,
-0.11033130437135696,
0.03059012070298195,
-0.04434048384428024,
-0.06704749912023544,
0.04651835933327675,
-0.0673300176858902,
0.06514081358909607,
-0.018800951540470123,
0.01230732910335064,
0.021259495988488197,
-0.06378483027219772,
0.045579176396131516,
0.03523176908493042,
0.007962634786963463,
-0.04610954597592354,
0.04460549354553223,
-0.016574129462242126,
-0.04459895193576813,
-0.020370284095406532,
-0.029036886990070343,
-0.00911028403788805,
-0.01496601477265358,
-0.003837027819827199,
0.032301902770996094,
0.046729978173971176,
-0.050643887370824814,
-0.013460605405271053,
-0.006006515584886074,
0.06482609361410141,
-0.038851022720336914,
0.006523128133267164,
-0.03715682402253151,
-0.009399252012372017
] |
1402.5525
|
Pierre-Henri Chavanis
|
Pierre-Henri Chavanis
|
A parametrization of two-dimensional turbulence based on a maximum
entropy production principle with a local conservation of energy
|
To appear in the special IUTAM issue of Fluid Dynamics Research on
Vortex Dynamics
|
Fluid Dyn. Res. 46, 061409 (2014)
|
10.1088/0169-5983/46/6/061409
| null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In the context of two-dimensional (2D) turbulence, we apply the maximum
entropy production principle (MEPP) by enforcing a local conservation of
energy. This leads to an equation for the vorticity distribution that conserves
all the Casimirs, the energy, and that increases monotonically the mixing
entropy ($H$-theorem). Furthermore, the equation for the coarse-grained
vorticity dissipates monotonically all the generalized enstrophies. These
equations may provide a parametrization of 2D turbulence. They do not generally
relax towards the maximum entropy state. The vorticity current vanishes for any
steady state of the 2D Euler equation. Interestingly, the equation for the
coarse-grained vorticity obtained from the MEPP turns out to coincide, after
some algebraic manipulations, with the one obtained with the anticipated
vorticity method. This shows a connection between these two approaches when the
conservation of energy is treated locally. Furthermore, the newly derived
equation, which incorporates a diffusion term and a drift term, has a nice
physical interpretation in terms of a selective decay principle. This gives a
new light to both the MEPP and the anticipated vorticity method.
|
[
{
"created": "Sat, 22 Feb 2014 16:38:50 GMT",
"version": "v1"
},
{
"created": "Mon, 30 Nov 2015 15:35:09 GMT",
"version": "v2"
}
] |
2015-12-01
|
[
[
"Chavanis",
"Pierre-Henri",
""
]
] |
[
-0.022175492718815804,
0.040534112602472305,
0.13919106125831604,
0.012008828110992908,
0.002686223480850458,
-0.06446951627731323,
-0.03197211027145386,
-0.0692129135131836,
0.06968104839324951,
-0.02304656058549881,
0.000783714756835252,
-0.0033647154923528433,
-0.06437402218580246,
-0.09280038625001907,
-0.03990859538316727,
-0.01267478708177805,
-0.004772278945893049,
0.03141012042760849,
-0.04458478465676308,
0.002297524595633149,
0.03674781322479248,
-0.02765362709760666,
-0.09466351568698883,
0.02457878179848194,
0.02761954441666603,
-0.027082005515694618,
-0.03523518517613411,
0.048610735684633255,
0.0713546872138977,
-0.017398158088326454,
0.07745002955198288,
0.025327203795313835,
-0.09594660252332687,
0.05514000356197357,
-0.010918902233242989,
-0.07729914784431458,
0.02427033521234989,
0.056860700249671936,
-0.11714937537908554,
0.06767601519823074,
-0.014158301055431366,
0.037769559770822525,
-0.046873919665813446,
0.04575731232762337,
-0.03918585181236267,
0.009107680991292,
0.04379558563232422,
-0.04599674418568611,
-0.013516932725906372,
0.008385947905480862,
0.039625395089387894,
0.06983526051044464,
0.003380394773557782,
-0.012527783401310444,
0.03438795730471611,
0.04660731926560402,
0.00517734419554472,
0.10323044657707214,
-0.03786201775074005,
-0.10716184973716736,
0.027456309646368027,
0.0513647086918354,
-0.06763135641813278,
-0.047784436494112015,
0.051239341497421265,
-0.08240988850593567,
0.005602556746453047,
0.03574325889348984,
-0.0280494075268507,
0.04282588139176369,
-0.043394312262535095,
0.018821213394403458,
-0.01131354458630085,
-0.07717971503734589,
0.1112721860408783,
0.04138019308447838,
-0.04083218798041344,
-0.04693758115172386,
0.008922155946493149,
0.007706110365688801,
0.1197483241558075,
-0.00008028701995499432,
0.004516030196100473,
-0.10042714327573776,
-0.021872416138648987,
0.0277151670306921,
-0.028716813772916794,
-0.030218878760933876,
0.07569784671068192,
-0.0360838957130909,
-0.05211499333381653,
-0.044791173189878464,
-0.08732046186923981,
-0.0496826134622097,
0.0864914208650589,
0.01742640696465969,
-0.005461703985929489,
0.07574595510959625,
0.1051190048456192,
-0.03173612430691719,
-0.0035739410668611526,
-0.0978512316942215,
0.02596292458474636,
0.05391859635710716,
0.08170566707849503,
0.02287987805902958,
0.06035160645842552,
0.041814085096120834,
0.0669982060790062,
0.044319912791252136,
0.023089785128831863,
0.07217332720756531,
0.014188257977366447,
-0.01904984749853611,
0.055084336549043655,
0.08080005645751953,
0.019989244639873505,
0.06004306301474571,
-0.023152092471718788,
-0.020272094756364822,
0.023213740438222885,
0.04167450964450836,
-0.04451059177517891,
-0.0522717610001564,
0.013436623848974705,
0.023284148424863815,
0.055298276245594025,
7.769760519546078e-34,
0.03889094293117523,
-0.0019084281520918012,
-0.004384326282888651,
0.03519211709499359,
0.00534461997449398,
0.02406235598027706,
-0.011239622719585896,
-0.028391143307089806,
-0.029178526252508163,
0.003479765960946679,
-0.10488152503967285,
0.04906093329191208,
-0.014540374279022217,
0.06045294553041458,
0.01914115622639656,
-0.07968473434448242,
-0.024738803505897522,
-0.013692202046513557,
0.02368566207587719,
0.026607543230056763,
0.03434891998767853,
0.06282200664281845,
-0.004574266728013754,
0.021866099908947945,
-0.027245493605732918,
-0.11213041841983795,
0.041031364351511,
0.016239942982792854,
-0.04199682176113129,
0.041338421404361725,
-0.07145857810974121,
-0.01000240072607994,
-0.03290250897407532,
-0.04797451198101044,
0.023009054362773895,
0.04120517894625664,
-0.057375892996788025,
0.07200667262077332,
0.03642553091049194,
-0.06630462408065796,
-0.0027761729434132576,
0.024410268291831017,
-0.052371762692928314,
-0.019078627228736877,
-0.021904004737734795,
-0.03174096718430519,
0.0033665404189378023,
0.07438149303197861,
0.02750849537551403,
-0.08641879260540009,
0.03014162927865982,
-0.01834399439394474,
-0.01913599669933319,
-0.01047440618276596,
0.11172530800104141,
0.032977331429719925,
0.07849225401878357,
-0.09256499260663986,
-0.005904586520045996,
-0.01708688959479332,
-0.032367803156375885,
0.04823774844408035,
0.006389284040778875,
0.002446327358484268,
0.023338574916124344,
-0.005123342387378216,
0.054617203772068024,
0.03937720134854317,
0.02007823809981346,
-0.08325546979904175,
-0.03765131160616875,
0.013343407772481441,
0.006029451731592417,
-0.0543217658996582,
0.0844300389289856,
-0.08347072452306747,
0.042394008487463,
-0.016245724633336067,
-0.048747140914201736,
0.033733487129211426,
-0.047775425016880035,
-0.00727939372882247,
-0.08578844368457794,
0.0083259716629982,
-0.06410744786262512,
0.008934997022151947,
-0.0807810127735138,
0.0037602561060339212,
-0.03908678516745567,
0.015120180323719978,
0.00674175750464201,
0.02933359518647194,
0.07370969653129578,
-0.026781689375638962,
-0.04759601503610611,
-4.007271996896686e-33,
-0.008480304852128029,
-0.03239303082227707,
-0.055861979722976685,
0.02367309108376503,
-0.03350618854165077,
0.11490075290203094,
0.020648324862122536,
0.07440891116857529,
-0.01876370795071125,
-0.12685872614383698,
0.020264433696866035,
0.0334644541144371,
-0.060832004994153976,
0.00874260812997818,
0.07260975241661072,
-0.0590791329741478,
-0.07701534777879715,
0.06893382221460342,
0.045295123010873795,
-0.02931811660528183,
0.013847547583281994,
-0.0003404934541322291,
-0.05038144811987877,
0.0045690699480473995,
-0.049728553742170334,
-0.029731864109635353,
-0.001108326599933207,
0.03775782138109207,
-0.009195179678499699,
0.10763155668973923,
-0.0001274366513825953,
-0.027023177593946457,
0.0012435719836503267,
0.0020006592385470867,
-0.008965650573372841,
0.018701380118727684,
0.03290529176592827,
-0.03434610739350319,
-0.04348187521100044,
-0.03679901733994484,
-0.08087077736854553,
-0.014972534961998463,
0.05141420662403107,
-0.046426836401224136,
0.08270662277936935,
0.040001094341278076,
0.03288761153817177,
-0.01930437609553337,
-0.03379565477371216,
0.026551315560936928,
0.04891260713338852,
0.00416415324434638,
-0.06244093179702759,
0.08750144392251968,
-0.03880137950181961,
0.0021815672516822815,
-0.03943701088428497,
-0.0017112036002799869,
0.013300081714987755,
0.025714358314871788,
-0.043405987322330475,
-0.06302852928638458,
0.009739186614751816,
0.04823865741491318,
-0.029388906434178352,
-0.02007129415869713,
-0.05762098357081413,
0.06323359906673431,
-0.013953191228210926,
0.0001862205972429365,
-0.01570315659046173,
0.014365863054990768,
0.02962864376604557,
0.06895536184310913,
0.049015820026397705,
0.011087333783507347,
0.04655564948916435,
-0.018036985769867897,
-0.018509378656744957,
0.021951526403427124,
-0.06441585719585419,
0.0770515725016594,
0.07726391404867172,
-0.042632658034563065,
0.0453135147690773,
-0.17725375294685364,
-0.05951540544629097,
-0.06526778638362885,
0.019438602030277252,
0.014657940715551376,
0.06535352766513824,
-0.06622946262359619,
0.014523517340421677,
-0.05279792472720146,
0.021575074642896652,
-6.212416536754972e-8,
0.02603496052324772,
-0.021208973601460457,
0.03817395493388176,
0.0011514535872265697,
-0.07679597288370132,
0.0018541322788223624,
0.005676445085555315,
0.10138961672782898,
0.01850176975131035,
0.030192479491233826,
0.05247095227241516,
0.08679904788732529,
-0.003933997824788094,
-0.08798685669898987,
0.026841266080737114,
0.053513407707214355,
-0.007906878367066383,
-0.04565270617604256,
-0.01965721882879734,
-0.033488962799310684,
0.00796799547970295,
0.046856001019477844,
-0.0748658999800682,
-0.01730240136384964,
0.006244019139558077,
0.029076624661684036,
-0.00771442661061883,
-0.04377269372344017,
-0.018451787531375885,
-0.011054981499910355,
-0.012498573400080204,
0.0008385301916860044,
0.033932119607925415,
-0.007066171150654554,
-0.13520365953445435,
-0.023686423897743225,
-0.1280171126127243,
0.05134744942188263,
0.03624487295746803,
-0.1020350307226181,
-0.030977679416537285,
0.06529439240694046,
0.01422258373349905,
-0.031353551894426346,
0.09040221571922302,
0.07271289080381393,
0.003753350581973791,
-0.010020308196544647,
-0.07472565770149231,
0.051230575889348984,
-0.024851148948073387,
0.03679688647389412,
0.09386766701936722,
-0.01951524056494236,
-0.013107280246913433,
-0.06457813829183578,
-0.15178389847278595,
0.012146632187068462,
0.04407317563891411,
-0.13336870074272156,
-0.004082066472619772,
0.07977298647165298,
-0.037231963127851486,
0.03474263846874237
] | null | null | null | null | null | null | null |
[
-0.022175492718815804,
0.040534112602472305,
0.13919106125831604,
0.012008828110992908,
0.002686223480850458,
-0.06446951627731323,
-0.03197211027145386,
-0.0692129135131836,
0.06968104839324951,
-0.02304656058549881,
0.000783714756835252,
-0.0033647154923528433,
-0.06437402218580246,
-0.09280038625001907,
-0.03990859538316727,
-0.01267478708177805,
-0.004772278945893049,
0.03141012042760849,
-0.04458478465676308,
0.002297524595633149,
0.03674781322479248,
-0.02765362709760666,
-0.09466351568698883,
0.02457878179848194,
0.02761954441666603,
-0.027082005515694618,
-0.03523518517613411,
0.048610735684633255,
0.0713546872138977,
-0.017398158088326454,
0.07745002955198288,
0.025327203795313835,
-0.09594660252332687,
0.05514000356197357,
-0.010918902233242989,
-0.07729914784431458,
0.02427033521234989,
0.056860700249671936,
-0.11714937537908554,
0.06767601519823074,
-0.014158301055431366,
0.037769559770822525,
-0.046873919665813446,
0.04575731232762337,
-0.03918585181236267,
0.009107680991292,
0.04379558563232422,
-0.04599674418568611,
-0.013516932725906372,
0.008385947905480862,
0.039625395089387894,
0.06983526051044464,
0.003380394773557782,
-0.012527783401310444,
0.03438795730471611,
0.04660731926560402,
0.00517734419554472,
0.10323044657707214,
-0.03786201775074005,
-0.10716184973716736,
0.027456309646368027,
0.0513647086918354,
-0.06763135641813278,
-0.047784436494112015,
0.051239341497421265,
-0.08240988850593567,
0.005602556746453047,
0.03574325889348984,
-0.0280494075268507,
0.04282588139176369,
-0.043394312262535095,
0.018821213394403458,
-0.01131354458630085,
-0.07717971503734589,
0.1112721860408783,
0.04138019308447838,
-0.04083218798041344,
-0.04693758115172386,
0.008922155946493149,
0.007706110365688801,
0.1197483241558075,
-0.00008028701995499432,
0.004516030196100473,
-0.10042714327573776,
-0.021872416138648987,
0.0277151670306921,
-0.028716813772916794,
-0.030218878760933876,
0.07569784671068192,
-0.0360838957130909,
-0.05211499333381653,
-0.044791173189878464,
-0.08732046186923981,
-0.0496826134622097,
0.0864914208650589,
0.01742640696465969,
-0.005461703985929489,
0.07574595510959625,
0.1051190048456192,
-0.03173612430691719,
-0.0035739410668611526,
-0.0978512316942215,
0.02596292458474636,
0.05391859635710716,
0.08170566707849503,
0.02287987805902958,
0.06035160645842552,
0.041814085096120834,
0.0669982060790062,
0.044319912791252136,
0.023089785128831863,
0.07217332720756531,
0.014188257977366447,
-0.01904984749853611,
0.055084336549043655,
0.08080005645751953,
0.019989244639873505,
0.06004306301474571,
-0.023152092471718788,
-0.020272094756364822,
0.023213740438222885,
0.04167450964450836,
-0.04451059177517891,
-0.0522717610001564,
0.013436623848974705,
0.023284148424863815,
0.055298276245594025,
7.769760519546078e-34,
0.03889094293117523,
-0.0019084281520918012,
-0.004384326282888651,
0.03519211709499359,
0.00534461997449398,
0.02406235598027706,
-0.011239622719585896,
-0.028391143307089806,
-0.029178526252508163,
0.003479765960946679,
-0.10488152503967285,
0.04906093329191208,
-0.014540374279022217,
0.06045294553041458,
0.01914115622639656,
-0.07968473434448242,
-0.024738803505897522,
-0.013692202046513557,
0.02368566207587719,
0.026607543230056763,
0.03434891998767853,
0.06282200664281845,
-0.004574266728013754,
0.021866099908947945,
-0.027245493605732918,
-0.11213041841983795,
0.041031364351511,
0.016239942982792854,
-0.04199682176113129,
0.041338421404361725,
-0.07145857810974121,
-0.01000240072607994,
-0.03290250897407532,
-0.04797451198101044,
0.023009054362773895,
0.04120517894625664,
-0.057375892996788025,
0.07200667262077332,
0.03642553091049194,
-0.06630462408065796,
-0.0027761729434132576,
0.024410268291831017,
-0.052371762692928314,
-0.019078627228736877,
-0.021904004737734795,
-0.03174096718430519,
0.0033665404189378023,
0.07438149303197861,
0.02750849537551403,
-0.08641879260540009,
0.03014162927865982,
-0.01834399439394474,
-0.01913599669933319,
-0.01047440618276596,
0.11172530800104141,
0.032977331429719925,
0.07849225401878357,
-0.09256499260663986,
-0.005904586520045996,
-0.01708688959479332,
-0.032367803156375885,
0.04823774844408035,
0.006389284040778875,
0.002446327358484268,
0.023338574916124344,
-0.005123342387378216,
0.054617203772068024,
0.03937720134854317,
0.02007823809981346,
-0.08325546979904175,
-0.03765131160616875,
0.013343407772481441,
0.006029451731592417,
-0.0543217658996582,
0.0844300389289856,
-0.08347072452306747,
0.042394008487463,
-0.016245724633336067,
-0.048747140914201736,
0.033733487129211426,
-0.047775425016880035,
-0.00727939372882247,
-0.08578844368457794,
0.0083259716629982,
-0.06410744786262512,
0.008934997022151947,
-0.0807810127735138,
0.0037602561060339212,
-0.03908678516745567,
0.015120180323719978,
0.00674175750464201,
0.02933359518647194,
0.07370969653129578,
-0.026781689375638962,
-0.04759601503610611,
-4.007271996896686e-33,
-0.008480304852128029,
-0.03239303082227707,
-0.055861979722976685,
0.02367309108376503,
-0.03350618854165077,
0.11490075290203094,
0.020648324862122536,
0.07440891116857529,
-0.01876370795071125,
-0.12685872614383698,
0.020264433696866035,
0.0334644541144371,
-0.060832004994153976,
0.00874260812997818,
0.07260975241661072,
-0.0590791329741478,
-0.07701534777879715,
0.06893382221460342,
0.045295123010873795,
-0.02931811660528183,
0.013847547583281994,
-0.0003404934541322291,
-0.05038144811987877,
0.0045690699480473995,
-0.049728553742170334,
-0.029731864109635353,
-0.001108326599933207,
0.03775782138109207,
-0.009195179678499699,
0.10763155668973923,
-0.0001274366513825953,
-0.027023177593946457,
0.0012435719836503267,
0.0020006592385470867,
-0.008965650573372841,
0.018701380118727684,
0.03290529176592827,
-0.03434610739350319,
-0.04348187521100044,
-0.03679901733994484,
-0.08087077736854553,
-0.014972534961998463,
0.05141420662403107,
-0.046426836401224136,
0.08270662277936935,
0.040001094341278076,
0.03288761153817177,
-0.01930437609553337,
-0.03379565477371216,
0.026551315560936928,
0.04891260713338852,
0.00416415324434638,
-0.06244093179702759,
0.08750144392251968,
-0.03880137950181961,
0.0021815672516822815,
-0.03943701088428497,
-0.0017112036002799869,
0.013300081714987755,
0.025714358314871788,
-0.043405987322330475,
-0.06302852928638458,
0.009739186614751816,
0.04823865741491318,
-0.029388906434178352,
-0.02007129415869713,
-0.05762098357081413,
0.06323359906673431,
-0.013953191228210926,
0.0001862205972429365,
-0.01570315659046173,
0.014365863054990768,
0.02962864376604557,
0.06895536184310913,
0.049015820026397705,
0.011087333783507347,
0.04655564948916435,
-0.018036985769867897,
-0.018509378656744957,
0.021951526403427124,
-0.06441585719585419,
0.0770515725016594,
0.07726391404867172,
-0.042632658034563065,
0.0453135147690773,
-0.17725375294685364,
-0.05951540544629097,
-0.06526778638362885,
0.019438602030277252,
0.014657940715551376,
0.06535352766513824,
-0.06622946262359619,
0.014523517340421677,
-0.05279792472720146,
0.021575074642896652,
-6.212416536754972e-8,
0.02603496052324772,
-0.021208973601460457,
0.03817395493388176,
0.0011514535872265697,
-0.07679597288370132,
0.0018541322788223624,
0.005676445085555315,
0.10138961672782898,
0.01850176975131035,
0.030192479491233826,
0.05247095227241516,
0.08679904788732529,
-0.003933997824788094,
-0.08798685669898987,
0.026841266080737114,
0.053513407707214355,
-0.007906878367066383,
-0.04565270617604256,
-0.01965721882879734,
-0.033488962799310684,
0.00796799547970295,
0.046856001019477844,
-0.0748658999800682,
-0.01730240136384964,
0.006244019139558077,
0.029076624661684036,
-0.00771442661061883,
-0.04377269372344017,
-0.018451787531375885,
-0.011054981499910355,
-0.012498573400080204,
0.0008385301916860044,
0.033932119607925415,
-0.007066171150654554,
-0.13520365953445435,
-0.023686423897743225,
-0.1280171126127243,
0.05134744942188263,
0.03624487295746803,
-0.1020350307226181,
-0.030977679416537285,
0.06529439240694046,
0.01422258373349905,
-0.031353551894426346,
0.09040221571922302,
0.07271289080381393,
0.003753350581973791,
-0.010020308196544647,
-0.07472565770149231,
0.051230575889348984,
-0.024851148948073387,
0.03679688647389412,
0.09386766701936722,
-0.01951524056494236,
-0.013107280246913433,
-0.06457813829183578,
-0.15178389847278595,
0.012146632187068462,
0.04407317563891411,
-0.13336870074272156,
-0.004082066472619772,
0.07977298647165298,
-0.037231963127851486,
0.03474263846874237
] |
1402.5530
|
Petr Zhokhov
|
P. A. Zhokhov and A. M. Zheltikov
|
Field-cycle-resolved photoionization in solids
|
4 pages, 2 figures
|
Physical Review Letters, vol. 113, p. 133903 (2014)
|
10.1103/PhysRevLett.113.133903
| null |
physics.optics cond-mat.mes-hall
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The Keldysh theory of photoionization in a solid dielectric is generalized to
the case of arbitrarily short driving pulses of arbitrary pulse shape. We
derive a closed-form solution for the nonadiabatic ionization rate in a
transparent solid with a periodic dispersion relation, which reveals ultrafast
ionization dynamics within the field cycle and recovers the key results of the
Keldysh theory in the appropriate limiting regimes.
|
[
{
"created": "Sat, 22 Feb 2014 17:21:36 GMT",
"version": "v1"
},
{
"created": "Fri, 4 Jul 2014 16:07:34 GMT",
"version": "v2"
},
{
"created": "Tue, 12 Aug 2014 22:29:15 GMT",
"version": "v3"
}
] |
2014-11-11
|
[
[
"Zhokhov",
"P. A.",
""
],
[
"Zheltikov",
"A. M.",
""
]
] |
[
-0.01182068046182394,
0.010669389739632607,
0.026134248822927475,
-0.004877093713730574,
-0.031293466687202454,
-0.02521228976547718,
0.1343943178653717,
-0.08112191408872604,
-0.03014970012009144,
0.032556112855672836,
0.06146658957004547,
0.02059907838702202,
0.012485766783356667,
-0.028677605092525482,
0.07648146152496338,
-0.09217129647731781,
-0.08533113449811935,
-0.060370899736881256,
-0.0007331909728236496,
0.014203859493136406,
0.018969742581248283,
-0.08073397725820541,
-0.010389030911028385,
-0.053217194974422455,
0.01119543518871069,
0.012366645969450474,
0.06508909165859222,
-0.06334548443555832,
0.002325570210814476,
-0.0022097716573625803,
0.057584553956985474,
-0.01634683646261692,
-0.09444186091423035,
0.031061377376317978,
0.05080565810203552,
0.013389987871050835,
0.00942214298993349,
0.06037367135286331,
-0.009538350626826286,
0.07038214057683945,
0.044566377997398376,
-0.03966685011982918,
-0.02628425322473049,
0.017318785190582275,
0.01626686565577984,
-0.0368187241256237,
0.06858081370592117,
-0.050678152590990067,
-0.04152481257915497,
-0.03326674923300743,
0.0010668652830645442,
-0.009702380746603012,
-0.006180274300277233,
-0.029047688469290733,
0.049228083342313766,
-0.049264322966337204,
-0.032374411821365356,
0.13600976765155792,
-0.016566799953579903,
-0.06405680626630783,
-0.07364139705896378,
0.04163121432065964,
0.01818840578198433,
-0.026803724467754364,
0.012207087129354477,
-0.05376221239566803,
0.04261959716677666,
0.0758030116558075,
0.02151334099471569,
0.00042664288775995374,
0.030840694904327393,
0.0377717986702919,
0.060525838285684586,
-0.03346114233136177,
-0.004521986469626427,
-0.038130227476358414,
-0.04514041170477867,
0.0943150520324707,
-0.011907277628779411,
-0.03885043039917946,
0.012968274764716625,
-0.05617910251021385,
-0.02560546062886715,
-0.006207715719938278,
-0.0715244859457016,
0.023489754647016525,
-0.06510218977928162,
-0.02276390790939331,
-0.06228739768266678,
-0.05624838173389435,
0.027799092233181,
0.009992886334657669,
-0.014387357980012894,
-0.05144476518034935,
0.00022470176918432117,
0.008110670372843742,
0.05505693703889847,
-0.0028651587199419737,
-0.013926866464316845,
0.021168097853660583,
0.014088770374655724,
-0.06104575842618942,
0.006764034740626812,
0.07034569978713989,
-0.02895677275955677,
-0.047606222331523895,
0.0187714621424675,
0.11971744894981384,
-0.09750939160585403,
0.12115591019392014,
0.09285049140453339,
-0.01646389253437519,
0.032920386642217636,
0.029018789529800415,
0.03276219964027405,
0.0018059149151667953,
-0.0815659686923027,
-0.03577476367354393,
0.08146607875823975,
-0.021489163860678673,
-0.013599245809018612,
0.049756184220314026,
-0.06524253636598587,
0.06265401840209961,
-0.055943720042705536,
0.10955096781253815,
0.08747608214616776,
-2.815676541792751e-34,
0.01107869204133749,
0.07060985267162323,
0.06594715267419815,
-0.11112618446350098,
-0.04807552695274353,
-0.08364319056272507,
0.004863355308771133,
0.04221000894904137,
-0.10097654908895493,
-0.04424041137099266,
-0.02631876803934574,
-0.018260976299643517,
0.07828368246555328,
-0.014485404826700687,
-0.008943893946707249,
-0.07806161791086197,
-0.059618666768074036,
0.06436087191104889,
0.03148099035024643,
0.10857902467250824,
0.04162745922803879,
-0.0016087507829070091,
-0.038261741399765015,
0.1558481901884079,
-0.0533125177025795,
-0.0009014178649522364,
-0.019802866503596306,
-0.05097312107682228,
0.027850322425365448,
0.017515096813440323,
0.00325664971023798,
0.09225071966648102,
0.026278255507349968,
-0.059741709381341934,
0.055619269609451294,
-0.0265446025878191,
-0.0051733143627643585,
0.06494221836328506,
-0.017259329557418823,
-0.021425418555736542,
-0.06725567579269409,
-0.06463661044836044,
0.007252888288348913,
0.04209812358021736,
0.003017598995938897,
0.00694325240328908,
0.03195290267467499,
-0.01384707260876894,
-0.007053609937429428,
-0.02682996541261673,
0.01618822105228901,
-0.0066306269727647305,
-0.015127656981348991,
0.022351356223225594,
0.06220835819840431,
0.06970522552728653,
0.024239663034677505,
-0.033041782677173615,
0.028548233211040497,
-0.04460646212100983,
0.13514293730258942,
-0.02950725518167019,
0.04898777976632118,
0.014216276817023754,
-0.06853335350751877,
0.00887045357376337,
-0.09757696092128754,
0.00874741654843092,
0.034382618963718414,
-0.03487106040120125,
0.03263894096016884,
0.05968558043241501,
0.03093261457979679,
-0.06850920617580414,
0.11083020269870758,
0.04342438280582428,
-0.00310847582295537,
0.034670140594244,
-0.01291666179895401,
0.0083436518907547,
-0.046694979071617126,
-0.08095014840364456,
-0.10824145376682281,
-0.07271323353052139,
-0.04838255047798157,
0.03473734110593796,
-0.0223668422549963,
0.07584451138973236,
-0.09199567884206772,
-0.026655444875359535,
-0.0052942680194973946,
-0.01828416809439659,
-0.003588679013773799,
-0.032381463795900345,
-0.0744149461388588,
-2.2489919751786867e-33,
0.11956135928630829,
0.03033081442117691,
-0.034031596034765244,
0.009404167532920837,
0.06649953871965408,
0.0945276990532875,
0.05364222079515457,
0.11179528385400772,
-0.03642546385526657,
-0.0035564634017646313,
0.10012905299663544,
0.03643551841378212,
-0.010609131306409836,
-0.01389133557677269,
-0.11936017870903015,
-0.04718119278550148,
0.01564432680606842,
-0.035280607640743256,
0.05920644477009773,
0.0254531092941761,
-0.024317815899848938,
-0.08020412921905518,
0.013954861089587212,
0.00043071131221950054,
0.028962742537260056,
0.004480259492993355,
-0.082857146859169,
0.06562898308038712,
-0.011485614813864231,
-0.0016799313016235828,
0.04177349805831909,
-0.00024606319493614137,
-0.01822715252637863,
-0.04700117185711861,
-0.08760783821344376,
0.060351982712745667,
-0.03201977536082268,
-0.01081032119691372,
-0.02893402986228466,
0.08859174698591232,
-0.00566160399466753,
-0.06084612384438515,
0.03416849672794342,
0.07775423675775528,
-0.0025509854312986135,
0.05475015938282013,
-0.02383994311094284,
0.015686344355344772,
0.029253438115119934,
-0.04615599289536476,
-0.05607055127620697,
-0.027741018682718277,
0.013433126732707024,
0.047080084681510925,
-0.03965000435709953,
0.0759824886918068,
0.011207842268049717,
0.04099995642900467,
-0.04220002144575119,
0.049430545419454575,
-0.05165423825383186,
-0.0743381530046463,
0.0825466513633728,
-0.012064856477081776,
-0.0006681926897726953,
-0.09494327753782272,
-0.023291923105716705,
-0.0029480219818651676,
-0.000016525958926649764,
-0.06895572692155838,
-0.014294920489192009,
-0.012290596030652523,
-0.01523279957473278,
0.06340328603982925,
-0.00920640304684639,
-0.040559321641922,
0.04761633649468422,
-0.039579302072525024,
-0.04675521329045296,
-0.09107359498739243,
0.012002476491034031,
-0.004736817441880703,
-0.0871187373995781,
-0.07366051524877548,
-0.012073847465217113,
-0.0579259917140007,
-0.013881639577448368,
-0.05684151500463486,
-0.024412114173173904,
0.003410253906622529,
0.0037909839302301407,
-0.021107668057084084,
0.034699808806180954,
-0.04116485267877579,
0.05955857038497925,
-3.8926501133573765e-8,
0.08122308552265167,
0.0001776439166860655,
0.03100256249308586,
-0.026907917112112045,
0.0442807637155056,
-0.013551062904298306,
0.026441628113389015,
-0.03636765480041504,
0.0482628159224987,
-0.08256398141384125,
0.06925177574157715,
-0.08576004952192307,
0.04091592878103256,
-0.009585303254425526,
0.04048988223075867,
0.060504794120788574,
0.02970263734459877,
-0.026970477774739265,
-0.0097273588180542,
-0.030145898461341858,
-0.007542741950601339,
-0.0662737488746643,
0.011974415741860867,
-0.07416711747646332,
-0.045400552451610565,
0.059189457446336746,
0.037200603634119034,
-0.1014888808131218,
-0.008409804664552212,
-0.07191561907529831,
-0.10221492499113083,
0.04361775517463684,
0.055989399552345276,
0.05142545700073242,
-0.03686707839369774,
-0.024963287636637688,
-0.054161932319402695,
0.040536701679229736,
-0.05316425487399101,
0.005227942485362291,
-0.04377259314060211,
-0.0007224232540465891,
-0.006594228558242321,
-0.04678370803594589,
-0.006942280568182468,
0.09267369657754898,
0.03474533185362816,
0.0523533895611763,
-0.018933838233351707,
0.08011014014482498,
-0.07427123934030533,
0.008323481306433678,
-0.005616528447717428,
0.011396817862987518,
-0.00861662533134222,
0.003266644664108753,
-0.05831107497215271,
0.044405627995729446,
0.04138527810573578,
-0.031044060364365578,
0.07276324927806854,
0.022110426798462868,
-0.029349079355597496,
0.06339102238416672
] | null | null | null | null | null | null | null |
[
-0.01182068046182394,
0.010669389739632607,
0.026134248822927475,
-0.004877093713730574,
-0.031293466687202454,
-0.02521228976547718,
0.1343943178653717,
-0.08112191408872604,
-0.03014970012009144,
0.032556112855672836,
0.06146658957004547,
0.02059907838702202,
0.012485766783356667,
-0.028677605092525482,
0.07648146152496338,
-0.09217129647731781,
-0.08533113449811935,
-0.060370899736881256,
-0.0007331909728236496,
0.014203859493136406,
0.018969742581248283,
-0.08073397725820541,
-0.010389030911028385,
-0.053217194974422455,
0.01119543518871069,
0.012366645969450474,
0.06508909165859222,
-0.06334548443555832,
0.002325570210814476,
-0.0022097716573625803,
0.057584553956985474,
-0.01634683646261692,
-0.09444186091423035,
0.031061377376317978,
0.05080565810203552,
0.013389987871050835,
0.00942214298993349,
0.06037367135286331,
-0.009538350626826286,
0.07038214057683945,
0.044566377997398376,
-0.03966685011982918,
-0.02628425322473049,
0.017318785190582275,
0.01626686565577984,
-0.0368187241256237,
0.06858081370592117,
-0.050678152590990067,
-0.04152481257915497,
-0.03326674923300743,
0.0010668652830645442,
-0.009702380746603012,
-0.006180274300277233,
-0.029047688469290733,
0.049228083342313766,
-0.049264322966337204,
-0.032374411821365356,
0.13600976765155792,
-0.016566799953579903,
-0.06405680626630783,
-0.07364139705896378,
0.04163121432065964,
0.01818840578198433,
-0.026803724467754364,
0.012207087129354477,
-0.05376221239566803,
0.04261959716677666,
0.0758030116558075,
0.02151334099471569,
0.00042664288775995374,
0.030840694904327393,
0.0377717986702919,
0.060525838285684586,
-0.03346114233136177,
-0.004521986469626427,
-0.038130227476358414,
-0.04514041170477867,
0.0943150520324707,
-0.011907277628779411,
-0.03885043039917946,
0.012968274764716625,
-0.05617910251021385,
-0.02560546062886715,
-0.006207715719938278,
-0.0715244859457016,
0.023489754647016525,
-0.06510218977928162,
-0.02276390790939331,
-0.06228739768266678,
-0.05624838173389435,
0.027799092233181,
0.009992886334657669,
-0.014387357980012894,
-0.05144476518034935,
0.00022470176918432117,
0.008110670372843742,
0.05505693703889847,
-0.0028651587199419737,
-0.013926866464316845,
0.021168097853660583,
0.014088770374655724,
-0.06104575842618942,
0.006764034740626812,
0.07034569978713989,
-0.02895677275955677,
-0.047606222331523895,
0.0187714621424675,
0.11971744894981384,
-0.09750939160585403,
0.12115591019392014,
0.09285049140453339,
-0.01646389253437519,
0.032920386642217636,
0.029018789529800415,
0.03276219964027405,
0.0018059149151667953,
-0.0815659686923027,
-0.03577476367354393,
0.08146607875823975,
-0.021489163860678673,
-0.013599245809018612,
0.049756184220314026,
-0.06524253636598587,
0.06265401840209961,
-0.055943720042705536,
0.10955096781253815,
0.08747608214616776,
-2.815676541792751e-34,
0.01107869204133749,
0.07060985267162323,
0.06594715267419815,
-0.11112618446350098,
-0.04807552695274353,
-0.08364319056272507,
0.004863355308771133,
0.04221000894904137,
-0.10097654908895493,
-0.04424041137099266,
-0.02631876803934574,
-0.018260976299643517,
0.07828368246555328,
-0.014485404826700687,
-0.008943893946707249,
-0.07806161791086197,
-0.059618666768074036,
0.06436087191104889,
0.03148099035024643,
0.10857902467250824,
0.04162745922803879,
-0.0016087507829070091,
-0.038261741399765015,
0.1558481901884079,
-0.0533125177025795,
-0.0009014178649522364,
-0.019802866503596306,
-0.05097312107682228,
0.027850322425365448,
0.017515096813440323,
0.00325664971023798,
0.09225071966648102,
0.026278255507349968,
-0.059741709381341934,
0.055619269609451294,
-0.0265446025878191,
-0.0051733143627643585,
0.06494221836328506,
-0.017259329557418823,
-0.021425418555736542,
-0.06725567579269409,
-0.06463661044836044,
0.007252888288348913,
0.04209812358021736,
0.003017598995938897,
0.00694325240328908,
0.03195290267467499,
-0.01384707260876894,
-0.007053609937429428,
-0.02682996541261673,
0.01618822105228901,
-0.0066306269727647305,
-0.015127656981348991,
0.022351356223225594,
0.06220835819840431,
0.06970522552728653,
0.024239663034677505,
-0.033041782677173615,
0.028548233211040497,
-0.04460646212100983,
0.13514293730258942,
-0.02950725518167019,
0.04898777976632118,
0.014216276817023754,
-0.06853335350751877,
0.00887045357376337,
-0.09757696092128754,
0.00874741654843092,
0.034382618963718414,
-0.03487106040120125,
0.03263894096016884,
0.05968558043241501,
0.03093261457979679,
-0.06850920617580414,
0.11083020269870758,
0.04342438280582428,
-0.00310847582295537,
0.034670140594244,
-0.01291666179895401,
0.0083436518907547,
-0.046694979071617126,
-0.08095014840364456,
-0.10824145376682281,
-0.07271323353052139,
-0.04838255047798157,
0.03473734110593796,
-0.0223668422549963,
0.07584451138973236,
-0.09199567884206772,
-0.026655444875359535,
-0.0052942680194973946,
-0.01828416809439659,
-0.003588679013773799,
-0.032381463795900345,
-0.0744149461388588,
-2.2489919751786867e-33,
0.11956135928630829,
0.03033081442117691,
-0.034031596034765244,
0.009404167532920837,
0.06649953871965408,
0.0945276990532875,
0.05364222079515457,
0.11179528385400772,
-0.03642546385526657,
-0.0035564634017646313,
0.10012905299663544,
0.03643551841378212,
-0.010609131306409836,
-0.01389133557677269,
-0.11936017870903015,
-0.04718119278550148,
0.01564432680606842,
-0.035280607640743256,
0.05920644477009773,
0.0254531092941761,
-0.024317815899848938,
-0.08020412921905518,
0.013954861089587212,
0.00043071131221950054,
0.028962742537260056,
0.004480259492993355,
-0.082857146859169,
0.06562898308038712,
-0.011485614813864231,
-0.0016799313016235828,
0.04177349805831909,
-0.00024606319493614137,
-0.01822715252637863,
-0.04700117185711861,
-0.08760783821344376,
0.060351982712745667,
-0.03201977536082268,
-0.01081032119691372,
-0.02893402986228466,
0.08859174698591232,
-0.00566160399466753,
-0.06084612384438515,
0.03416849672794342,
0.07775423675775528,
-0.0025509854312986135,
0.05475015938282013,
-0.02383994311094284,
0.015686344355344772,
0.029253438115119934,
-0.04615599289536476,
-0.05607055127620697,
-0.027741018682718277,
0.013433126732707024,
0.047080084681510925,
-0.03965000435709953,
0.0759824886918068,
0.011207842268049717,
0.04099995642900467,
-0.04220002144575119,
0.049430545419454575,
-0.05165423825383186,
-0.0743381530046463,
0.0825466513633728,
-0.012064856477081776,
-0.0006681926897726953,
-0.09494327753782272,
-0.023291923105716705,
-0.0029480219818651676,
-0.000016525958926649764,
-0.06895572692155838,
-0.014294920489192009,
-0.012290596030652523,
-0.01523279957473278,
0.06340328603982925,
-0.00920640304684639,
-0.040559321641922,
0.04761633649468422,
-0.039579302072525024,
-0.04675521329045296,
-0.09107359498739243,
0.012002476491034031,
-0.004736817441880703,
-0.0871187373995781,
-0.07366051524877548,
-0.012073847465217113,
-0.0579259917140007,
-0.013881639577448368,
-0.05684151500463486,
-0.024412114173173904,
0.003410253906622529,
0.0037909839302301407,
-0.021107668057084084,
0.034699808806180954,
-0.04116485267877579,
0.05955857038497925,
-3.8926501133573765e-8,
0.08122308552265167,
0.0001776439166860655,
0.03100256249308586,
-0.026907917112112045,
0.0442807637155056,
-0.013551062904298306,
0.026441628113389015,
-0.03636765480041504,
0.0482628159224987,
-0.08256398141384125,
0.06925177574157715,
-0.08576004952192307,
0.04091592878103256,
-0.009585303254425526,
0.04048988223075867,
0.060504794120788574,
0.02970263734459877,
-0.026970477774739265,
-0.0097273588180542,
-0.030145898461341858,
-0.007542741950601339,
-0.0662737488746643,
0.011974415741860867,
-0.07416711747646332,
-0.045400552451610565,
0.059189457446336746,
0.037200603634119034,
-0.1014888808131218,
-0.008409804664552212,
-0.07191561907529831,
-0.10221492499113083,
0.04361775517463684,
0.055989399552345276,
0.05142545700073242,
-0.03686707839369774,
-0.024963287636637688,
-0.054161932319402695,
0.040536701679229736,
-0.05316425487399101,
0.005227942485362291,
-0.04377259314060211,
-0.0007224232540465891,
-0.006594228558242321,
-0.04678370803594589,
-0.006942280568182468,
0.09267369657754898,
0.03474533185362816,
0.0523533895611763,
-0.018933838233351707,
0.08011014014482498,
-0.07427123934030533,
0.008323481306433678,
-0.005616528447717428,
0.011396817862987518,
-0.00861662533134222,
0.003266644664108753,
-0.05831107497215271,
0.044405627995729446,
0.04138527810573578,
-0.031044060364365578,
0.07276324927806854,
0.022110426798462868,
-0.029349079355597496,
0.06339102238416672
] |
1402.5540
|
Horacio Failache
|
L. Lenci, A. Auyuanet, S. Barreiro, P. Valente, A. Lezama, H. Failache
|
Vectorial atomic magnetometer based on coherent transients of laser
absorption in Rb vapor
|
6 pages, 6 figures
| null |
10.1103/PhysRevA.89.043836
| null |
physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We have designed and tested an atomic vectorial magnetometer based on the
analysis of the coherent oscillatory transients in the transmission of resonant
laser light through a Rb vapor cell. We show that the oscillation amplitudes at
the Larmor frequency and its first harmonic are related through a simple
formula to the angles determining the orientation of the magnetic field vector.
The magnetometer was successfully applied to the measurement of the ambient
magnetic field.
|
[
{
"created": "Sat, 22 Feb 2014 18:17:35 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Lenci",
"L.",
""
],
[
"Auyuanet",
"A.",
""
],
[
"Barreiro",
"S.",
""
],
[
"Valente",
"P.",
""
],
[
"Lezama",
"A.",
""
],
[
"Failache",
"H.",
""
]
] |
[
0.007285654079169035,
0.02605128474533558,
-0.07888387888669968,
-0.03644975647330284,
-0.07541551440954208,
0.04564746096730232,
-0.019488055258989334,
-0.0726047232747078,
0.001927448669448495,
-0.07092448323965073,
0.027859803289175034,
0.0003448743955232203,
0.02442791685461998,
-0.10602780431509018,
0.03988678753376007,
-0.01682719774544239,
0.015053551644086838,
0.07863098382949829,
0.11697999387979507,
0.0001272321678698063,
-0.0047164661809802055,
-0.06923174858093262,
0.03584161773324013,
-0.02911822684109211,
-0.03301827982068062,
0.05342015624046326,
0.038175977766513824,
-0.00764456344768405,
-0.026124950498342514,
0.056958165019750595,
0.0942310094833374,
0.031483687460422516,
-0.12394760549068451,
0.0582069531083107,
0.004406330641359091,
-0.12496855109930038,
0.07192820310592651,
-0.027269652113318443,
-0.046427302062511444,
-0.023392880335450172,
0.09675761312246323,
0.01819518953561783,
-0.025748763233423233,
0.07746092975139618,
0.014821379445493221,
0.07681133598089218,
0.052809134125709534,
-0.05819834768772125,
-0.06357727944850922,
-0.03694450855255127,
-0.014734441414475441,
0.04234931617975235,
-0.02307817153632641,
-0.04214690625667572,
-0.0447877012193203,
0.09864760935306549,
0.05558975785970688,
-0.01016519870609045,
0.03511305898427963,
-0.039041370153427124,
-0.033530645072460175,
-0.004730077460408211,
0.00515484856441617,
-0.007950913161039352,
0.041706331074237823,
-0.011334077455103397,
0.0017797662876546383,
0.07198488712310791,
0.02237529493868351,
-0.03485476225614548,
0.04456802085042,
-0.029882751405239105,
-0.01265964936465025,
-0.024322539567947388,
-0.08496876806020737,
0.03638283535838127,
-0.0026058361399918795,
0.06318708509206772,
0.028394078835844994,
-0.008531671948730946,
-0.016554486006498337,
-0.04196915403008461,
0.00285847089253366,
0.02832692861557007,
-0.017070790752768517,
0.029307479038834572,
0.047484420239925385,
-0.010731060057878494,
-0.017847951501607895,
0.02876090817153454,
-0.014323387295007706,
-0.025735700502991676,
-0.09352098405361176,
-0.08472180366516113,
0.043652210384607315,
-0.05687793344259262,
0.08024135231971741,
-0.03490927070379257,
0.031780801713466644,
-0.016903303563594818,
0.09702891856431961,
-0.0327460914850235,
-0.03926880285143852,
0.10019295662641525,
-0.05559145286679268,
0.05100657045841217,
0.05262216180562973,
0.03578554093837738,
-0.03976626321673393,
0.03286069631576538,
0.01530449464917183,
0.03790532425045967,
-0.019693514332175255,
-0.08130639791488647,
0.15435588359832764,
0.024964770302176476,
-0.031990308314561844,
0.07354763150215149,
0.0006950669921934605,
0.016983363777399063,
-0.01677304320037365,
0.039471227675676346,
-0.014629724435508251,
0.015510241501033306,
0.03832095488905907,
0.04334736987948418,
0.04172567278146744,
-3.828575457901094e-34,
-0.04831201583147049,
0.05688808485865593,
0.0404759980738163,
-0.00046280273818410933,
-0.04623037204146385,
0.01034704502671957,
0.03874997794628143,
0.033563073724508286,
-0.002249084645882249,
0.03748885914683342,
0.018697692081332207,
0.08981094509363174,
-0.014604512602090836,
-0.004641554784029722,
-0.0038832519203424454,
-0.0809788703918457,
0.055103741586208344,
0.019823500886559486,
-0.05444207787513733,
0.05132757127285004,
0.02871774323284626,
-0.008351519703865051,
0.04367714002728462,
0.007919092662632465,
-0.05945407971739769,
0.017552928999066353,
0.014689883217215538,
0.04922683537006378,
-0.05879152938723564,
-0.0055257105268538,
0.08812198787927628,
0.013854400254786015,
-0.07096517831087112,
-0.06013444811105728,
0.08081460744142532,
-0.07744491845369339,
-0.006840305402874947,
0.06612773984670639,
-0.06997445970773697,
-0.05966509133577347,
0.05744319409132004,
-0.03475523367524147,
0.030180703848600388,
0.0793391540646553,
0.02915719524025917,
-0.03481972590088844,
-0.1024319976568222,
0.0065395464189350605,
0.11232827603816986,
-0.00845679733902216,
-0.031105875968933105,
-0.13072814047336578,
-0.0549006387591362,
0.02397743985056877,
0.06953953206539154,
0.01391586009413004,
-0.05947451665997505,
0.03820366412401199,
-0.057365868240594864,
-0.09709761291742325,
0.0008801709045656025,
0.00922174472361803,
0.09182370454072952,
-0.03525904566049576,
-0.01611931249499321,
-0.006916408892720938,
-0.048041991889476776,
-0.03161785751581192,
0.03587173670530319,
0.04844028875231743,
0.05477017164230347,
0.09811238944530487,
0.05400882661342621,
-0.07347758114337921,
0.07581110298633575,
0.05849111080169678,
0.021473510190844536,
0.05904495716094971,
-0.02583184838294983,
0.04136884585022926,
-0.0013353634858503938,
-0.026558129116892815,
0.051272254437208176,
0.03336339816451073,
0.03112323395907879,
-0.030721744522452354,
-0.08648835867643356,
-0.0027545816265046597,
-0.06233124062418938,
0.06831077486276627,
0.07468900084495544,
-0.003493561176583171,
0.026308156549930573,
-0.042444176971912384,
-0.09305093437433243,
-1.4000578528675003e-33,
-0.00815668050199747,
-0.04864746704697609,
0.05061598867177963,
-0.01880476251244545,
-0.010992530733346939,
0.07215481996536255,
0.012187262997031212,
0.07468210905790329,
-0.14271582663059235,
0.006523509044200182,
0.009549661539494991,
-0.0296048391610384,
-0.05656936392188072,
-0.021824924275279045,
-0.06311459839344025,
0.02309110388159752,
-0.017652148380875587,
-0.001679968205280602,
0.10120583325624466,
0.08154158294200897,
-0.05062311142683029,
0.029304439201951027,
0.07275237888097763,
-0.00975794531404972,
0.069554902613163,
-0.0005651997053064406,
0.06562795490026474,
-0.02060028724372387,
-0.03717348724603653,
-0.08919668942689896,
0.06520076841115952,
0.03792255371809006,
0.06412337720394135,
0.01616244576871395,
0.04645164683461189,
-0.01845679245889187,
0.06900523602962494,
-0.09229252487421036,
-0.009424293413758278,
-0.005703537724912167,
-0.05098183453083038,
0.044749755412340164,
-0.00793087761849165,
-0.054680150002241135,
0.025324365124106407,
-0.013878468424081802,
0.00001145751139119966,
-0.0009052500245161355,
0.005602909717708826,
0.06633952260017395,
0.011552019976079464,
-0.05296111851930618,
-0.038912639021873474,
0.033545251935720444,
-0.00782966148108244,
0.0009817031677812338,
-0.06094861775636673,
-0.017108406871557236,
0.03494614362716675,
0.1274317055940628,
0.02337362989783287,
0.0043639312498271465,
0.006767248269170523,
-0.024046622216701508,
0.02504683844745159,
-0.020165547728538513,
0.03440483286976814,
0.06229683756828308,
-0.03955284506082535,
-0.018355224281549454,
0.11802682280540466,
0.0638057142496109,
-0.009112728759646416,
0.05102912709116936,
0.05753840133547783,
0.003398180240765214,
0.05899595841765404,
-0.05362590774893761,
-0.09410155564546585,
-0.05005483701825142,
0.004369978327304125,
-0.019538577646017075,
-0.12664909660816193,
-0.03864790126681328,
-0.024913892149925232,
-0.08501557260751724,
0.02223735861480236,
-0.08849963545799255,
-0.07376076281070709,
0.0019509760895743966,
0.01610787771642208,
-0.022157937288284302,
-0.02946498990058899,
-0.07253348082304001,
0.034982699900865555,
-4.392639141315158e-8,
0.011195496656000614,
0.0036940877325832844,
-0.05263235792517662,
0.02032708190381527,
0.04555201530456543,
0.016899626702070236,
-0.05207094922661781,
-0.0887829139828682,
-0.019321104511618614,
-0.0629238560795784,
0.02373776026070118,
-0.08767824620008469,
0.009985134936869144,
-0.017416544258594513,
0.03808896988630295,
0.018429387360811234,
0.02852756902575493,
-0.06126995012164116,
0.012839297764003277,
0.06118718534708023,
0.08224759250879288,
0.060045015066862106,
-0.03880595415830612,
-0.032013945281505585,
-0.027127739042043686,
0.05728217959403992,
-0.09458208829164505,
-0.010120872408151627,
0.09236215800046921,
-0.03195891156792641,
0.0402335524559021,
-0.03870074078440666,
0.03454688563942909,
-0.013011440634727478,
-0.08009087294340134,
-0.023201946169137955,
-0.07122242450714111,
-0.027198156341910362,
0.0452757366001606,
-0.020322255790233612,
-0.07046704739332199,
0.05757619068026543,
-0.056613076478242874,
-0.013343405909836292,
-0.01683313213288784,
0.021441668272018433,
-0.03276306018233299,
-0.07225678116083145,
-0.09764377772808075,
0.037109993398189545,
-0.05391891300678253,
0.018985945731401443,
0.0022478068713098764,
-0.05239425599575043,
-0.056389883160591125,
-0.019415052607655525,
0.04048445448279381,
-0.05708714947104454,
-0.0072368113324046135,
-0.007575273048132658,
0.011041900143027306,
-0.017122792080044746,
-0.06945320218801498,
0.005278522148728371
] | null | null | null | null | null | null | null |
[
0.007285654079169035,
0.02605128474533558,
-0.07888387888669968,
-0.03644975647330284,
-0.07541551440954208,
0.04564746096730232,
-0.019488055258989334,
-0.0726047232747078,
0.001927448669448495,
-0.07092448323965073,
0.027859803289175034,
0.0003448743955232203,
0.02442791685461998,
-0.10602780431509018,
0.03988678753376007,
-0.01682719774544239,
0.015053551644086838,
0.07863098382949829,
0.11697999387979507,
0.0001272321678698063,
-0.0047164661809802055,
-0.06923174858093262,
0.03584161773324013,
-0.02911822684109211,
-0.03301827982068062,
0.05342015624046326,
0.038175977766513824,
-0.00764456344768405,
-0.026124950498342514,
0.056958165019750595,
0.0942310094833374,
0.031483687460422516,
-0.12394760549068451,
0.0582069531083107,
0.004406330641359091,
-0.12496855109930038,
0.07192820310592651,
-0.027269652113318443,
-0.046427302062511444,
-0.023392880335450172,
0.09675761312246323,
0.01819518953561783,
-0.025748763233423233,
0.07746092975139618,
0.014821379445493221,
0.07681133598089218,
0.052809134125709534,
-0.05819834768772125,
-0.06357727944850922,
-0.03694450855255127,
-0.014734441414475441,
0.04234931617975235,
-0.02307817153632641,
-0.04214690625667572,
-0.0447877012193203,
0.09864760935306549,
0.05558975785970688,
-0.01016519870609045,
0.03511305898427963,
-0.039041370153427124,
-0.033530645072460175,
-0.004730077460408211,
0.00515484856441617,
-0.007950913161039352,
0.041706331074237823,
-0.011334077455103397,
0.0017797662876546383,
0.07198488712310791,
0.02237529493868351,
-0.03485476225614548,
0.04456802085042,
-0.029882751405239105,
-0.01265964936465025,
-0.024322539567947388,
-0.08496876806020737,
0.03638283535838127,
-0.0026058361399918795,
0.06318708509206772,
0.028394078835844994,
-0.008531671948730946,
-0.016554486006498337,
-0.04196915403008461,
0.00285847089253366,
0.02832692861557007,
-0.017070790752768517,
0.029307479038834572,
0.047484420239925385,
-0.010731060057878494,
-0.017847951501607895,
0.02876090817153454,
-0.014323387295007706,
-0.025735700502991676,
-0.09352098405361176,
-0.08472180366516113,
0.043652210384607315,
-0.05687793344259262,
0.08024135231971741,
-0.03490927070379257,
0.031780801713466644,
-0.016903303563594818,
0.09702891856431961,
-0.0327460914850235,
-0.03926880285143852,
0.10019295662641525,
-0.05559145286679268,
0.05100657045841217,
0.05262216180562973,
0.03578554093837738,
-0.03976626321673393,
0.03286069631576538,
0.01530449464917183,
0.03790532425045967,
-0.019693514332175255,
-0.08130639791488647,
0.15435588359832764,
0.024964770302176476,
-0.031990308314561844,
0.07354763150215149,
0.0006950669921934605,
0.016983363777399063,
-0.01677304320037365,
0.039471227675676346,
-0.014629724435508251,
0.015510241501033306,
0.03832095488905907,
0.04334736987948418,
0.04172567278146744,
-3.828575457901094e-34,
-0.04831201583147049,
0.05688808485865593,
0.0404759980738163,
-0.00046280273818410933,
-0.04623037204146385,
0.01034704502671957,
0.03874997794628143,
0.033563073724508286,
-0.002249084645882249,
0.03748885914683342,
0.018697692081332207,
0.08981094509363174,
-0.014604512602090836,
-0.004641554784029722,
-0.0038832519203424454,
-0.0809788703918457,
0.055103741586208344,
0.019823500886559486,
-0.05444207787513733,
0.05132757127285004,
0.02871774323284626,
-0.008351519703865051,
0.04367714002728462,
0.007919092662632465,
-0.05945407971739769,
0.017552928999066353,
0.014689883217215538,
0.04922683537006378,
-0.05879152938723564,
-0.0055257105268538,
0.08812198787927628,
0.013854400254786015,
-0.07096517831087112,
-0.06013444811105728,
0.08081460744142532,
-0.07744491845369339,
-0.006840305402874947,
0.06612773984670639,
-0.06997445970773697,
-0.05966509133577347,
0.05744319409132004,
-0.03475523367524147,
0.030180703848600388,
0.0793391540646553,
0.02915719524025917,
-0.03481972590088844,
-0.1024319976568222,
0.0065395464189350605,
0.11232827603816986,
-0.00845679733902216,
-0.031105875968933105,
-0.13072814047336578,
-0.0549006387591362,
0.02397743985056877,
0.06953953206539154,
0.01391586009413004,
-0.05947451665997505,
0.03820366412401199,
-0.057365868240594864,
-0.09709761291742325,
0.0008801709045656025,
0.00922174472361803,
0.09182370454072952,
-0.03525904566049576,
-0.01611931249499321,
-0.006916408892720938,
-0.048041991889476776,
-0.03161785751581192,
0.03587173670530319,
0.04844028875231743,
0.05477017164230347,
0.09811238944530487,
0.05400882661342621,
-0.07347758114337921,
0.07581110298633575,
0.05849111080169678,
0.021473510190844536,
0.05904495716094971,
-0.02583184838294983,
0.04136884585022926,
-0.0013353634858503938,
-0.026558129116892815,
0.051272254437208176,
0.03336339816451073,
0.03112323395907879,
-0.030721744522452354,
-0.08648835867643356,
-0.0027545816265046597,
-0.06233124062418938,
0.06831077486276627,
0.07468900084495544,
-0.003493561176583171,
0.026308156549930573,
-0.042444176971912384,
-0.09305093437433243,
-1.4000578528675003e-33,
-0.00815668050199747,
-0.04864746704697609,
0.05061598867177963,
-0.01880476251244545,
-0.010992530733346939,
0.07215481996536255,
0.012187262997031212,
0.07468210905790329,
-0.14271582663059235,
0.006523509044200182,
0.009549661539494991,
-0.0296048391610384,
-0.05656936392188072,
-0.021824924275279045,
-0.06311459839344025,
0.02309110388159752,
-0.017652148380875587,
-0.001679968205280602,
0.10120583325624466,
0.08154158294200897,
-0.05062311142683029,
0.029304439201951027,
0.07275237888097763,
-0.00975794531404972,
0.069554902613163,
-0.0005651997053064406,
0.06562795490026474,
-0.02060028724372387,
-0.03717348724603653,
-0.08919668942689896,
0.06520076841115952,
0.03792255371809006,
0.06412337720394135,
0.01616244576871395,
0.04645164683461189,
-0.01845679245889187,
0.06900523602962494,
-0.09229252487421036,
-0.009424293413758278,
-0.005703537724912167,
-0.05098183453083038,
0.044749755412340164,
-0.00793087761849165,
-0.054680150002241135,
0.025324365124106407,
-0.013878468424081802,
0.00001145751139119966,
-0.0009052500245161355,
0.005602909717708826,
0.06633952260017395,
0.011552019976079464,
-0.05296111851930618,
-0.038912639021873474,
0.033545251935720444,
-0.00782966148108244,
0.0009817031677812338,
-0.06094861775636673,
-0.017108406871557236,
0.03494614362716675,
0.1274317055940628,
0.02337362989783287,
0.0043639312498271465,
0.006767248269170523,
-0.024046622216701508,
0.02504683844745159,
-0.020165547728538513,
0.03440483286976814,
0.06229683756828308,
-0.03955284506082535,
-0.018355224281549454,
0.11802682280540466,
0.0638057142496109,
-0.009112728759646416,
0.05102912709116936,
0.05753840133547783,
0.003398180240765214,
0.05899595841765404,
-0.05362590774893761,
-0.09410155564546585,
-0.05005483701825142,
0.004369978327304125,
-0.019538577646017075,
-0.12664909660816193,
-0.03864790126681328,
-0.024913892149925232,
-0.08501557260751724,
0.02223735861480236,
-0.08849963545799255,
-0.07376076281070709,
0.0019509760895743966,
0.01610787771642208,
-0.022157937288284302,
-0.02946498990058899,
-0.07253348082304001,
0.034982699900865555,
-4.392639141315158e-8,
0.011195496656000614,
0.0036940877325832844,
-0.05263235792517662,
0.02032708190381527,
0.04555201530456543,
0.016899626702070236,
-0.05207094922661781,
-0.0887829139828682,
-0.019321104511618614,
-0.0629238560795784,
0.02373776026070118,
-0.08767824620008469,
0.009985134936869144,
-0.017416544258594513,
0.03808896988630295,
0.018429387360811234,
0.02852756902575493,
-0.06126995012164116,
0.012839297764003277,
0.06118718534708023,
0.08224759250879288,
0.060045015066862106,
-0.03880595415830612,
-0.032013945281505585,
-0.027127739042043686,
0.05728217959403992,
-0.09458208829164505,
-0.010120872408151627,
0.09236215800046921,
-0.03195891156792641,
0.0402335524559021,
-0.03870074078440666,
0.03454688563942909,
-0.013011440634727478,
-0.08009087294340134,
-0.023201946169137955,
-0.07122242450714111,
-0.027198156341910362,
0.0452757366001606,
-0.020322255790233612,
-0.07046704739332199,
0.05757619068026543,
-0.056613076478242874,
-0.013343405909836292,
-0.01683313213288784,
0.021441668272018433,
-0.03276306018233299,
-0.07225678116083145,
-0.09764377772808075,
0.037109993398189545,
-0.05391891300678253,
0.018985945731401443,
0.0022478068713098764,
-0.05239425599575043,
-0.056389883160591125,
-0.019415052607655525,
0.04048445448279381,
-0.05708714947104454,
-0.0072368113324046135,
-0.007575273048132658,
0.011041900143027306,
-0.017122792080044746,
-0.06945320218801498,
0.005278522148728371
] |
1402.5557
|
Vito Veneziano Dr
|
Vito Veneziano, Austen W. Rainer, Sheraz Haider
|
When Agile Is Not Good Enough: an initial attempt at understanding how
to make the right decision
| null | null | null | null |
cs.SE cs.CY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Particularly over the last ten years, Agile has attracted not only the
praises of a broad range of enthusiast software developers, but also the
criticism of others. Either way, adoption or rejection of Agile seems sometimes
to be based more on a questionable understanding than on a critical,
well-informed decision making process. In this paper, the dual nature of the
above criticism is discussed, and the arguments against Agile have been
classified within a critical taxonomy of risk factors. A decisional model and
tool based on such taxonomy are consequently proposed for supporting software
engineers and other stakeholders in the decision-making about whether or not to
use Agile. The tool, which is freely available online, comes with a set of
guidelines: its purpose is to facilitate the community of software developers
to contribute to further assessing the potential and the criticalities of Agile
Methods.
|
[
{
"created": "Sat, 22 Feb 2014 22:16:35 GMT",
"version": "v1"
},
{
"created": "Wed, 2 Jul 2014 16:31:57 GMT",
"version": "v2"
}
] |
2014-07-03
|
[
[
"Veneziano",
"Vito",
""
],
[
"Rainer",
"Austen W.",
""
],
[
"Haider",
"Sheraz",
""
]
] |
[
0.0028176147025078535,
0.019119493663311005,
-0.05855023115873337,
-0.0020019817166030407,
0.059117309749126434,
0.006459888070821762,
0.039033208042383194,
0.10963711142539978,
-0.039427537471055984,
0.02159157767891884,
-0.027869440615177155,
-0.05343179777264595,
0.10654697567224503,
0.008089647628366947,
0.03871999680995941,
-0.06876404583454132,
-0.023711683228611946,
-0.0787348821759224,
0.054907768964767456,
0.021372687071561813,
-0.025616930797696114,
0.06706897914409637,
-0.04709337279200554,
0.04297763854265213,
-0.05611952021718025,
0.005969719495624304,
-0.007424918469041586,
0.018202226608991623,
-0.019900541752576828,
0.039299190044403076,
-0.03080238215625286,
0.07973282784223557,
0.0871451199054718,
0.04048862308263779,
-0.014280651696026325,
-0.024469317868351936,
-0.023230373859405518,
-0.02394050545990467,
-0.026812922209501266,
0.005864469334483147,
-0.08732279390096664,
-0.02691720612347126,
0.005845192354172468,
-0.06472252309322357,
-0.024470480158925056,
-0.09856349974870682,
-0.01495516300201416,
-0.0971447005867958,
-0.050830498337745667,
0.060851842164993286,
-0.09333185851573944,
-0.10031852126121521,
-0.001464182510972023,
-0.08271343261003494,
-0.013218725100159645,
0.05312556028366089,
0.05512480437755585,
-0.07088460773229599,
-0.00008419589721597731,
-0.05433088168501854,
0.018596168607473373,
-0.028700027614831924,
-0.07474542409181595,
0.00002863134432118386,
-0.00044479797361418605,
-0.04763634130358696,
-0.058689042925834656,
0.022639429196715355,
0.06617045402526855,
0.039474841207265854,
0.02041914127767086,
-0.01740775816142559,
0.022601062431931496,
0.0019870612304657698,
0.0008842944516800344,
-0.03831714764237404,
0.03838912025094032,
0.04387098178267479,
0.0028829926159232855,
-0.022629110142588615,
-0.046038348227739334,
0.049734875559806824,
-0.0668361634016037,
-0.03276648372411728,
-0.025980966165661812,
0.039535991847515106,
0.03350667655467987,
-0.041767463088035583,
0.0019837473519146442,
-0.016378896310925484,
0.026870746165513992,
-0.01990477740764618,
0.051599983125925064,
0.019156161695718765,
0.02555593103170395,
0.029236817732453346,
0.008785733953118324,
-0.05623883754014969,
-0.07812324911355972,
-0.03530313819646835,
-0.05080140009522438,
-0.033773139119148254,
0.04403116926550865,
-0.03149443119764328,
-0.0664307251572609,
0.008306823670864105,
-0.003493210067972541,
-0.051116522401571274,
0.060836926102638245,
-0.0012367478339001536,
-0.025936154648661613,
0.023024901747703552,
0.014107619412243366,
-0.05825392156839371,
0.05072542652487755,
0.014645356684923172,
-0.07199081778526306,
0.04416443407535553,
-0.07315985858440399,
0.08492355048656464,
0.04418182000517845,
0.06965596973896027,
0.09112676233053207,
-0.04793929308652878,
0.021925311535596848,
0.005199518520385027,
0.034638382494449615,
-2.560678297143299e-34,
-0.0203776266425848,
-0.008477169089019299,
-0.091704823076725,
0.0024980073794722557,
0.02813858538866043,
-0.07116236537694931,
-0.024786798283457756,
-0.012890491634607315,
0.02676522731781006,
-0.04641331732273102,
0.07430421561002731,
0.01751345582306385,
0.04245464503765106,
0.03241407498717308,
0.07692635804414749,
-0.05632709711790085,
-0.05706900358200073,
0.020778371021151543,
0.022853290662169456,
0.014633244834840298,
0.027981864288449287,
-0.07311342656612396,
0.03415442630648613,
-0.03205207362771034,
-0.05108993500471115,
-0.035271890461444855,
0.09728837013244629,
0.00871165469288826,
0.012582541443407536,
0.04436502233147621,
-0.027262911200523376,
-0.019741330295801163,
0.055231936275959015,
-0.022960009053349495,
0.08544597029685974,
0.08174921572208405,
-0.09290096163749695,
0.013357621617615223,
0.0022308463230729103,
-0.013639246113598347,
-0.04727059602737427,
-0.037523817270994186,
-0.06342177093029022,
-0.00572987413033843,
0.1534198373556137,
0.042041316628456116,
0.05724966153502464,
-0.061432916671037674,
-0.02011704631149769,
-0.03304773569107056,
0.04270588234066963,
-0.09581339359283447,
0.1397661566734314,
0.12102938443422318,
-0.06501980870962143,
0.008248327299952507,
0.04186321794986725,
-0.05446574091911316,
-0.04628507047891617,
-0.007741560228168964,
-0.07280739396810532,
-0.009133399464190006,
0.003688240423798561,
-0.06271164119243622,
-0.05400565266609192,
0.013976315036416054,
0.05019238963723183,
0.043820496648550034,
0.0345187708735466,
-0.02110508643090725,
-0.057867906987667084,
-0.010004338808357716,
0.023156873881816864,
0.010337005369365215,
-0.05036817118525505,
-0.020614588633179665,
0.01966927759349346,
0.0742284283041954,
0.04634340479969978,
-0.02858687750995159,
-0.09800007194280624,
0.055224742740392685,
0.003617646871134639,
-0.013526751659810543,
0.050663527101278305,
0.010799922980368137,
-0.016467753797769547,
0.036129534244537354,
-0.027198880910873413,
0.05122172832489014,
-0.015204275958240032,
-0.01836513541638851,
0.010001777671277523,
0.025516314432024956,
0.12561485171318054,
-2.8245268663107408e-33,
-0.07453912496566772,
-0.04244663566350937,
-0.05570146068930626,
0.05617417022585869,
0.04291800782084465,
-0.07867023348808289,
-0.041659172624349594,
-0.02112535387277603,
0.0023636992555111647,
-0.03985323756933212,
-0.06548716127872467,
0.010064344853162766,
-0.05658769980072975,
0.013346467167139053,
0.03437325358390808,
-0.015662906691432,
-0.015261157415807247,
-0.029039449989795685,
-0.008450907655060291,
0.018441321328282356,
0.030534114688634872,
-0.03530051186680794,
-0.1016363799571991,
-0.030249720439314842,
0.08061762899160385,
0.06422265619039536,
0.005836574826389551,
-0.0804063081741333,
0.05405508726835251,
-0.0704503059387207,
0.04198664426803589,
0.07396811246871948,
-0.01974404789507389,
0.013951437547802925,
0.11130145192146301,
0.015552050434052944,
0.008871018886566162,
-0.031184649094939232,
-0.015416629612445831,
0.06902606785297394,
0.030371498316526413,
0.012547411024570465,
0.021167529746890068,
-0.09840581566095352,
0.003459808649495244,
0.03819073364138603,
0.17393189668655396,
0.027111155912280083,
-0.0037826651241630316,
-0.030947845429182053,
0.08553840965032578,
-0.024813713505864143,
0.04621044546365738,
-0.002880771178752184,
-0.013341504149138927,
-0.07069787383079529,
0.04940299317240715,
-0.051082100719213486,
0.10569773614406586,
0.057394735515117645,
0.021879730746150017,
0.05038228631019592,
0.05422969534993172,
0.01707063801586628,
-0.021270478144288063,
-0.003229332622140646,
-0.0013777784770354629,
0.0063602374866604805,
-0.13325154781341553,
-0.026367057114839554,
-0.047125883400440216,
-0.02860647439956665,
-0.024300293996930122,
-0.028641758486628532,
-0.026349585503339767,
-0.01294891256839037,
-0.07484695315361023,
-0.02143702656030655,
-0.05706615746021271,
-0.06334391236305237,
0.015085302293300629,
-0.008506949990987778,
0.0021420433185994625,
-0.022523585706949234,
-0.045298513025045395,
0.03939588740468025,
-0.07105617225170135,
0.02567242830991745,
0.0027018666733056307,
-0.009534242562949657,
-0.08186402171850204,
-0.002332690404728055,
0.05396952107548714,
0.004537039436399937,
-0.0020681107416749,
-5.3612385642054505e-8,
0.015595456585288048,
0.018943849951028824,
0.024139253422617912,
-0.013533479534089565,
0.07205859571695328,
0.08113498985767365,
-0.06898073107004166,
-0.001881448901258409,
0.03396390378475189,
0.05648479238152504,
0.04740024730563164,
-0.012778549455106258,
-0.08105777204036713,
0.09733907133340836,
0.01846723072230816,
0.023338748142123222,
-0.05296342819929123,
0.03316113352775574,
-0.04775170609354973,
0.02618461102247238,
0.06720244139432907,
-0.004078455734997988,
-0.0814242884516716,
0.012262571603059769,
-0.03770102933049202,
-0.07563362270593643,
-0.05164032429456711,
0.08781194686889648,
0.05295877903699875,
-0.04720709100365639,
0.041120368987321854,
0.05828117951750755,
-0.019205139949917793,
0.04356925189495087,
-0.011941689997911453,
-0.012752062641084194,
0.0944417342543602,
0.031379230320453644,
-0.013015813194215298,
0.021671708673238754,
-0.013811363838613033,
0.07176189869642258,
0.0975036770105362,
0.03198596090078354,
-0.12437105178833008,
-0.006923395674675703,
-0.055798497051000595,
-0.04993752762675285,
-0.019901562482118607,
-0.0540664941072464,
-0.09393542259931564,
-0.0906079113483429,
0.0045549217611551285,
0.11747514456510544,
0.013454589061439037,
0.0297941155731678,
-0.015002612955868244,
-0.024656562134623528,
-0.014987816102802753,
0.023434514179825783,
0.0031954238656908274,
-0.06096405163407326,
0.10206831246614456,
0.13127553462982178
] | null | null | null | null | null | null | null |
[
0.0028176147025078535,
0.019119493663311005,
-0.05855023115873337,
-0.0020019817166030407,
0.059117309749126434,
0.006459888070821762,
0.039033208042383194,
0.10963711142539978,
-0.039427537471055984,
0.02159157767891884,
-0.027869440615177155,
-0.05343179777264595,
0.10654697567224503,
0.008089647628366947,
0.03871999680995941,
-0.06876404583454132,
-0.023711683228611946,
-0.0787348821759224,
0.054907768964767456,
0.021372687071561813,
-0.025616930797696114,
0.06706897914409637,
-0.04709337279200554,
0.04297763854265213,
-0.05611952021718025,
0.005969719495624304,
-0.007424918469041586,
0.018202226608991623,
-0.019900541752576828,
0.039299190044403076,
-0.03080238215625286,
0.07973282784223557,
0.0871451199054718,
0.04048862308263779,
-0.014280651696026325,
-0.024469317868351936,
-0.023230373859405518,
-0.02394050545990467,
-0.026812922209501266,
0.005864469334483147,
-0.08732279390096664,
-0.02691720612347126,
0.005845192354172468,
-0.06472252309322357,
-0.024470480158925056,
-0.09856349974870682,
-0.01495516300201416,
-0.0971447005867958,
-0.050830498337745667,
0.060851842164993286,
-0.09333185851573944,
-0.10031852126121521,
-0.001464182510972023,
-0.08271343261003494,
-0.013218725100159645,
0.05312556028366089,
0.05512480437755585,
-0.07088460773229599,
-0.00008419589721597731,
-0.05433088168501854,
0.018596168607473373,
-0.028700027614831924,
-0.07474542409181595,
0.00002863134432118386,
-0.00044479797361418605,
-0.04763634130358696,
-0.058689042925834656,
0.022639429196715355,
0.06617045402526855,
0.039474841207265854,
0.02041914127767086,
-0.01740775816142559,
0.022601062431931496,
0.0019870612304657698,
0.0008842944516800344,
-0.03831714764237404,
0.03838912025094032,
0.04387098178267479,
0.0028829926159232855,
-0.022629110142588615,
-0.046038348227739334,
0.049734875559806824,
-0.0668361634016037,
-0.03276648372411728,
-0.025980966165661812,
0.039535991847515106,
0.03350667655467987,
-0.041767463088035583,
0.0019837473519146442,
-0.016378896310925484,
0.026870746165513992,
-0.01990477740764618,
0.051599983125925064,
0.019156161695718765,
0.02555593103170395,
0.029236817732453346,
0.008785733953118324,
-0.05623883754014969,
-0.07812324911355972,
-0.03530313819646835,
-0.05080140009522438,
-0.033773139119148254,
0.04403116926550865,
-0.03149443119764328,
-0.0664307251572609,
0.008306823670864105,
-0.003493210067972541,
-0.051116522401571274,
0.060836926102638245,
-0.0012367478339001536,
-0.025936154648661613,
0.023024901747703552,
0.014107619412243366,
-0.05825392156839371,
0.05072542652487755,
0.014645356684923172,
-0.07199081778526306,
0.04416443407535553,
-0.07315985858440399,
0.08492355048656464,
0.04418182000517845,
0.06965596973896027,
0.09112676233053207,
-0.04793929308652878,
0.021925311535596848,
0.005199518520385027,
0.034638382494449615,
-2.560678297143299e-34,
-0.0203776266425848,
-0.008477169089019299,
-0.091704823076725,
0.0024980073794722557,
0.02813858538866043,
-0.07116236537694931,
-0.024786798283457756,
-0.012890491634607315,
0.02676522731781006,
-0.04641331732273102,
0.07430421561002731,
0.01751345582306385,
0.04245464503765106,
0.03241407498717308,
0.07692635804414749,
-0.05632709711790085,
-0.05706900358200073,
0.020778371021151543,
0.022853290662169456,
0.014633244834840298,
0.027981864288449287,
-0.07311342656612396,
0.03415442630648613,
-0.03205207362771034,
-0.05108993500471115,
-0.035271890461444855,
0.09728837013244629,
0.00871165469288826,
0.012582541443407536,
0.04436502233147621,
-0.027262911200523376,
-0.019741330295801163,
0.055231936275959015,
-0.022960009053349495,
0.08544597029685974,
0.08174921572208405,
-0.09290096163749695,
0.013357621617615223,
0.0022308463230729103,
-0.013639246113598347,
-0.04727059602737427,
-0.037523817270994186,
-0.06342177093029022,
-0.00572987413033843,
0.1534198373556137,
0.042041316628456116,
0.05724966153502464,
-0.061432916671037674,
-0.02011704631149769,
-0.03304773569107056,
0.04270588234066963,
-0.09581339359283447,
0.1397661566734314,
0.12102938443422318,
-0.06501980870962143,
0.008248327299952507,
0.04186321794986725,
-0.05446574091911316,
-0.04628507047891617,
-0.007741560228168964,
-0.07280739396810532,
-0.009133399464190006,
0.003688240423798561,
-0.06271164119243622,
-0.05400565266609192,
0.013976315036416054,
0.05019238963723183,
0.043820496648550034,
0.0345187708735466,
-0.02110508643090725,
-0.057867906987667084,
-0.010004338808357716,
0.023156873881816864,
0.010337005369365215,
-0.05036817118525505,
-0.020614588633179665,
0.01966927759349346,
0.0742284283041954,
0.04634340479969978,
-0.02858687750995159,
-0.09800007194280624,
0.055224742740392685,
0.003617646871134639,
-0.013526751659810543,
0.050663527101278305,
0.010799922980368137,
-0.016467753797769547,
0.036129534244537354,
-0.027198880910873413,
0.05122172832489014,
-0.015204275958240032,
-0.01836513541638851,
0.010001777671277523,
0.025516314432024956,
0.12561485171318054,
-2.8245268663107408e-33,
-0.07453912496566772,
-0.04244663566350937,
-0.05570146068930626,
0.05617417022585869,
0.04291800782084465,
-0.07867023348808289,
-0.041659172624349594,
-0.02112535387277603,
0.0023636992555111647,
-0.03985323756933212,
-0.06548716127872467,
0.010064344853162766,
-0.05658769980072975,
0.013346467167139053,
0.03437325358390808,
-0.015662906691432,
-0.015261157415807247,
-0.029039449989795685,
-0.008450907655060291,
0.018441321328282356,
0.030534114688634872,
-0.03530051186680794,
-0.1016363799571991,
-0.030249720439314842,
0.08061762899160385,
0.06422265619039536,
0.005836574826389551,
-0.0804063081741333,
0.05405508726835251,
-0.0704503059387207,
0.04198664426803589,
0.07396811246871948,
-0.01974404789507389,
0.013951437547802925,
0.11130145192146301,
0.015552050434052944,
0.008871018886566162,
-0.031184649094939232,
-0.015416629612445831,
0.06902606785297394,
0.030371498316526413,
0.012547411024570465,
0.021167529746890068,
-0.09840581566095352,
0.003459808649495244,
0.03819073364138603,
0.17393189668655396,
0.027111155912280083,
-0.0037826651241630316,
-0.030947845429182053,
0.08553840965032578,
-0.024813713505864143,
0.04621044546365738,
-0.002880771178752184,
-0.013341504149138927,
-0.07069787383079529,
0.04940299317240715,
-0.051082100719213486,
0.10569773614406586,
0.057394735515117645,
0.021879730746150017,
0.05038228631019592,
0.05422969534993172,
0.01707063801586628,
-0.021270478144288063,
-0.003229332622140646,
-0.0013777784770354629,
0.0063602374866604805,
-0.13325154781341553,
-0.026367057114839554,
-0.047125883400440216,
-0.02860647439956665,
-0.024300293996930122,
-0.028641758486628532,
-0.026349585503339767,
-0.01294891256839037,
-0.07484695315361023,
-0.02143702656030655,
-0.05706615746021271,
-0.06334391236305237,
0.015085302293300629,
-0.008506949990987778,
0.0021420433185994625,
-0.022523585706949234,
-0.045298513025045395,
0.03939588740468025,
-0.07105617225170135,
0.02567242830991745,
0.0027018666733056307,
-0.009534242562949657,
-0.08186402171850204,
-0.002332690404728055,
0.05396952107548714,
0.004537039436399937,
-0.0020681107416749,
-5.3612385642054505e-8,
0.015595456585288048,
0.018943849951028824,
0.024139253422617912,
-0.013533479534089565,
0.07205859571695328,
0.08113498985767365,
-0.06898073107004166,
-0.001881448901258409,
0.03396390378475189,
0.05648479238152504,
0.04740024730563164,
-0.012778549455106258,
-0.08105777204036713,
0.09733907133340836,
0.01846723072230816,
0.023338748142123222,
-0.05296342819929123,
0.03316113352775574,
-0.04775170609354973,
0.02618461102247238,
0.06720244139432907,
-0.004078455734997988,
-0.0814242884516716,
0.012262571603059769,
-0.03770102933049202,
-0.07563362270593643,
-0.05164032429456711,
0.08781194686889648,
0.05295877903699875,
-0.04720709100365639,
0.041120368987321854,
0.05828117951750755,
-0.019205139949917793,
0.04356925189495087,
-0.011941689997911453,
-0.012752062641084194,
0.0944417342543602,
0.031379230320453644,
-0.013015813194215298,
0.021671708673238754,
-0.013811363838613033,
0.07176189869642258,
0.0975036770105362,
0.03198596090078354,
-0.12437105178833008,
-0.006923395674675703,
-0.055798497051000595,
-0.04993752762675285,
-0.019901562482118607,
-0.0540664941072464,
-0.09393542259931564,
-0.0906079113483429,
0.0045549217611551285,
0.11747514456510544,
0.013454589061439037,
0.0297941155731678,
-0.015002612955868244,
-0.024656562134623528,
-0.014987816102802753,
0.023434514179825783,
0.0031954238656908274,
-0.06096405163407326,
0.10206831246614456,
0.13127553462982178
] |
1402.5562
|
Francesca Baletto Dr
|
J. M. Finn, F. Baletto
|
Finite temperature dynamics of anionic water trimers
|
8 pages; 4 figures; 49 references
| null | null | null |
physics.atm-clus physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Utilising Car-Parrinello molecular dynamics simulations, the finite
temperature behaviour of water trimers, (H2O)3, in both neutral and anionic
frameworks, has been investigated. A significant structural change in the
anionic structure has been observed at temperatures above 100 K where a chain
geometry has formed and stabilised entropically. On the other hand, neutral
trimers have remained in their ring structure, as predicted theoretically at
low temperatures, for long time periods.
|
[
{
"created": "Sat, 22 Feb 2014 22:40:59 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Finn",
"J. M.",
""
],
[
"Baletto",
"F.",
""
]
] |
[
-0.058031823486089706,
-0.035677529871463776,
-0.061678651720285416,
-0.013315836898982525,
-0.0485873706638813,
-0.0721825435757637,
-0.025880930945277214,
0.06020601838827133,
0.033238865435123444,
-0.03553816303610802,
0.08172570914030075,
-0.06381963193416595,
-0.030871126800775528,
0.015040921047329903,
0.03756687790155411,
-0.03219681978225708,
-0.08966463059186935,
0.04255964979529381,
0.0038726746570318937,
-0.0326344259083271,
-0.04282756522297859,
-0.03015066310763359,
-0.06346596777439117,
0.06886879354715347,
-0.08124256134033203,
0.053898077458143234,
0.03986543416976929,
0.09865723550319672,
-0.059570055454969406,
-0.03428526595234871,
0.06170906499028206,
-0.03672465682029724,
0.0917329490184784,
-0.04162983223795891,
0.04437168687582016,
0.00560720544308424,
-0.035178013145923615,
0.013454691506922245,
-0.04021712392568588,
-0.058646026998758316,
-0.036098260432481766,
0.01656366139650345,
0.051653362810611725,
0.02325018122792244,
0.013992516323924065,
-0.010523359291255474,
0.030906127765774727,
0.024717848747968674,
-0.020470308139920235,
-0.06845397502183914,
0.06988893449306488,
-0.023824697360396385,
-0.00884811207652092,
-0.008447462692856789,
-0.13813693821430206,
0.06677772104740143,
-0.024766715243458748,
0.05861838534474373,
-0.04210682958364487,
-0.0550016351044178,
0.05439772456884384,
0.04751560837030411,
-0.037559326738119125,
0.011312037706375122,
0.017023729160428047,
-0.017153525725007057,
0.07989045232534409,
-0.008337502367794514,
-0.011914216913282871,
0.017568456009030342,
-0.037269461899995804,
-0.015275578014552593,
0.0682581439614296,
-0.07615131884813309,
0.011424350552260876,
-0.03853607177734375,
-0.01322035863995552,
0.08162989467382431,
0.023246148601174355,
-0.003994708880782127,
-0.028938382863998413,
-0.09748917818069458,
0.05786922574043274,
0.07959949970245361,
-0.0752653181552887,
0.047254614531993866,
0.02666221186518669,
-0.0878715068101883,
-0.0012239956995472312,
-0.024449972435832024,
0.024649187922477722,
0.08517065644264221,
-0.0004585217102430761,
-0.012912898324429989,
-0.013960898853838444,
0.1513148546218872,
0.030134154483675957,
0.024668045341968536,
0.05752267315983772,
-0.021117012947797775,
0.04541287198662758,
-0.01390540786087513,
-0.058184292167425156,
0.02614063397049904,
0.03611961007118225,
0.13242334127426147,
0.02338155172765255,
-0.006699502468109131,
0.06540139019489288,
0.026019521057605743,
-0.08405321836471558,
0.037751421332359314,
0.032996173948049545,
-0.02090059220790863,
-0.06413378566503525,
-0.02128811553120613,
-0.04968893900513649,
-0.0009797494858503342,
0.039729271084070206,
0.0021527004428207874,
-0.042586956173181534,
0.01282992772758007,
-0.04961112141609192,
0.05852177366614342,
-0.0003996336890850216,
0.03357701376080513,
-0.04807721823453903,
1.1550088822008129e-33,
0.019647808745503426,
-0.02227366901934147,
0.028749648481607437,
-0.014487098902463913,
-0.04342910274863243,
-0.13579966127872467,
-0.04127653315663338,
-0.01185157522559166,
-0.09127902239561081,
-0.04703590273857117,
0.02007976733148098,
-0.04426686465740204,
0.010741105303168297,
-0.03403851017355919,
-0.05115922540426254,
-0.024308236315846443,
0.026233671233057976,
0.044304657727479935,
-0.07016795873641968,
0.09457531571388245,
-0.036179374903440475,
0.06958059221506119,
-0.02770364098250866,
0.005115525331348181,
0.05676675960421562,
0.07599803805351257,
0.00403113616630435,
-0.098139688372612,
0.016286153346300125,
-0.007058227900415659,
0.022727258503437042,
-0.0349423810839653,
-0.07254602760076523,
0.10187114030122757,
0.0661230981349945,
0.01078689843416214,
-0.02207065187394619,
0.02372441440820694,
-0.050233084708452225,
0.008153604343533516,
0.03668740391731262,
0.011300068348646164,
0.0587763786315918,
0.02660200372338295,
-0.01316545158624649,
-0.0651831179857254,
0.0845257118344307,
0.04494578391313553,
-0.008552759885787964,
0.056359123438596725,
0.014703511260449886,
-0.022241704165935516,
0.0008829126018099487,
0.04297710210084915,
-0.008947538211941719,
0.010947544127702713,
-0.004266842268407345,
0.004623183514922857,
0.012372858822345734,
-0.029232537373900414,
-0.04328175634145737,
0.10663607716560364,
-0.029200544580817223,
-0.07873253524303436,
-0.006934217642992735,
0.12298107892274857,
-0.07926083356142044,
-0.0005127121112309396,
0.06335338205099106,
0.03135986998677254,
-0.0676446333527565,
0.030905840918421745,
0.02678067423403263,
0.09192316979169846,
0.05486594885587692,
0.019313860684633255,
-0.0052187698893249035,
-0.09382154047489166,
0.07537003606557846,
-0.006753460504114628,
0.010565226897597313,
-0.0031869804952293634,
0.09583692252635956,
0.0073028611950576305,
-0.06617514044046402,
-0.13329653441905975,
0.03922678530216217,
-0.0005939752445556223,
0.04280243068933487,
0.1178942620754242,
0.0818248763680458,
-0.08310461789369583,
0.05334281176328659,
-0.0033367197029292583,
0.08710247278213501,
-3.54581442440812e-33,
0.06093725934624672,
-0.020729713141918182,
-0.06049339845776558,
0.041680388152599335,
0.007417486049234867,
0.0022376026026904583,
-0.0564628429710865,
0.0407949797809124,
-0.0031945393420755863,
-0.0761621817946434,
0.14732633531093597,
0.051760051399469376,
-0.030686957761645317,
-0.011127617210149765,
0.014802873134613037,
0.03426666930317879,
0.08508855104446411,
-0.03237266466021538,
0.024841876700520515,
-0.04962945729494095,
0.02374989353120327,
-0.06722117215394974,
0.03448985144495964,
0.018046898767352104,
-0.05707676708698273,
-0.029559409245848656,
0.014802258461713791,
-0.08203206956386566,
0.07416839897632599,
0.06758280098438263,
-0.04304446652531624,
0.02488759160041809,
0.014774324372410774,
0.038189489394426346,
-0.027942152693867683,
0.026374153792858124,
-0.12164352089166641,
0.07049283385276794,
-0.003286033170297742,
-0.06679072976112366,
-0.05084039643406868,
-0.08520353585481644,
0.05175759643316269,
0.007246570661664009,
0.000053538526117336005,
0.052385780960321426,
0.028432294726371765,
0.04202265664935112,
-0.049303796142339706,
-0.026159659028053284,
0.00970615167170763,
-0.05648890882730484,
0.04984903335571289,
0.01718013361096382,
0.01312441285699606,
0.012292623519897461,
0.049649469554424286,
-0.029023241251707077,
-0.05937710031867027,
-0.005513654090464115,
-0.010642295703291893,
-0.05114251747727394,
0.09327536821365356,
-0.03902124986052513,
-0.06644318252801895,
-0.0449545755982399,
-0.06982329487800598,
0.0015795540530234575,
0.004869651515036821,
-0.08942704647779465,
-0.00739019550383091,
-0.025815626606345177,
0.03755338117480278,
0.03566542640328407,
0.024530330672860146,
-0.12889890372753143,
0.008142215199768543,
-0.07246654480695724,
0.01434793695807457,
-0.006578241474926472,
0.003701388370245695,
0.1131482943892479,
-0.002919169142842293,
-0.08526181429624557,
0.050757694989442825,
-0.09315758943557739,
-0.06032511964440346,
0.04107504338026047,
0.009628303349018097,
-0.034748390316963196,
0.11015953123569489,
0.008612873032689095,
0.03896427899599075,
0.09183406084775925,
0.03851940110325813,
-3.977188356429906e-8,
0.024971414357423782,
0.00851212628185749,
0.023412048816680908,
0.008709654211997986,
-0.038756757974624634,
0.09942799061536789,
0.06501058489084244,
-0.003805622924119234,
0.01872408762574196,
-0.031425513327121735,
0.0485675185918808,
0.01712302304804325,
0.010058298707008362,
-0.04638029634952545,
-0.030151242390275,
-0.01319242361932993,
0.05273810401558876,
-0.06721891462802887,
-0.03651014342904091,
0.011199720203876495,
-0.050939708948135376,
-0.017321346327662468,
-0.09188680350780487,
-0.0324811190366745,
0.04202645644545555,
-0.009872007183730602,
0.008750248700380325,
-0.0669146254658699,
0.02123984508216381,
-0.04445953294634819,
-0.04239463061094284,
0.04498887434601784,
0.03011798858642578,
0.03928883373737335,
0.030723391100764275,
0.006671600509434938,
-0.012749819085001945,
0.04871697351336479,
-0.028823044151067734,
-0.03737802803516388,
0.03021242283284664,
0.028097596019506454,
-0.044673752039670944,
-0.03235902637243271,
0.0722155049443245,
-0.0005535053205676377,
-0.05377480015158653,
0.05812808498740196,
-0.010385003872215748,
0.0016031363047659397,
-0.008471031673252583,
0.06270237267017365,
-0.0420156791806221,
0.01942693069577217,
-0.052175167948007584,
-0.019479339942336082,
-0.034326113760471344,
-0.026013024151325226,
-0.008762734942138195,
-0.09093080461025238,
-0.0214237030595541,
-0.078123077750206,
-0.07009708136320114,
0.003037211950868368
] | null | null | null | null | null | null | null |
[
-0.058031823486089706,
-0.035677529871463776,
-0.061678651720285416,
-0.013315836898982525,
-0.0485873706638813,
-0.0721825435757637,
-0.025880930945277214,
0.06020601838827133,
0.033238865435123444,
-0.03553816303610802,
0.08172570914030075,
-0.06381963193416595,
-0.030871126800775528,
0.015040921047329903,
0.03756687790155411,
-0.03219681978225708,
-0.08966463059186935,
0.04255964979529381,
0.0038726746570318937,
-0.0326344259083271,
-0.04282756522297859,
-0.03015066310763359,
-0.06346596777439117,
0.06886879354715347,
-0.08124256134033203,
0.053898077458143234,
0.03986543416976929,
0.09865723550319672,
-0.059570055454969406,
-0.03428526595234871,
0.06170906499028206,
-0.03672465682029724,
0.0917329490184784,
-0.04162983223795891,
0.04437168687582016,
0.00560720544308424,
-0.035178013145923615,
0.013454691506922245,
-0.04021712392568588,
-0.058646026998758316,
-0.036098260432481766,
0.01656366139650345,
0.051653362810611725,
0.02325018122792244,
0.013992516323924065,
-0.010523359291255474,
0.030906127765774727,
0.024717848747968674,
-0.020470308139920235,
-0.06845397502183914,
0.06988893449306488,
-0.023824697360396385,
-0.00884811207652092,
-0.008447462692856789,
-0.13813693821430206,
0.06677772104740143,
-0.024766715243458748,
0.05861838534474373,
-0.04210682958364487,
-0.0550016351044178,
0.05439772456884384,
0.04751560837030411,
-0.037559326738119125,
0.011312037706375122,
0.017023729160428047,
-0.017153525725007057,
0.07989045232534409,
-0.008337502367794514,
-0.011914216913282871,
0.017568456009030342,
-0.037269461899995804,
-0.015275578014552593,
0.0682581439614296,
-0.07615131884813309,
0.011424350552260876,
-0.03853607177734375,
-0.01322035863995552,
0.08162989467382431,
0.023246148601174355,
-0.003994708880782127,
-0.028938382863998413,
-0.09748917818069458,
0.05786922574043274,
0.07959949970245361,
-0.0752653181552887,
0.047254614531993866,
0.02666221186518669,
-0.0878715068101883,
-0.0012239956995472312,
-0.024449972435832024,
0.024649187922477722,
0.08517065644264221,
-0.0004585217102430761,
-0.012912898324429989,
-0.013960898853838444,
0.1513148546218872,
0.030134154483675957,
0.024668045341968536,
0.05752267315983772,
-0.021117012947797775,
0.04541287198662758,
-0.01390540786087513,
-0.058184292167425156,
0.02614063397049904,
0.03611961007118225,
0.13242334127426147,
0.02338155172765255,
-0.006699502468109131,
0.06540139019489288,
0.026019521057605743,
-0.08405321836471558,
0.037751421332359314,
0.032996173948049545,
-0.02090059220790863,
-0.06413378566503525,
-0.02128811553120613,
-0.04968893900513649,
-0.0009797494858503342,
0.039729271084070206,
0.0021527004428207874,
-0.042586956173181534,
0.01282992772758007,
-0.04961112141609192,
0.05852177366614342,
-0.0003996336890850216,
0.03357701376080513,
-0.04807721823453903,
1.1550088822008129e-33,
0.019647808745503426,
-0.02227366901934147,
0.028749648481607437,
-0.014487098902463913,
-0.04342910274863243,
-0.13579966127872467,
-0.04127653315663338,
-0.01185157522559166,
-0.09127902239561081,
-0.04703590273857117,
0.02007976733148098,
-0.04426686465740204,
0.010741105303168297,
-0.03403851017355919,
-0.05115922540426254,
-0.024308236315846443,
0.026233671233057976,
0.044304657727479935,
-0.07016795873641968,
0.09457531571388245,
-0.036179374903440475,
0.06958059221506119,
-0.02770364098250866,
0.005115525331348181,
0.05676675960421562,
0.07599803805351257,
0.00403113616630435,
-0.098139688372612,
0.016286153346300125,
-0.007058227900415659,
0.022727258503437042,
-0.0349423810839653,
-0.07254602760076523,
0.10187114030122757,
0.0661230981349945,
0.01078689843416214,
-0.02207065187394619,
0.02372441440820694,
-0.050233084708452225,
0.008153604343533516,
0.03668740391731262,
0.011300068348646164,
0.0587763786315918,
0.02660200372338295,
-0.01316545158624649,
-0.0651831179857254,
0.0845257118344307,
0.04494578391313553,
-0.008552759885787964,
0.056359123438596725,
0.014703511260449886,
-0.022241704165935516,
0.0008829126018099487,
0.04297710210084915,
-0.008947538211941719,
0.010947544127702713,
-0.004266842268407345,
0.004623183514922857,
0.012372858822345734,
-0.029232537373900414,
-0.04328175634145737,
0.10663607716560364,
-0.029200544580817223,
-0.07873253524303436,
-0.006934217642992735,
0.12298107892274857,
-0.07926083356142044,
-0.0005127121112309396,
0.06335338205099106,
0.03135986998677254,
-0.0676446333527565,
0.030905840918421745,
0.02678067423403263,
0.09192316979169846,
0.05486594885587692,
0.019313860684633255,
-0.0052187698893249035,
-0.09382154047489166,
0.07537003606557846,
-0.006753460504114628,
0.010565226897597313,
-0.0031869804952293634,
0.09583692252635956,
0.0073028611950576305,
-0.06617514044046402,
-0.13329653441905975,
0.03922678530216217,
-0.0005939752445556223,
0.04280243068933487,
0.1178942620754242,
0.0818248763680458,
-0.08310461789369583,
0.05334281176328659,
-0.0033367197029292583,
0.08710247278213501,
-3.54581442440812e-33,
0.06093725934624672,
-0.020729713141918182,
-0.06049339845776558,
0.041680388152599335,
0.007417486049234867,
0.0022376026026904583,
-0.0564628429710865,
0.0407949797809124,
-0.0031945393420755863,
-0.0761621817946434,
0.14732633531093597,
0.051760051399469376,
-0.030686957761645317,
-0.011127617210149765,
0.014802873134613037,
0.03426666930317879,
0.08508855104446411,
-0.03237266466021538,
0.024841876700520515,
-0.04962945729494095,
0.02374989353120327,
-0.06722117215394974,
0.03448985144495964,
0.018046898767352104,
-0.05707676708698273,
-0.029559409245848656,
0.014802258461713791,
-0.08203206956386566,
0.07416839897632599,
0.06758280098438263,
-0.04304446652531624,
0.02488759160041809,
0.014774324372410774,
0.038189489394426346,
-0.027942152693867683,
0.026374153792858124,
-0.12164352089166641,
0.07049283385276794,
-0.003286033170297742,
-0.06679072976112366,
-0.05084039643406868,
-0.08520353585481644,
0.05175759643316269,
0.007246570661664009,
0.000053538526117336005,
0.052385780960321426,
0.028432294726371765,
0.04202265664935112,
-0.049303796142339706,
-0.026159659028053284,
0.00970615167170763,
-0.05648890882730484,
0.04984903335571289,
0.01718013361096382,
0.01312441285699606,
0.012292623519897461,
0.049649469554424286,
-0.029023241251707077,
-0.05937710031867027,
-0.005513654090464115,
-0.010642295703291893,
-0.05114251747727394,
0.09327536821365356,
-0.03902124986052513,
-0.06644318252801895,
-0.0449545755982399,
-0.06982329487800598,
0.0015795540530234575,
0.004869651515036821,
-0.08942704647779465,
-0.00739019550383091,
-0.025815626606345177,
0.03755338117480278,
0.03566542640328407,
0.024530330672860146,
-0.12889890372753143,
0.008142215199768543,
-0.07246654480695724,
0.01434793695807457,
-0.006578241474926472,
0.003701388370245695,
0.1131482943892479,
-0.002919169142842293,
-0.08526181429624557,
0.050757694989442825,
-0.09315758943557739,
-0.06032511964440346,
0.04107504338026047,
0.009628303349018097,
-0.034748390316963196,
0.11015953123569489,
0.008612873032689095,
0.03896427899599075,
0.09183406084775925,
0.03851940110325813,
-3.977188356429906e-8,
0.024971414357423782,
0.00851212628185749,
0.023412048816680908,
0.008709654211997986,
-0.038756757974624634,
0.09942799061536789,
0.06501058489084244,
-0.003805622924119234,
0.01872408762574196,
-0.031425513327121735,
0.0485675185918808,
0.01712302304804325,
0.010058298707008362,
-0.04638029634952545,
-0.030151242390275,
-0.01319242361932993,
0.05273810401558876,
-0.06721891462802887,
-0.03651014342904091,
0.011199720203876495,
-0.050939708948135376,
-0.017321346327662468,
-0.09188680350780487,
-0.0324811190366745,
0.04202645644545555,
-0.009872007183730602,
0.008750248700380325,
-0.0669146254658699,
0.02123984508216381,
-0.04445953294634819,
-0.04239463061094284,
0.04498887434601784,
0.03011798858642578,
0.03928883373737335,
0.030723391100764275,
0.006671600509434938,
-0.012749819085001945,
0.04871697351336479,
-0.028823044151067734,
-0.03737802803516388,
0.03021242283284664,
0.028097596019506454,
-0.044673752039670944,
-0.03235902637243271,
0.0722155049443245,
-0.0005535053205676377,
-0.05377480015158653,
0.05812808498740196,
-0.010385003872215748,
0.0016031363047659397,
-0.008471031673252583,
0.06270237267017365,
-0.0420156791806221,
0.01942693069577217,
-0.052175167948007584,
-0.019479339942336082,
-0.034326113760471344,
-0.026013024151325226,
-0.008762734942138195,
-0.09093080461025238,
-0.0214237030595541,
-0.078123077750206,
-0.07009708136320114,
0.003037211950868368
] |
1402.5564
|
Ahmadreza Baghaie
|
Ahmadreza Baghaie and Zeyun Yu
|
Structure Tensor Based Image Interpolation Method
|
Accepted for publication in AEU - International Journal of
Electronics and Communications
| null |
10.1016/j.aeue.2014.10.022
| null |
cs.CV
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Feature preserving image interpolation is an active area in image processing
field. In this paper a new direct edge directed image super-resolution
algorithm based on structure tensors is proposed. Using an isotropic Gaussian
filter, the structure tensor at each pixel of the input image is computed and
the pixels are classified to three distinct classes; uniform region, corners
and edges, according to the eigenvalues of the structure tensor. Due to
application of the isotropic Gaussian filter, the classification is robust to
noise presented in image. Based on the tangent eigenvector of the structure
tensor, the edge direction is determined and used for interpolation along the
edges. In comparison to some previous edge directed image interpolation
methods, the proposed method achieves higher quality in both subjective and
objective aspects. Also the proposed method outperforms previous methods in
case of noisy and JPEG compressed images. Furthermore, without the need for
optimization in the process, the algorithm can achieve higher speed.
|
[
{
"created": "Sat, 22 Feb 2014 23:58:11 GMT",
"version": "v1"
},
{
"created": "Mon, 26 May 2014 03:20:08 GMT",
"version": "v2"
},
{
"created": "Fri, 26 Dec 2014 08:18:31 GMT",
"version": "v3"
}
] |
2014-12-30
|
[
[
"Baghaie",
"Ahmadreza",
""
],
[
"Yu",
"Zeyun",
""
]
] |
[
-0.06607499718666077,
-0.02337157353758812,
0.02105381339788437,
-0.06502506136894226,
0.024001721292734146,
-0.03945840895175934,
-0.0029894174076616764,
-0.06575246155261993,
-0.0805220827460289,
-0.05463718622922897,
0.0069772289134562016,
0.07620222866535187,
0.02458053268492222,
0.059248872101306915,
-0.03807785362005234,
0.02944851852953434,
-0.0338863804936409,
0.046855270862579346,
-0.05038197338581085,
-0.062375012785196304,
0.03799334540963173,
-0.030429327860474586,
-0.07970736175775528,
-0.07529647648334503,
0.03426298499107361,
0.03065548650920391,
0.04017345607280731,
0.005198007449507713,
0.008096911013126373,
0.03700294345617294,
-0.03068048320710659,
-0.018775831907987595,
0.05104945972561836,
-0.050465475767850876,
-0.049404166638851166,
-0.009021946229040623,
0.035370953381061554,
0.08310337364673615,
0.03221281245350838,
0.005211374256759882,
-0.025255462154746056,
0.03047359548509121,
-0.02294151857495308,
-0.06615699082612991,
0.051973409950733185,
0.09389948844909668,
0.010794923640787601,
-0.07716050744056702,
0.034659311175346375,
0.05102657526731491,
-0.07425221055746078,
0.025928404182195663,
-0.13681328296661377,
0.03879805654287338,
0.0322134867310524,
0.012241161428391933,
0.007304731756448746,
-0.023148110136389732,
0.010043510235846043,
0.07146713137626648,
0.03319099172949791,
-0.027111999690532684,
0.054071612656116486,
0.03911999613046646,
0.023104842752218246,
0.06084633246064186,
0.02225848287343979,
-0.054141707718372345,
-0.01776980608701706,
-0.040347836911678314,
-0.03228515759110451,
-0.0022340258583426476,
-0.00015800638357177377,
0.07549033313989639,
-0.057308439165353775,
-0.02860887162387371,
-0.00419640215113759,
0.007947532460093498,
0.02927440032362938,
0.09765268117189407,
-0.0008791744476184249,
-0.03413810953497887,
0.0008186683990061283,
-0.05556068569421768,
0.017292987555265427,
-0.03675426170229912,
0.03251593932509422,
0.02770056761801243,
-0.01313900575041771,
0.0025860564783215523,
0.027939142659306526,
0.027246734127402306,
-0.0999053418636322,
-0.014204488135874271,
0.015230393968522549,
0.009027278982102871,
0.04055233672261238,
-0.02144380658864975,
-0.026885986328125,
0.05697603151202202,
0.0450185164809227,
-0.11788768321275711,
-0.11871440708637238,
-0.02099919319152832,
0.08626389503479004,
0.06333024799823761,
0.082806795835495,
0.02073056623339653,
0.005563552491366863,
0.04467972368001938,
-0.06835547834634781,
0.0031010413076728582,
-0.028763268142938614,
-0.04721275717020035,
0.011508834548294544,
-0.05931520834565163,
-0.005926812998950481,
0.052628450095653534,
0.0728277787566185,
-0.022463614121079445,
0.010367010720074177,
0.049340665340423584,
-0.01301789004355669,
0.0054012746550142765,
0.01865265890955925,
0.015442841686308384,
-0.061597373336553574,
2.364075994531058e-33,
-0.028374020010232925,
-0.03921756520867348,
0.018707700073719025,
-0.0868946760892868,
-0.00032848003320395947,
0.09834171086549759,
0.014954404905438423,
0.022938555106520653,
0.08025731146335602,
0.02309362404048443,
-0.058809127658605576,
-0.12421239912509918,
0.02047274075448513,
0.03206910938024521,
-0.04932473972439766,
-0.02745947800576687,
-0.018673695623874664,
0.025177719071507454,
0.08285297453403473,
0.01307627372443676,
0.06984549760818481,
0.031586047261953354,
0.07892299443483353,
0.024837851524353027,
-0.09735564142465591,
0.01672162115573883,
0.03180098533630371,
-0.011100376024842262,
0.015954870730638504,
-0.014571567066013813,
-0.08468311280012131,
-0.05535992980003357,
-0.05649133771657944,
-0.014149216935038567,
-0.03841228410601616,
0.017169930040836334,
0.07404931634664536,
-0.015871163457632065,
-0.03359533101320267,
-0.04413939639925957,
0.020896518602967262,
0.10218948870897293,
-0.013043547980487347,
-0.028738996013998985,
-0.0578392893075943,
0.07513687759637833,
-0.0037182290107011795,
0.010006492026150227,
-0.042351383715867996,
-0.014147231355309486,
-0.0461118221282959,
-0.07520172744989395,
0.037828411906957626,
0.03957388922572136,
0.031103406101465225,
-0.022794771939516068,
0.09584791213274002,
0.03935859724879265,
0.003668293124064803,
-0.06921008229255676,
-0.010449203662574291,
-0.02228686586022377,
-0.00803882535547018,
0.01582610420882702,
0.021534867584705353,
-0.06121981889009476,
-0.007621913217008114,
0.005885461810976267,
-0.032367318868637085,
-0.09809419512748718,
0.020961279049515724,
0.05656027793884277,
0.008625146001577377,
-0.005381718277931213,
-0.1028994768857956,
-0.02016359381377697,
-0.05007666349411011,
0.020725922659039497,
-0.004513658583164215,
0.058943044394254684,
-0.1275210827589035,
0.08036703616380692,
0.05525479093194008,
-0.09475637972354889,
0.016240481287240982,
0.03892834112048149,
-0.01657094806432724,
-0.006881211884319782,
0.02664940617978573,
-0.06308556348085403,
-0.10199492424726486,
0.10096029937267303,
0.014476443640887737,
0.08137840777635574,
-0.0056353784166276455,
-1.951745453370224e-33,
0.039588481187820435,
0.07029733806848526,
0.06675835698843002,
0.08029640465974808,
-0.01608978398144245,
-0.024993112310767174,
0.0428398996591568,
-0.003913275897502899,
0.025084171444177628,
-0.02302192524075508,
0.01368803158402443,
0.03587263450026512,
0.053182587027549744,
-0.08440779149532318,
0.01709120348095894,
-0.025896131992340088,
0.02475861832499504,
-0.10798954963684082,
-0.06811876595020294,
-0.05264804884791374,
-0.010074994526803493,
0.042639292776584625,
0.004585896153002977,
0.049182236194610596,
-0.021517738699913025,
0.007249027024954557,
0.03381579369306564,
0.0072376360185444355,
0.0478968508541584,
-0.008478430099785328,
0.022300751879811287,
-0.02061561308801174,
-0.013106047175824642,
0.019071683287620544,
0.04456530138850212,
0.055013079196214676,
-0.053691647946834564,
-0.025220384821295738,
-0.030277524143457413,
0.10143014788627625,
-0.015930697321891785,
0.0593339167535305,
-0.044045381247997284,
0.03603653237223625,
-0.008555580861866474,
0.004299824126064777,
0.028352774679660797,
0.0005503883003257215,
0.02166016958653927,
-0.006698461715131998,
-0.05151261016726494,
-0.030478252097964287,
-0.11675965040922165,
0.007539005018770695,
-0.0001657748653087765,
-0.013859446160495281,
-0.12443823367357254,
0.02053351141512394,
0.10578079521656036,
0.050393883138895035,
0.09767099469900131,
-0.046702101826667786,
-0.1108090728521347,
-0.0995643138885498,
0.005851841531693935,
0.05366532504558563,
-0.029137004166841507,
-0.05929391086101532,
-0.030828336253762245,
0.06317716091871262,
0.008936062455177307,
-0.030028505250811577,
-0.038353726267814636,
0.0639643445611,
0.017416439950466156,
-0.04376552253961563,
0.07659512758255005,
0.056520845741033554,
0.02505115605890751,
-0.02137702889740467,
0.02486039698123932,
-0.04625648632645607,
-0.03811013326048851,
0.08039607852697372,
0.03833631053566933,
0.06427093595266342,
-0.047304555773735046,
-0.04215579479932785,
0.10810588300228119,
-0.04544053226709366,
-0.011076296679675579,
0.08002276718616486,
-0.029233286157250404,
0.04221829026937485,
-0.005132928490638733,
-4.020179744657071e-8,
-0.05013557896018028,
-0.024836884811520576,
0.008927282877266407,
-0.0033515107352286577,
-0.04466015845537186,
-0.11258134245872498,
0.09740843623876572,
0.04853592440485954,
0.09090138971805573,
-0.1366673707962036,
0.044982798397541046,
-0.0718189924955368,
-0.10393372923135757,
0.06901216506958008,
0.03785201907157898,
-0.03056606836616993,
-0.01054682582616806,
0.06023789569735527,
0.07827486842870712,
0.004561076406389475,
-0.012682720087468624,
-0.08971100300550461,
-0.041576087474823,
-0.016621684655547142,
-0.052524130791425705,
-0.0629926472902298,
0.046170998364686966,
0.012961897999048233,
0.06163439899682999,
0.023084964603185654,
-0.03992186486721039,
0.015527439303696156,
0.07006880640983582,
0.022677931934595108,
0.052289802581071854,
0.060658495873212814,
0.08034653216600418,
0.04003244638442993,
-0.03838130086660385,
-0.06192415952682495,
-0.003430420532822609,
0.04302741959691048,
-0.02642078325152397,
-0.06106482073664665,
0.06111934036016464,
0.03452375531196594,
0.1145855188369751,
-0.031453926116228104,
-0.016225183382630348,
0.02853287197649479,
0.07199359685182571,
0.059648796916007996,
-0.026772556826472282,
-0.023467322811484337,
0.10713303834199905,
-0.06497204303741455,
0.025754660367965698,
0.019210735335946083,
0.06169477105140686,
0.032948460429906845,
-0.013417936861515045,
-0.007114131469279528,
-0.0059940204955637455,
-0.009938196279108524
] | null | null | null | null | null | null | null |
[
-0.06607499718666077,
-0.02337157353758812,
0.02105381339788437,
-0.06502506136894226,
0.024001721292734146,
-0.03945840895175934,
-0.0029894174076616764,
-0.06575246155261993,
-0.0805220827460289,
-0.05463718622922897,
0.0069772289134562016,
0.07620222866535187,
0.02458053268492222,
0.059248872101306915,
-0.03807785362005234,
0.02944851852953434,
-0.0338863804936409,
0.046855270862579346,
-0.05038197338581085,
-0.062375012785196304,
0.03799334540963173,
-0.030429327860474586,
-0.07970736175775528,
-0.07529647648334503,
0.03426298499107361,
0.03065548650920391,
0.04017345607280731,
0.005198007449507713,
0.008096911013126373,
0.03700294345617294,
-0.03068048320710659,
-0.018775831907987595,
0.05104945972561836,
-0.050465475767850876,
-0.049404166638851166,
-0.009021946229040623,
0.035370953381061554,
0.08310337364673615,
0.03221281245350838,
0.005211374256759882,
-0.025255462154746056,
0.03047359548509121,
-0.02294151857495308,
-0.06615699082612991,
0.051973409950733185,
0.09389948844909668,
0.010794923640787601,
-0.07716050744056702,
0.034659311175346375,
0.05102657526731491,
-0.07425221055746078,
0.025928404182195663,
-0.13681328296661377,
0.03879805654287338,
0.0322134867310524,
0.012241161428391933,
0.007304731756448746,
-0.023148110136389732,
0.010043510235846043,
0.07146713137626648,
0.03319099172949791,
-0.027111999690532684,
0.054071612656116486,
0.03911999613046646,
0.023104842752218246,
0.06084633246064186,
0.02225848287343979,
-0.054141707718372345,
-0.01776980608701706,
-0.040347836911678314,
-0.03228515759110451,
-0.0022340258583426476,
-0.00015800638357177377,
0.07549033313989639,
-0.057308439165353775,
-0.02860887162387371,
-0.00419640215113759,
0.007947532460093498,
0.02927440032362938,
0.09765268117189407,
-0.0008791744476184249,
-0.03413810953497887,
0.0008186683990061283,
-0.05556068569421768,
0.017292987555265427,
-0.03675426170229912,
0.03251593932509422,
0.02770056761801243,
-0.01313900575041771,
0.0025860564783215523,
0.027939142659306526,
0.027246734127402306,
-0.0999053418636322,
-0.014204488135874271,
0.015230393968522549,
0.009027278982102871,
0.04055233672261238,
-0.02144380658864975,
-0.026885986328125,
0.05697603151202202,
0.0450185164809227,
-0.11788768321275711,
-0.11871440708637238,
-0.02099919319152832,
0.08626389503479004,
0.06333024799823761,
0.082806795835495,
0.02073056623339653,
0.005563552491366863,
0.04467972368001938,
-0.06835547834634781,
0.0031010413076728582,
-0.028763268142938614,
-0.04721275717020035,
0.011508834548294544,
-0.05931520834565163,
-0.005926812998950481,
0.052628450095653534,
0.0728277787566185,
-0.022463614121079445,
0.010367010720074177,
0.049340665340423584,
-0.01301789004355669,
0.0054012746550142765,
0.01865265890955925,
0.015442841686308384,
-0.061597373336553574,
2.364075994531058e-33,
-0.028374020010232925,
-0.03921756520867348,
0.018707700073719025,
-0.0868946760892868,
-0.00032848003320395947,
0.09834171086549759,
0.014954404905438423,
0.022938555106520653,
0.08025731146335602,
0.02309362404048443,
-0.058809127658605576,
-0.12421239912509918,
0.02047274075448513,
0.03206910938024521,
-0.04932473972439766,
-0.02745947800576687,
-0.018673695623874664,
0.025177719071507454,
0.08285297453403473,
0.01307627372443676,
0.06984549760818481,
0.031586047261953354,
0.07892299443483353,
0.024837851524353027,
-0.09735564142465591,
0.01672162115573883,
0.03180098533630371,
-0.011100376024842262,
0.015954870730638504,
-0.014571567066013813,
-0.08468311280012131,
-0.05535992980003357,
-0.05649133771657944,
-0.014149216935038567,
-0.03841228410601616,
0.017169930040836334,
0.07404931634664536,
-0.015871163457632065,
-0.03359533101320267,
-0.04413939639925957,
0.020896518602967262,
0.10218948870897293,
-0.013043547980487347,
-0.028738996013998985,
-0.0578392893075943,
0.07513687759637833,
-0.0037182290107011795,
0.010006492026150227,
-0.042351383715867996,
-0.014147231355309486,
-0.0461118221282959,
-0.07520172744989395,
0.037828411906957626,
0.03957388922572136,
0.031103406101465225,
-0.022794771939516068,
0.09584791213274002,
0.03935859724879265,
0.003668293124064803,
-0.06921008229255676,
-0.010449203662574291,
-0.02228686586022377,
-0.00803882535547018,
0.01582610420882702,
0.021534867584705353,
-0.06121981889009476,
-0.007621913217008114,
0.005885461810976267,
-0.032367318868637085,
-0.09809419512748718,
0.020961279049515724,
0.05656027793884277,
0.008625146001577377,
-0.005381718277931213,
-0.1028994768857956,
-0.02016359381377697,
-0.05007666349411011,
0.020725922659039497,
-0.004513658583164215,
0.058943044394254684,
-0.1275210827589035,
0.08036703616380692,
0.05525479093194008,
-0.09475637972354889,
0.016240481287240982,
0.03892834112048149,
-0.01657094806432724,
-0.006881211884319782,
0.02664940617978573,
-0.06308556348085403,
-0.10199492424726486,
0.10096029937267303,
0.014476443640887737,
0.08137840777635574,
-0.0056353784166276455,
-1.951745453370224e-33,
0.039588481187820435,
0.07029733806848526,
0.06675835698843002,
0.08029640465974808,
-0.01608978398144245,
-0.024993112310767174,
0.0428398996591568,
-0.003913275897502899,
0.025084171444177628,
-0.02302192524075508,
0.01368803158402443,
0.03587263450026512,
0.053182587027549744,
-0.08440779149532318,
0.01709120348095894,
-0.025896131992340088,
0.02475861832499504,
-0.10798954963684082,
-0.06811876595020294,
-0.05264804884791374,
-0.010074994526803493,
0.042639292776584625,
0.004585896153002977,
0.049182236194610596,
-0.021517738699913025,
0.007249027024954557,
0.03381579369306564,
0.0072376360185444355,
0.0478968508541584,
-0.008478430099785328,
0.022300751879811287,
-0.02061561308801174,
-0.013106047175824642,
0.019071683287620544,
0.04456530138850212,
0.055013079196214676,
-0.053691647946834564,
-0.025220384821295738,
-0.030277524143457413,
0.10143014788627625,
-0.015930697321891785,
0.0593339167535305,
-0.044045381247997284,
0.03603653237223625,
-0.008555580861866474,
0.004299824126064777,
0.028352774679660797,
0.0005503883003257215,
0.02166016958653927,
-0.006698461715131998,
-0.05151261016726494,
-0.030478252097964287,
-0.11675965040922165,
0.007539005018770695,
-0.0001657748653087765,
-0.013859446160495281,
-0.12443823367357254,
0.02053351141512394,
0.10578079521656036,
0.050393883138895035,
0.09767099469900131,
-0.046702101826667786,
-0.1108090728521347,
-0.0995643138885498,
0.005851841531693935,
0.05366532504558563,
-0.029137004166841507,
-0.05929391086101532,
-0.030828336253762245,
0.06317716091871262,
0.008936062455177307,
-0.030028505250811577,
-0.038353726267814636,
0.0639643445611,
0.017416439950466156,
-0.04376552253961563,
0.07659512758255005,
0.056520845741033554,
0.02505115605890751,
-0.02137702889740467,
0.02486039698123932,
-0.04625648632645607,
-0.03811013326048851,
0.08039607852697372,
0.03833631053566933,
0.06427093595266342,
-0.047304555773735046,
-0.04215579479932785,
0.10810588300228119,
-0.04544053226709366,
-0.011076296679675579,
0.08002276718616486,
-0.029233286157250404,
0.04221829026937485,
-0.005132928490638733,
-4.020179744657071e-8,
-0.05013557896018028,
-0.024836884811520576,
0.008927282877266407,
-0.0033515107352286577,
-0.04466015845537186,
-0.11258134245872498,
0.09740843623876572,
0.04853592440485954,
0.09090138971805573,
-0.1366673707962036,
0.044982798397541046,
-0.0718189924955368,
-0.10393372923135757,
0.06901216506958008,
0.03785201907157898,
-0.03056606836616993,
-0.01054682582616806,
0.06023789569735527,
0.07827486842870712,
0.004561076406389475,
-0.012682720087468624,
-0.08971100300550461,
-0.041576087474823,
-0.016621684655547142,
-0.052524130791425705,
-0.0629926472902298,
0.046170998364686966,
0.012961897999048233,
0.06163439899682999,
0.023084964603185654,
-0.03992186486721039,
0.015527439303696156,
0.07006880640983582,
0.022677931934595108,
0.052289802581071854,
0.060658495873212814,
0.08034653216600418,
0.04003244638442993,
-0.03838130086660385,
-0.06192415952682495,
-0.003430420532822609,
0.04302741959691048,
-0.02642078325152397,
-0.06106482073664665,
0.06111934036016464,
0.03452375531196594,
0.1145855188369751,
-0.031453926116228104,
-0.016225183382630348,
0.02853287197649479,
0.07199359685182571,
0.059648796916007996,
-0.026772556826472282,
-0.023467322811484337,
0.10713303834199905,
-0.06497204303741455,
0.025754660367965698,
0.019210735335946083,
0.06169477105140686,
0.032948460429906845,
-0.013417936861515045,
-0.007114131469279528,
-0.0059940204955637455,
-0.009938196279108524
] |
1402.5565
|
David M. Johnson
|
David M. Johnson, Caiming Xiong and Jason J. Corso
|
Semi-Supervised Nonlinear Distance Metric Learning via Forests of
Max-Margin Cluster Hierarchies
|
Manuscript submitted to SIGKDD on 21 Feb 2014
| null | null | null |
stat.ML cs.IR cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Metric learning is a key problem for many data mining and machine learning
applications, and has long been dominated by Mahalanobis methods. Recent
advances in nonlinear metric learning have demonstrated the potential power of
non-Mahalanobis distance functions, particularly tree-based functions. We
propose a novel nonlinear metric learning method that uses an iterative,
hierarchical variant of semi-supervised max-margin clustering to construct a
forest of cluster hierarchies, where each individual hierarchy can be
interpreted as a weak metric over the data. By introducing randomness during
hierarchy training and combining the output of many of the resulting
semi-random weak hierarchy metrics, we can obtain a powerful and robust
nonlinear metric model. This method has two primary contributions: first, it is
semi-supervised, incorporating information from both constrained and
unconstrained points. Second, we take a relaxed approach to constraint
satisfaction, allowing the method to satisfy different subsets of the
constraints at different levels of the hierarchy rather than attempting to
simultaneously satisfy all of them. This leads to a more robust learning
algorithm. We compare our method to a number of state-of-the-art benchmarks on
$k$-nearest neighbor classification, large-scale image retrieval and
semi-supervised clustering problems, and find that our algorithm yields results
comparable or superior to the state-of-the-art, and is significantly more
robust to noise.
|
[
{
"created": "Sun, 23 Feb 2014 00:26:48 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Johnson",
"David M.",
""
],
[
"Xiong",
"Caiming",
""
],
[
"Corso",
"Jason J.",
""
]
] |
[
-0.015918195247650146,
-0.07396391779184341,
0.020345328375697136,
-0.008126822300255299,
0.05917569622397423,
0.01695338450372219,
-0.03841166943311691,
-0.05695387348532677,
-0.02312483638525009,
0.0018441195134073496,
-0.025425683706998825,
-0.0646040141582489,
0.037780191749334335,
0.07733263075351715,
-0.04478305205702782,
-0.010370017029345036,
0.12342455238103867,
0.014316486194729805,
-0.07341503351926804,
-0.06483988463878632,
0.01162378117442131,
0.017641257494688034,
0.05127454176545143,
0.048159219324588776,
-0.009054116904735565,
0.006867445074021816,
0.09864549338817596,
0.04077942669391632,
-0.09652440249919891,
0.019107896834611893,
-0.01878054440021515,
-0.0739479809999466,
0.04221631959080696,
-0.035367853939533234,
-0.051285065710544586,
0.12487440556287766,
-0.012602709233760834,
0.02960101142525673,
0.010743118822574615,
-0.022779520601034164,
-0.03580677881836891,
0.05058098956942558,
0.01600508950650692,
0.014561721123754978,
0.09332767128944397,
0.03127482160925865,
-0.031362973153591156,
-0.06226557120680809,
-0.024379976093769073,
0.0673297718167305,
-0.06715341657400131,
0.03094409964978695,
-0.05348128452897072,
0.04961289092898369,
0.04099932685494423,
0.05228990688920021,
0.02679900825023651,
-0.07104744762182236,
0.07272587716579437,
-0.010207559913396835,
0.051999662071466446,
-0.08716714382171631,
-0.0535929836332798,
-0.05769878253340721,
0.04832068085670471,
-0.03970874473452568,
-0.0012492993846535683,
0.041376784443855286,
0.004763258155435324,
0.040119465440511703,
0.05163324251770973,
0.018907301127910614,
-0.07727999985218048,
0.12481444329023361,
0.04503612592816353,
0.025778278708457947,
0.04206757992506027,
0.024406464770436287,
0.03414694219827652,
-0.0876709520816803,
0.014222679659724236,
0.12220341712236404,
0.07210725545883179,
0.024345889687538147,
0.09914974123239517,
-0.022854791954159737,
0.002954073715955019,
-0.002823455724865198,
0.018770946189761162,
0.018334699794650078,
-0.00015100093150977045,
0.013519461266696453,
-0.00799269787967205,
-0.07976769655942917,
-0.08805594593286514,
-0.10852319747209549,
0.02157771587371826,
-0.0435664989054203,
0.0074010915122926235,
0.11384329199790955,
-0.03851228207349777,
0.06969074159860611,
-0.01853831112384796,
-0.09585925191640854,
0.012731971219182014,
0.0391806922852993,
-0.053166065365076065,
0.017296077683568,
0.07657357305288315,
-0.08595127612352371,
0.02118779718875885,
0.010037987492978573,
-0.08454737067222595,
0.04401081055402756,
-0.036233995109796524,
-0.006564547307789326,
0.05150391906499863,
-0.049709249287843704,
-0.01132923737168312,
0.07305055856704712,
-0.004342757631093264,
-0.04674835130572319,
0.00788720604032278,
0.0006160311750136316,
0.014464020729064941,
-0.021493157371878624,
-0.07205282896757126,
1.4035126123974677e-33,
0.06048942729830742,
-0.05102028697729111,
0.08000768721103668,
-0.06014633551239967,
-0.006196602247655392,
-0.03737759590148926,
-0.07700622826814651,
0.01691204309463501,
-0.03487971052527428,
0.05493320897221565,
0.02445102669298649,
0.009207907132804394,
-0.012825177051126957,
-0.02808011882007122,
0.07284588366746902,
0.0359233021736145,
0.008421674370765686,
0.03696407377719879,
-0.039414893835783005,
-0.05359453335404396,
-0.03577817603945732,
-0.04107944294810295,
0.006720144767314196,
-0.041833892464637756,
0.0014216023264452815,
0.008642079308629036,
0.030127767473459244,
0.009826849214732647,
0.029891978949308395,
0.023835692554712296,
-0.006745087914168835,
-0.029168952256441116,
-0.0005722984205931425,
0.032864104956388474,
-0.007630506996065378,
-0.023742487654089928,
-0.02881225012242794,
-0.027484361082315445,
-0.046777017414569855,
-0.07415615767240524,
-0.04441061615943909,
-0.0026835526805371046,
0.04294885694980621,
-0.042081255465745926,
-0.03619749844074249,
0.047862038016319275,
0.03203195333480835,
-0.07715609669685364,
0.013999111950397491,
-0.018031222745776176,
0.036485280841588974,
-0.015498326160013676,
0.03461551293730736,
-0.01683976501226425,
-0.06864193081855774,
0.03887208551168442,
0.028151892125606537,
-0.007213458884507418,
0.04596206545829773,
0.05509873107075691,
0.030308488756418228,
-0.06286393851041794,
-0.00029789702966809273,
0.009018872864544392,
0.033532239496707916,
-0.005924066994339228,
0.050619445741176605,
0.04364979267120361,
0.07328803092241287,
0.0010051099816337228,
0.03025004453957081,
0.026447314769029617,
-0.029344528913497925,
-0.03187673166394234,
0.03164338693022728,
0.11015772074460983,
0.09663349390029907,
-0.06566479802131653,
-0.0292788315564394,
-0.01639372482895851,
-0.0904664695262909,
-0.02376653254032135,
0.08964785933494568,
-0.05374902859330177,
-0.008002810180187225,
-0.026553161442279816,
-0.00501843448728323,
-0.04472515359520912,
-0.08197437971830368,
0.02995651587843895,
-0.14224037528038025,
0.030937131494283676,
-0.05624286085367203,
-0.013982702977955341,
0.03752123937010765,
-1.8547249250991527e-33,
0.0010597675573080778,
0.0208258256316185,
0.0032949948217719793,
-0.03747918829321861,
-0.014467601664364338,
0.017309561371803284,
-0.06041339039802551,
0.050828687846660614,
-0.054845355451107025,
0.002509127603843808,
0.06071082502603531,
-0.0679769292473793,
0.07492764294147491,
-0.014434365555644035,
0.03515167534351349,
0.08199845254421234,
-0.04774056375026703,
0.022641047835350037,
-0.02936268039047718,
0.10219059139490128,
0.05298083648085594,
0.0790192186832428,
-0.050982121378183365,
0.07806165516376495,
-0.033686332404613495,
0.01406492106616497,
-0.04866574704647064,
0.05684472247958183,
-0.005107562057673931,
0.0783490240573883,
-0.0031006918288767338,
-0.004353635013103485,
-0.03720131143927574,
-0.053970932960510254,
-0.07527794688940048,
-0.03679777309298515,
-0.02259238436818123,
-0.07842857390642166,
-0.04078881815075874,
0.07801976054906845,
0.018977120518684387,
0.03528809919953346,
-0.04857965186238289,
-0.009425719268620014,
0.032152142375707626,
-0.0656423568725586,
0.010263382457196712,
-0.03356749564409256,
-0.03398597612977028,
0.029643652960658073,
-0.029614383354783058,
-0.008723924867808819,
-0.06052739545702934,
0.07316702604293823,
-0.06247252970933914,
0.030087606981396675,
-0.0679488554596901,
0.018269455060362816,
0.08981234580278397,
0.0055790734477341175,
-0.018699724227190018,
-0.05025004222989082,
-0.03837674856185913,
0.10968898236751556,
-0.0016819374868646264,
-0.09786897897720337,
0.002187446691095829,
-0.033022623509168625,
-0.06975215673446655,
0.029445040971040726,
-0.04202103614807129,
-0.006558085326105356,
0.04700283333659172,
0.010471143759787083,
-0.10320059955120087,
0.009183448739349842,
0.04750634357333183,
-0.06589711457490921,
0.02194351516664028,
-0.05660339817404747,
0.1112404614686966,
0.019741473719477654,
0.06890498101711273,
0.0770011767745018,
0.08966994285583496,
0.06311501562595367,
0.06398642063140869,
0.028047431260347366,
0.08583495765924454,
-0.0032213039230555296,
0.020039858296513557,
-0.037291523069143295,
-0.031608615070581436,
-0.01379973441362381,
-0.05783461779356003,
-4.42190071225923e-8,
-0.09805691242218018,
0.008159392513334751,
0.024929670616984367,
-0.042945217341184616,
0.02215462364256382,
0.022524947300553322,
0.03158640116453171,
0.1547987312078476,
-0.033158667385578156,
0.00257129012607038,
0.033066365867853165,
-0.06376580893993378,
-0.06727679073810577,
-0.011246370151638985,
-0.055751923471689224,
0.01993407867848873,
0.025578565895557404,
0.08699753880500793,
-0.013026119209825993,
0.11155413836240768,
-0.01588818058371544,
0.04646432027220726,
0.031181246042251587,
0.02314523048698902,
-0.0006934902630746365,
-0.0935676172375679,
0.008084762841463089,
0.042053572833538055,
0.04752075672149658,
-0.04618413373827934,
-0.0236248429864645,
-0.020584875717759132,
0.07351040840148926,
0.02940300479531288,
-0.06757290661334991,
0.07292325794696808,
-0.0759236067533493,
0.0062407078221440315,
-0.08556704968214035,
-0.06378232687711716,
0.02459346503019333,
0.01480830553919077,
-0.05570659786462784,
0.013324856758117676,
0.03133699670433998,
0.09595007449388504,
0.062097806483507156,
-0.0028405801858752966,
0.005327791906893253,
0.01997239515185356,
-0.04902569577097893,
-0.053153038024902344,
0.030723920091986656,
-0.07103555649518967,
0.05639350786805153,
-0.010697448626160622,
-0.06511752307415009,
-0.012088281102478504,
0.07772109657526016,
0.019828055053949356,
0.09079380333423615,
-0.08651600778102875,
-0.010447029955685139,
-0.015961406752467155
] | null | null | null | null | null | null | null |
[
-0.015918195247650146,
-0.07396391779184341,
0.020345328375697136,
-0.008126822300255299,
0.05917569622397423,
0.01695338450372219,
-0.03841166943311691,
-0.05695387348532677,
-0.02312483638525009,
0.0018441195134073496,
-0.025425683706998825,
-0.0646040141582489,
0.037780191749334335,
0.07733263075351715,
-0.04478305205702782,
-0.010370017029345036,
0.12342455238103867,
0.014316486194729805,
-0.07341503351926804,
-0.06483988463878632,
0.01162378117442131,
0.017641257494688034,
0.05127454176545143,
0.048159219324588776,
-0.009054116904735565,
0.006867445074021816,
0.09864549338817596,
0.04077942669391632,
-0.09652440249919891,
0.019107896834611893,
-0.01878054440021515,
-0.0739479809999466,
0.04221631959080696,
-0.035367853939533234,
-0.051285065710544586,
0.12487440556287766,
-0.012602709233760834,
0.02960101142525673,
0.010743118822574615,
-0.022779520601034164,
-0.03580677881836891,
0.05058098956942558,
0.01600508950650692,
0.014561721123754978,
0.09332767128944397,
0.03127482160925865,
-0.031362973153591156,
-0.06226557120680809,
-0.024379976093769073,
0.0673297718167305,
-0.06715341657400131,
0.03094409964978695,
-0.05348128452897072,
0.04961289092898369,
0.04099932685494423,
0.05228990688920021,
0.02679900825023651,
-0.07104744762182236,
0.07272587716579437,
-0.010207559913396835,
0.051999662071466446,
-0.08716714382171631,
-0.0535929836332798,
-0.05769878253340721,
0.04832068085670471,
-0.03970874473452568,
-0.0012492993846535683,
0.041376784443855286,
0.004763258155435324,
0.040119465440511703,
0.05163324251770973,
0.018907301127910614,
-0.07727999985218048,
0.12481444329023361,
0.04503612592816353,
0.025778278708457947,
0.04206757992506027,
0.024406464770436287,
0.03414694219827652,
-0.0876709520816803,
0.014222679659724236,
0.12220341712236404,
0.07210725545883179,
0.024345889687538147,
0.09914974123239517,
-0.022854791954159737,
0.002954073715955019,
-0.002823455724865198,
0.018770946189761162,
0.018334699794650078,
-0.00015100093150977045,
0.013519461266696453,
-0.00799269787967205,
-0.07976769655942917,
-0.08805594593286514,
-0.10852319747209549,
0.02157771587371826,
-0.0435664989054203,
0.0074010915122926235,
0.11384329199790955,
-0.03851228207349777,
0.06969074159860611,
-0.01853831112384796,
-0.09585925191640854,
0.012731971219182014,
0.0391806922852993,
-0.053166065365076065,
0.017296077683568,
0.07657357305288315,
-0.08595127612352371,
0.02118779718875885,
0.010037987492978573,
-0.08454737067222595,
0.04401081055402756,
-0.036233995109796524,
-0.006564547307789326,
0.05150391906499863,
-0.049709249287843704,
-0.01132923737168312,
0.07305055856704712,
-0.004342757631093264,
-0.04674835130572319,
0.00788720604032278,
0.0006160311750136316,
0.014464020729064941,
-0.021493157371878624,
-0.07205282896757126,
1.4035126123974677e-33,
0.06048942729830742,
-0.05102028697729111,
0.08000768721103668,
-0.06014633551239967,
-0.006196602247655392,
-0.03737759590148926,
-0.07700622826814651,
0.01691204309463501,
-0.03487971052527428,
0.05493320897221565,
0.02445102669298649,
0.009207907132804394,
-0.012825177051126957,
-0.02808011882007122,
0.07284588366746902,
0.0359233021736145,
0.008421674370765686,
0.03696407377719879,
-0.039414893835783005,
-0.05359453335404396,
-0.03577817603945732,
-0.04107944294810295,
0.006720144767314196,
-0.041833892464637756,
0.0014216023264452815,
0.008642079308629036,
0.030127767473459244,
0.009826849214732647,
0.029891978949308395,
0.023835692554712296,
-0.006745087914168835,
-0.029168952256441116,
-0.0005722984205931425,
0.032864104956388474,
-0.007630506996065378,
-0.023742487654089928,
-0.02881225012242794,
-0.027484361082315445,
-0.046777017414569855,
-0.07415615767240524,
-0.04441061615943909,
-0.0026835526805371046,
0.04294885694980621,
-0.042081255465745926,
-0.03619749844074249,
0.047862038016319275,
0.03203195333480835,
-0.07715609669685364,
0.013999111950397491,
-0.018031222745776176,
0.036485280841588974,
-0.015498326160013676,
0.03461551293730736,
-0.01683976501226425,
-0.06864193081855774,
0.03887208551168442,
0.028151892125606537,
-0.007213458884507418,
0.04596206545829773,
0.05509873107075691,
0.030308488756418228,
-0.06286393851041794,
-0.00029789702966809273,
0.009018872864544392,
0.033532239496707916,
-0.005924066994339228,
0.050619445741176605,
0.04364979267120361,
0.07328803092241287,
0.0010051099816337228,
0.03025004453957081,
0.026447314769029617,
-0.029344528913497925,
-0.03187673166394234,
0.03164338693022728,
0.11015772074460983,
0.09663349390029907,
-0.06566479802131653,
-0.0292788315564394,
-0.01639372482895851,
-0.0904664695262909,
-0.02376653254032135,
0.08964785933494568,
-0.05374902859330177,
-0.008002810180187225,
-0.026553161442279816,
-0.00501843448728323,
-0.04472515359520912,
-0.08197437971830368,
0.02995651587843895,
-0.14224037528038025,
0.030937131494283676,
-0.05624286085367203,
-0.013982702977955341,
0.03752123937010765,
-1.8547249250991527e-33,
0.0010597675573080778,
0.0208258256316185,
0.0032949948217719793,
-0.03747918829321861,
-0.014467601664364338,
0.017309561371803284,
-0.06041339039802551,
0.050828687846660614,
-0.054845355451107025,
0.002509127603843808,
0.06071082502603531,
-0.0679769292473793,
0.07492764294147491,
-0.014434365555644035,
0.03515167534351349,
0.08199845254421234,
-0.04774056375026703,
0.022641047835350037,
-0.02936268039047718,
0.10219059139490128,
0.05298083648085594,
0.0790192186832428,
-0.050982121378183365,
0.07806165516376495,
-0.033686332404613495,
0.01406492106616497,
-0.04866574704647064,
0.05684472247958183,
-0.005107562057673931,
0.0783490240573883,
-0.0031006918288767338,
-0.004353635013103485,
-0.03720131143927574,
-0.053970932960510254,
-0.07527794688940048,
-0.03679777309298515,
-0.02259238436818123,
-0.07842857390642166,
-0.04078881815075874,
0.07801976054906845,
0.018977120518684387,
0.03528809919953346,
-0.04857965186238289,
-0.009425719268620014,
0.032152142375707626,
-0.0656423568725586,
0.010263382457196712,
-0.03356749564409256,
-0.03398597612977028,
0.029643652960658073,
-0.029614383354783058,
-0.008723924867808819,
-0.06052739545702934,
0.07316702604293823,
-0.06247252970933914,
0.030087606981396675,
-0.0679488554596901,
0.018269455060362816,
0.08981234580278397,
0.0055790734477341175,
-0.018699724227190018,
-0.05025004222989082,
-0.03837674856185913,
0.10968898236751556,
-0.0016819374868646264,
-0.09786897897720337,
0.002187446691095829,
-0.033022623509168625,
-0.06975215673446655,
0.029445040971040726,
-0.04202103614807129,
-0.006558085326105356,
0.04700283333659172,
0.010471143759787083,
-0.10320059955120087,
0.009183448739349842,
0.04750634357333183,
-0.06589711457490921,
0.02194351516664028,
-0.05660339817404747,
0.1112404614686966,
0.019741473719477654,
0.06890498101711273,
0.0770011767745018,
0.08966994285583496,
0.06311501562595367,
0.06398642063140869,
0.028047431260347366,
0.08583495765924454,
-0.0032213039230555296,
0.020039858296513557,
-0.037291523069143295,
-0.031608615070581436,
-0.01379973441362381,
-0.05783461779356003,
-4.42190071225923e-8,
-0.09805691242218018,
0.008159392513334751,
0.024929670616984367,
-0.042945217341184616,
0.02215462364256382,
0.022524947300553322,
0.03158640116453171,
0.1547987312078476,
-0.033158667385578156,
0.00257129012607038,
0.033066365867853165,
-0.06376580893993378,
-0.06727679073810577,
-0.011246370151638985,
-0.055751923471689224,
0.01993407867848873,
0.025578565895557404,
0.08699753880500793,
-0.013026119209825993,
0.11155413836240768,
-0.01588818058371544,
0.04646432027220726,
0.031181246042251587,
0.02314523048698902,
-0.0006934902630746365,
-0.0935676172375679,
0.008084762841463089,
0.042053572833538055,
0.04752075672149658,
-0.04618413373827934,
-0.0236248429864645,
-0.020584875717759132,
0.07351040840148926,
0.02940300479531288,
-0.06757290661334991,
0.07292325794696808,
-0.0759236067533493,
0.0062407078221440315,
-0.08556704968214035,
-0.06378232687711716,
0.02459346503019333,
0.01480830553919077,
-0.05570659786462784,
0.013324856758117676,
0.03133699670433998,
0.09595007449388504,
0.062097806483507156,
-0.0028405801858752966,
0.005327791906893253,
0.01997239515185356,
-0.04902569577097893,
-0.053153038024902344,
0.030723920091986656,
-0.07103555649518967,
0.05639350786805153,
-0.010697448626160622,
-0.06511752307415009,
-0.012088281102478504,
0.07772109657526016,
0.019828055053949356,
0.09079380333423615,
-0.08651600778102875,
-0.010447029955685139,
-0.015961406752467155
] |
1402.5572
|
Yongqiang Wang Dr
|
Yongqiang Wang and Yutaka Hori and Shinji Hara and Francis J. Doyle
III
|
Collective oscillation period of inter-coupled biological negative
cyclic feedback oscillators
|
arXiv admin note: substantial text overlap with arXiv:1203.1251
| null | null | null |
cs.SY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A number of biological rhythms originate from networks comprised of multiple
cellular oscillators. But analytical results are still lacking on the
collective oscillation period of inter-coupled gene regulatory oscillators,
which, as has been reported, may be different from that of an autonomous
oscillator. Based on cyclic feedback oscillators, we analyze the collective
oscillation pattern of coupled cellular oscillators. First we give a condition
under which the oscillator network exhibits oscillatory and synchronized
behavior. Then we estimate the collective oscillation period based on a novel
multivariable harmonic balance technique. Analytical results are derived in
terms of biochemical parameters, thus giving insight into the basic mechanism
of biological oscillation and providing guidance in synthetic biology design.
|
[
{
"created": "Sun, 23 Feb 2014 02:44:52 GMT",
"version": "v1"
},
{
"created": "Tue, 25 Feb 2014 19:32:40 GMT",
"version": "v2"
}
] |
2014-02-26
|
[
[
"Wang",
"Yongqiang",
""
],
[
"Hori",
"Yutaka",
""
],
[
"Hara",
"Shinji",
""
],
[
"Doyle",
"Francis J.",
"III"
]
] |
[
-0.06083395704627037,
-0.04817681759595871,
0.02244746685028076,
-0.037753429263830185,
-0.07328005135059357,
-0.03427422046661377,
-0.06960202753543854,
-0.053399208933115005,
0.09448730200529099,
-0.04810890555381775,
-0.03730328753590584,
-0.04280189052224159,
0.03705783560872078,
-0.05526427924633026,
0.004894990939646959,
0.057874977588653564,
-0.1397453397512436,
0.07039983570575714,
0.027534782886505127,
-0.025177348405122757,
0.021654509007930756,
0.009502577595412731,
-0.048233192414045334,
0.013228155672550201,
-0.04809314385056496,
0.0319838710129261,
-0.0022258940152823925,
0.005170029122382402,
-0.03922778740525246,
-0.0367535725235939,
0.005111914128065109,
-0.01524742878973484,
0.010529868304729462,
-0.03682517632842064,
-0.0021917400881648064,
0.030021265149116516,
0.031154323369264603,
-0.033354200422763824,
0.039210300892591476,
-0.026045139878988266,
0.09445060789585114,
0.07668359577655792,
0.038147635757923126,
0.08242103457450867,
0.00020503101404756308,
0.06645906716585159,
-0.06902698427438736,
-0.09285478293895721,
-0.05436799302697182,
-0.026798956096172333,
-0.012069995515048504,
-0.005526786670088768,
-0.018504880368709564,
0.020031200721859932,
0.07307063043117523,
0.08141070604324341,
0.01221071183681488,
0.009773660451173782,
0.059144843369722366,
-0.08295049518346786,
0.08091582357883453,
-0.0012324759736657143,
-0.03473486751317978,
0.015460580587387085,
0.08968253433704376,
-0.0012151108821853995,
0.02370378002524376,
0.03911783918738365,
0.0028170126024633646,
-0.02508632093667984,
-0.041603170335292816,
-0.016683809459209442,
-0.0020284976344555616,
-0.0023216146510094404,
0.03009869158267975,
0.07457301765680313,
-0.06400971859693527,
0.0485791452229023,
-0.030906442552804947,
-0.02251623570919037,
-0.0049123032949864864,
-0.025151098147034645,
0.016048913821578026,
-0.0539410226047039,
0.025209149345755577,
-0.08808781951665878,
0.06126134470105171,
0.06854533404111862,
0.04175080358982086,
0.04143524914979935,
-0.0804610326886177,
0.07636504620313644,
0.049456458538770676,
-0.050861652940511703,
-0.03885785862803459,
0.0628335103392601,
0.09164074063301086,
0.04620092362165451,
0.07330915331840515,
-0.010154989548027515,
-0.02861448936164379,
-0.04573821648955345,
-0.0013271919451653957,
0.0742170661687851,
0.04714515432715416,
0.009990476071834564,
0.045819878578186035,
0.021295391023159027,
0.0014972907956689596,
0.07761915773153305,
-0.04081084579229355,
0.07231397926807404,
-0.0002723587385844439,
0.11541985720396042,
0.0034375691320747137,
0.05607033148407936,
-0.0123847471550107,
0.032712940126657486,
0.09252770245075226,
0.01282186433672905,
0.03994893655180931,
-0.08817993849515915,
-0.06278501451015472,
-0.0506056547164917,
0.019931364804506302,
0.06955337524414062,
-0.06459488719701767,
3.680277386488758e-33,
-0.007619489915668964,
-0.006326118018478155,
0.04403823986649513,
-0.04633214697241783,
0.02592535689473152,
-0.03648782894015312,
-0.09809698909521103,
-0.07163707911968231,
-0.04034224525094032,
0.023417934775352478,
-0.04016026854515076,
0.03498141095042229,
-0.016583269461989403,
0.05103909224271774,
0.02030191384255886,
-0.049912597984075546,
-0.024524040520191193,
-0.039034709334373474,
0.10467620939016342,
-0.07727701216936111,
-0.04596061259508133,
-0.045275479555130005,
-0.037264373153448105,
-0.022210298106074333,
-0.046409476548433304,
-0.04471074044704437,
-0.03332452103495598,
0.02385038696229458,
-0.006759314797818661,
-0.01011619158089161,
0.01324326079338789,
-0.04080193489789963,
-0.006537760142236948,
0.02873898856341839,
0.12423564493656158,
-0.012189848348498344,
0.04157598316669464,
0.02902975305914879,
-0.005373599473387003,
0.0809599831700325,
-0.003856821684166789,
-0.07715458422899246,
-0.014765752479434013,
-0.07536867260932922,
0.04123823344707489,
0.01350583229213953,
-0.016940347850322723,
0.021692190319299698,
0.003213129471987486,
0.05381052568554878,
-0.06876252591609955,
-0.027684500440955162,
0.053566839545965195,
-0.052146922796964645,
0.01703011244535446,
0.020832618698477745,
-0.014081559143960476,
-0.03167641535401344,
-0.09298715740442276,
0.11326353996992111,
-0.002557185711339116,
0.03367678448557854,
0.06855440884828568,
-0.04562966153025627,
0.052762825042009354,
0.0591776967048645,
-0.09172462671995163,
-0.06664304435253143,
0.04817456379532814,
0.058839622884988785,
0.04527750611305237,
0.02574695087969303,
-0.05076470598578453,
-0.10672487318515778,
-0.00015449531201738864,
0.01890050806105137,
-0.038711175322532654,
0.09558472037315369,
-0.14512023329734802,
0.056847721338272095,
0.11272386461496353,
-0.06409861892461777,
-0.06757771968841553,
0.06817963719367981,
-0.01903001219034195,
-0.01875055767595768,
0.04110955819487572,
0.021793443709611893,
-0.1278708130121231,
0.038258038461208344,
-0.008221550844609737,
-0.06235618144273758,
0.09278339892625809,
0.005595514550805092,
0.0014793522423133254,
-6.617494671780008e-33,
0.04704607278108597,
-0.024143388494849205,
0.14085401594638824,
0.02307180128991604,
0.05395476147532463,
0.09688761085271835,
-0.06222042441368103,
-0.028182435780763626,
-0.031024986878037453,
0.03143316134810448,
0.07951665669679642,
0.009422806091606617,
-0.033925533294677734,
0.020864685997366905,
-0.029662776738405228,
-0.045886967331171036,
0.02967715822160244,
0.0025733429938554764,
0.06208407133817673,
-0.02341538481414318,
-0.05470399931073189,
0.021350746974349022,
0.06253455579280853,
-0.0024047160986810923,
0.06412434577941895,
-0.011885251849889755,
-0.020841380581259727,
0.09129246324300766,
-0.013897348195314407,
0.07319377362728119,
-0.0907096415758133,
-0.0015936101553961635,
0.03657912462949753,
-0.03338862955570221,
0.03805600851774216,
0.10727997124195099,
-0.017328616231679916,
0.026842622086405754,
0.04218294471502304,
-0.05176706612110138,
0.017609650269150734,
0.007064371835440397,
-0.05296348035335541,
0.037445034831762314,
0.06491420418024063,
0.03417075797915459,
0.00703189754858613,
0.06058594584465027,
-0.07028601318597794,
0.04914328455924988,
0.032598741352558136,
-0.0017479765228927135,
-0.016608133912086487,
-0.0906413197517395,
-0.028436163440346718,
0.05192307010293007,
0.066647008061409,
0.007871060632169247,
0.005533718969672918,
-0.0567212775349617,
-0.05921800434589386,
-0.08812747895717621,
-0.003163226181641221,
-0.05531923100352287,
-0.04906190559267998,
0.01591780222952366,
0.028099270537495613,
-0.014641771093010902,
0.04690169915556908,
0.05318246781826019,
-0.007578976918011904,
0.04799835756421089,
0.017191987484693527,
0.049036554992198944,
-0.0004366260254755616,
0.01321241445839405,
-0.009475478902459145,
-0.08184889703989029,
-0.0453120656311512,
-0.005409593693912029,
-0.040031835436820984,
0.042350105941295624,
-0.016009502112865448,
-0.08451243489980698,
-0.05192970857024193,
-0.04530641436576843,
0.009617667645215988,
0.04998502880334854,
-0.004780931398272514,
-0.009813595563173294,
0.057554230093955994,
0.02125503681600094,
-0.04618116840720177,
0.03805695101618767,
-0.013809124007821083,
-4.50579875632684e-8,
0.07694236934185028,
-0.06674443930387497,
0.008246001787483692,
-0.0022410862147808075,
0.036517102271318436,
0.03175938501954079,
0.06143806502223015,
-0.12451744079589844,
0.04231226071715355,
0.008240989409387112,
0.04856489226222038,
-0.0005010781460441649,
-0.006395882926881313,
-0.001397597836330533,
0.0012404985027387738,
-0.00007372932304861024,
-0.07414700835943222,
0.012467780150473118,
-0.049496494233608246,
-0.0648423582315445,
-0.03374573215842247,
-0.03294118121266365,
-0.05901147797703743,
0.07126511633396149,
0.06804599612951279,
-0.02207469381392002,
-0.0395129919052124,
-0.0625673234462738,
-0.002039689337834716,
-0.014982489868998528,
0.04931344464421272,
0.011691260151565075,
-0.04408542066812515,
-0.02460845373570919,
-0.09778685867786407,
-0.04367174953222275,
-0.07078313082456589,
-0.036925461143255234,
0.02274962142109871,
-0.04168485105037689,
-0.046891890466213226,
0.0324440598487854,
-0.1031610518693924,
0.028258491307497025,
0.03629942983388901,
0.014775993302464485,
0.03521410748362541,
0.0011880849488079548,
0.02066759392619133,
-0.00987845566123724,
-0.027220167219638824,
-0.03117075376212597,
-0.01804385520517826,
-0.091417595744133,
-0.07321511954069138,
0.005280488170683384,
-0.046298157423734665,
-0.047317542135715485,
-0.012803211808204651,
-0.04187924414873123,
-0.08062892407178879,
0.0011247365036979318,
-0.019801774993538857,
-0.14976346492767334
] | null | null | null | null | null | null | null |
[
-0.06083395704627037,
-0.04817681759595871,
0.02244746685028076,
-0.037753429263830185,
-0.07328005135059357,
-0.03427422046661377,
-0.06960202753543854,
-0.053399208933115005,
0.09448730200529099,
-0.04810890555381775,
-0.03730328753590584,
-0.04280189052224159,
0.03705783560872078,
-0.05526427924633026,
0.004894990939646959,
0.057874977588653564,
-0.1397453397512436,
0.07039983570575714,
0.027534782886505127,
-0.025177348405122757,
0.021654509007930756,
0.009502577595412731,
-0.048233192414045334,
0.013228155672550201,
-0.04809314385056496,
0.0319838710129261,
-0.0022258940152823925,
0.005170029122382402,
-0.03922778740525246,
-0.0367535725235939,
0.005111914128065109,
-0.01524742878973484,
0.010529868304729462,
-0.03682517632842064,
-0.0021917400881648064,
0.030021265149116516,
0.031154323369264603,
-0.033354200422763824,
0.039210300892591476,
-0.026045139878988266,
0.09445060789585114,
0.07668359577655792,
0.038147635757923126,
0.08242103457450867,
0.00020503101404756308,
0.06645906716585159,
-0.06902698427438736,
-0.09285478293895721,
-0.05436799302697182,
-0.026798956096172333,
-0.012069995515048504,
-0.005526786670088768,
-0.018504880368709564,
0.020031200721859932,
0.07307063043117523,
0.08141070604324341,
0.01221071183681488,
0.009773660451173782,
0.059144843369722366,
-0.08295049518346786,
0.08091582357883453,
-0.0012324759736657143,
-0.03473486751317978,
0.015460580587387085,
0.08968253433704376,
-0.0012151108821853995,
0.02370378002524376,
0.03911783918738365,
0.0028170126024633646,
-0.02508632093667984,
-0.041603170335292816,
-0.016683809459209442,
-0.0020284976344555616,
-0.0023216146510094404,
0.03009869158267975,
0.07457301765680313,
-0.06400971859693527,
0.0485791452229023,
-0.030906442552804947,
-0.02251623570919037,
-0.0049123032949864864,
-0.025151098147034645,
0.016048913821578026,
-0.0539410226047039,
0.025209149345755577,
-0.08808781951665878,
0.06126134470105171,
0.06854533404111862,
0.04175080358982086,
0.04143524914979935,
-0.0804610326886177,
0.07636504620313644,
0.049456458538770676,
-0.050861652940511703,
-0.03885785862803459,
0.0628335103392601,
0.09164074063301086,
0.04620092362165451,
0.07330915331840515,
-0.010154989548027515,
-0.02861448936164379,
-0.04573821648955345,
-0.0013271919451653957,
0.0742170661687851,
0.04714515432715416,
0.009990476071834564,
0.045819878578186035,
0.021295391023159027,
0.0014972907956689596,
0.07761915773153305,
-0.04081084579229355,
0.07231397926807404,
-0.0002723587385844439,
0.11541985720396042,
0.0034375691320747137,
0.05607033148407936,
-0.0123847471550107,
0.032712940126657486,
0.09252770245075226,
0.01282186433672905,
0.03994893655180931,
-0.08817993849515915,
-0.06278501451015472,
-0.0506056547164917,
0.019931364804506302,
0.06955337524414062,
-0.06459488719701767,
3.680277386488758e-33,
-0.007619489915668964,
-0.006326118018478155,
0.04403823986649513,
-0.04633214697241783,
0.02592535689473152,
-0.03648782894015312,
-0.09809698909521103,
-0.07163707911968231,
-0.04034224525094032,
0.023417934775352478,
-0.04016026854515076,
0.03498141095042229,
-0.016583269461989403,
0.05103909224271774,
0.02030191384255886,
-0.049912597984075546,
-0.024524040520191193,
-0.039034709334373474,
0.10467620939016342,
-0.07727701216936111,
-0.04596061259508133,
-0.045275479555130005,
-0.037264373153448105,
-0.022210298106074333,
-0.046409476548433304,
-0.04471074044704437,
-0.03332452103495598,
0.02385038696229458,
-0.006759314797818661,
-0.01011619158089161,
0.01324326079338789,
-0.04080193489789963,
-0.006537760142236948,
0.02873898856341839,
0.12423564493656158,
-0.012189848348498344,
0.04157598316669464,
0.02902975305914879,
-0.005373599473387003,
0.0809599831700325,
-0.003856821684166789,
-0.07715458422899246,
-0.014765752479434013,
-0.07536867260932922,
0.04123823344707489,
0.01350583229213953,
-0.016940347850322723,
0.021692190319299698,
0.003213129471987486,
0.05381052568554878,
-0.06876252591609955,
-0.027684500440955162,
0.053566839545965195,
-0.052146922796964645,
0.01703011244535446,
0.020832618698477745,
-0.014081559143960476,
-0.03167641535401344,
-0.09298715740442276,
0.11326353996992111,
-0.002557185711339116,
0.03367678448557854,
0.06855440884828568,
-0.04562966153025627,
0.052762825042009354,
0.0591776967048645,
-0.09172462671995163,
-0.06664304435253143,
0.04817456379532814,
0.058839622884988785,
0.04527750611305237,
0.02574695087969303,
-0.05076470598578453,
-0.10672487318515778,
-0.00015449531201738864,
0.01890050806105137,
-0.038711175322532654,
0.09558472037315369,
-0.14512023329734802,
0.056847721338272095,
0.11272386461496353,
-0.06409861892461777,
-0.06757771968841553,
0.06817963719367981,
-0.01903001219034195,
-0.01875055767595768,
0.04110955819487572,
0.021793443709611893,
-0.1278708130121231,
0.038258038461208344,
-0.008221550844609737,
-0.06235618144273758,
0.09278339892625809,
0.005595514550805092,
0.0014793522423133254,
-6.617494671780008e-33,
0.04704607278108597,
-0.024143388494849205,
0.14085401594638824,
0.02307180128991604,
0.05395476147532463,
0.09688761085271835,
-0.06222042441368103,
-0.028182435780763626,
-0.031024986878037453,
0.03143316134810448,
0.07951665669679642,
0.009422806091606617,
-0.033925533294677734,
0.020864685997366905,
-0.029662776738405228,
-0.045886967331171036,
0.02967715822160244,
0.0025733429938554764,
0.06208407133817673,
-0.02341538481414318,
-0.05470399931073189,
0.021350746974349022,
0.06253455579280853,
-0.0024047160986810923,
0.06412434577941895,
-0.011885251849889755,
-0.020841380581259727,
0.09129246324300766,
-0.013897348195314407,
0.07319377362728119,
-0.0907096415758133,
-0.0015936101553961635,
0.03657912462949753,
-0.03338862955570221,
0.03805600851774216,
0.10727997124195099,
-0.017328616231679916,
0.026842622086405754,
0.04218294471502304,
-0.05176706612110138,
0.017609650269150734,
0.007064371835440397,
-0.05296348035335541,
0.037445034831762314,
0.06491420418024063,
0.03417075797915459,
0.00703189754858613,
0.06058594584465027,
-0.07028601318597794,
0.04914328455924988,
0.032598741352558136,
-0.0017479765228927135,
-0.016608133912086487,
-0.0906413197517395,
-0.028436163440346718,
0.05192307010293007,
0.066647008061409,
0.007871060632169247,
0.005533718969672918,
-0.0567212775349617,
-0.05921800434589386,
-0.08812747895717621,
-0.003163226181641221,
-0.05531923100352287,
-0.04906190559267998,
0.01591780222952366,
0.028099270537495613,
-0.014641771093010902,
0.04690169915556908,
0.05318246781826019,
-0.007578976918011904,
0.04799835756421089,
0.017191987484693527,
0.049036554992198944,
-0.0004366260254755616,
0.01321241445839405,
-0.009475478902459145,
-0.08184889703989029,
-0.0453120656311512,
-0.005409593693912029,
-0.040031835436820984,
0.042350105941295624,
-0.016009502112865448,
-0.08451243489980698,
-0.05192970857024193,
-0.04530641436576843,
0.009617667645215988,
0.04998502880334854,
-0.004780931398272514,
-0.009813595563173294,
0.057554230093955994,
0.02125503681600094,
-0.04618116840720177,
0.03805695101618767,
-0.013809124007821083,
-4.50579875632684e-8,
0.07694236934185028,
-0.06674443930387497,
0.008246001787483692,
-0.0022410862147808075,
0.036517102271318436,
0.03175938501954079,
0.06143806502223015,
-0.12451744079589844,
0.04231226071715355,
0.008240989409387112,
0.04856489226222038,
-0.0005010781460441649,
-0.006395882926881313,
-0.001397597836330533,
0.0012404985027387738,
-0.00007372932304861024,
-0.07414700835943222,
0.012467780150473118,
-0.049496494233608246,
-0.0648423582315445,
-0.03374573215842247,
-0.03294118121266365,
-0.05901147797703743,
0.07126511633396149,
0.06804599612951279,
-0.02207469381392002,
-0.0395129919052124,
-0.0625673234462738,
-0.002039689337834716,
-0.014982489868998528,
0.04931344464421272,
0.011691260151565075,
-0.04408542066812515,
-0.02460845373570919,
-0.09778685867786407,
-0.04367174953222275,
-0.07078313082456589,
-0.036925461143255234,
0.02274962142109871,
-0.04168485105037689,
-0.046891890466213226,
0.0324440598487854,
-0.1031610518693924,
0.028258491307497025,
0.03629942983388901,
0.014775993302464485,
0.03521410748362541,
0.0011880849488079548,
0.02066759392619133,
-0.00987845566123724,
-0.027220167219638824,
-0.03117075376212597,
-0.01804385520517826,
-0.091417595744133,
-0.07321511954069138,
0.005280488170683384,
-0.046298157423734665,
-0.047317542135715485,
-0.012803211808204651,
-0.04187924414873123,
-0.08062892407178879,
0.0011247365036979318,
-0.019801774993538857,
-0.14976346492767334
] |
1402.5575
|
Yoshiyuki Kuramoto
|
Yoshiyuki Kuramoto and Hiroshi Okuda
|
High-accuracy absolute distance measurement by two-wavelength double
heterodyne interferometry with variable synthetic wavelengths
|
7 pages
| null | null | null |
physics.ins-det physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present an absolute distance measurement interferometer based on a two
wavelength interferometer and a variable synthetic wavelength technique. The
wavelength scanning range was 12 GHz, realized with a phase accuracy of 1.0
m{\lambda} by heterodyne detection at each measurement wavelength. This small
wavelength scanning range enabled the use of distributed feedback laser diodes
as an interferometer light source and a fast 20 ms wavelength scanning time by
injection current control. We demonstrated a measurement range of up to 1.5 m
and an accuracy better than 1.2 nm in comparison with a displacement
measurement interferometer, corresponding to a relative accuracy of 10-9. In
addition, we also proposed expanding the range of maximum measurement and
compensation of refractive index of air for linear colliders.
|
[
{
"created": "Sun, 23 Feb 2014 04:12:42 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Kuramoto",
"Yoshiyuki",
""
],
[
"Okuda",
"Hiroshi",
""
]
] |
[
-0.0020380665082484484,
0.034799013286828995,
0.0019737305119633675,
0.003411866258829832,
-0.052276089787483215,
-0.05814091116189957,
-0.027218839153647423,
0.009662309661507607,
-0.016583487391471863,
-0.017296064645051956,
0.024393931031227112,
-0.012579414062201977,
0.009630833752453327,
-0.05482244864106178,
-0.05707472190260887,
0.06403236091136932,
0.08642203360795975,
0.003823226783424616,
0.05760281905531883,
0.008155825547873974,
0.0021121313329786062,
-0.005654934793710709,
-0.03552190586924553,
-0.0014985704328864813,
-0.034565847367048264,
-0.01904374174773693,
-0.07695889472961426,
-0.048413824290037155,
-0.0075613632798194885,
0.0789458304643631,
0.052826568484306335,
-0.05553857609629631,
-0.1050897091627121,
0.047930389642715454,
0.005143033806234598,
-0.0847078189253807,
0.08879516273736954,
-0.041548896580934525,
0.0247819721698761,
-0.024065040051937103,
0.015127928927540779,
0.030032461509108543,
0.01953723095357418,
-0.03437637537717819,
0.0749475359916687,
0.07041925191879272,
-0.08715362846851349,
-0.008614095859229565,
-0.08264186978340149,
0.007915085181593895,
-0.012410340830683708,
0.0028235549107193947,
0.05482272803783417,
0.016926907002925873,
0.03548378869891167,
0.15217232704162598,
-0.04005420207977295,
-0.013692690059542656,
0.06020192801952362,
0.020988503471016884,
-0.011498321779072285,
0.003647306002676487,
-0.008295947685837746,
-0.05771015211939812,
-0.13819529116153717,
-0.030817583203315735,
0.01772197149693966,
0.06935714185237885,
0.0016552212182432413,
0.04533994942903519,
-0.013770435005426407,
0.05375240370631218,
0.022859830409288406,
-0.011069487780332565,
0.049202557653188705,
0.00874052383005619,
0.010430541820824146,
0.014775458723306656,
-0.01280262041836977,
0.05062010884284973,
-0.0030997823923826218,
-0.018996214494109154,
-0.010861091315746307,
-0.03674476966261864,
0.021001197397708893,
-0.015577052719891071,
0.04039876535534859,
0.021439597010612488,
-0.030434831976890564,
-0.10284827649593353,
-0.020858557894825935,
-0.0740126222372055,
-0.12945495545864105,
-0.047939978539943695,
0.004026538692414761,
-0.03531969338655472,
0.058869436383247375,
-0.008363373577594757,
0.02489003911614418,
0.03704705834388733,
0.04716506972908974,
-0.0828421413898468,
-0.1135796383023262,
0.01779121160507202,
-0.13551907241344452,
0.056906506419181824,
0.02207314968109131,
0.02072775922715664,
-0.03291814401745796,
-0.0021442901343107224,
0.06354688853025436,
0.006120241247117519,
-0.011861410923302174,
-0.04988322779536247,
0.07254019379615784,
-0.018991990014910698,
0.0030120969749987125,
0.013260516338050365,
0.052261482924222946,
-0.08480013161897659,
-0.11779805272817612,
0.04719392955303192,
0.003927294164896011,
0.04028166085481644,
0.09392870217561722,
0.021470487117767334,
0.05306990444660187,
4.361774185304314e-34,
-0.001201127888634801,
0.030166877433657646,
-0.03058754652738571,
0.01823064684867859,
-0.055356547236442566,
-0.019900426268577576,
0.01189472246915102,
0.11842440813779831,
0.006045265588909388,
-0.023509759455919266,
0.00661780871450901,
0.02739492803812027,
-0.044007640331983566,
-0.07781484723091125,
0.03438542038202286,
0.01613067090511322,
0.04984171688556671,
0.06977144628763199,
-0.012480574660003185,
0.01775335520505905,
-0.027411948889493942,
-0.09728208184242249,
0.004850371740758419,
0.019016893580555916,
0.02609292045235634,
0.06098384037613869,
-0.01808762736618519,
0.09101296961307526,
-0.01042675506323576,
-0.03816646337509155,
0.04582915082573891,
0.11001573503017426,
0.05988180264830589,
0.015009227208793163,
0.02776750735938549,
0.005118622910231352,
-0.05333190783858299,
0.06578681617975235,
0.010748506523668766,
0.03699370101094246,
0.017509113997220993,
0.0894380658864975,
0.04606929048895836,
-0.05908013880252838,
0.03800676390528679,
0.024183614179491997,
-0.09231948107481003,
0.011664810590445995,
0.008363493718206882,
-0.008357756771147251,
-0.002047518966719508,
-0.0038119505625218153,
-0.054598983377218246,
0.06400622427463531,
0.08808766305446625,
0.02821364998817444,
0.02641529031097889,
-0.0337614007294178,
0.0567149817943573,
-0.013074733316898346,
-0.08647353202104568,
-0.08494282513856888,
0.05386057123541832,
0.022211553528904915,
-0.006320167798548937,
0.021251386031508446,
0.026656020432710648,
0.11474078893661499,
-0.014338710345327854,
0.014491399750113487,
-0.008542743511497974,
0.03418956696987152,
0.04466820880770683,
-0.0841788500547409,
0.061039313673973083,
-0.0016304331365972757,
-0.09163479506969452,
0.0406375378370285,
-0.008295956067740917,
0.08083076030015945,
0.030651168897747993,
-0.00550369406118989,
0.0008577806293033063,
-0.030808769166469574,
-0.046992652118206024,
-0.02434559538960457,
-0.05634830519556999,
0.006911442615091801,
0.015051144175231457,
-0.03371031582355499,
-0.00544395437464118,
-0.012131992727518082,
-0.030498970299959183,
-0.016742493957281113,
0.004756167996674776,
-2.4345457788369003e-33,
0.0621676929295063,
-0.06646338105201721,
0.041716352105140686,
0.06498325616121292,
0.023292234167456627,
0.0039700730703771114,
0.052819885313510895,
0.021455535665154457,
0.012415085919201374,
0.07877238094806671,
0.022966977208852768,
0.049396853893995285,
-0.024898136034607887,
-0.01818685606122017,
-0.0663364976644516,
0.058701492846012115,
-0.07511166483163834,
-0.006285170558840036,
0.10606168955564499,
-0.044182926416397095,
0.07292194664478302,
-0.014671425335109234,
0.04014913737773895,
0.007203585468232632,
0.06301701068878174,
0.02962721884250641,
0.07194960117340088,
-0.037469882518053055,
-0.05333900824189186,
-0.04816250503063202,
-0.02098993957042694,
-0.04356668144464493,
0.13512228429317474,
-0.0015543176559731364,
0.10929997265338898,
0.023788001388311386,
0.05337853357195854,
-0.0888868123292923,
-0.027285682037472725,
0.00843158271163702,
-0.014551619999110699,
0.07600481063127518,
-0.052921440452337265,
-0.02244962565600872,
-0.019215917214751244,
0.04326219856739044,
0.034289199858903885,
-0.041876185685396194,
0.04160256311297417,
-0.056109026074409485,
-0.01218915544450283,
-0.04574226960539818,
-0.0304702278226614,
-0.0012629927368834615,
0.09807445853948593,
-0.03200715407729149,
-0.04796468839049339,
0.011601892299950123,
-0.04775656759738922,
0.06567572802305222,
0.012747013941407204,
-0.050510600209236145,
-0.050956182181835175,
0.03310052305459976,
0.004330920055508614,
0.11221253871917725,
0.07067651301622391,
0.08650042116641998,
0.00825507752597332,
0.018398120999336243,
0.007623232435435057,
0.021527621895074844,
0.08620291203260422,
-0.03309299051761627,
0.039471834897994995,
-0.041476164013147354,
0.036005355417728424,
-0.011710761114954948,
-0.03342589735984802,
0.1176644042134285,
-0.020663075149059296,
-0.09064637124538422,
-0.014960267581045628,
0.024133838713169098,
-0.03633449599146843,
-0.02927803061902523,
-0.00686518382281065,
-0.02486998401582241,
-0.06889612227678299,
0.01593514159321785,
-0.005686990916728973,
0.06193671375513077,
0.02293323539197445,
-0.13654504716396332,
0.004196392837911844,
-4.753290738790383e-8,
0.031112974509596825,
0.0444369837641716,
-0.053736746311187744,
-0.04273573309183121,
-0.11233315616846085,
-0.05724434182047844,
-0.0340757891535759,
0.019371017813682556,
-0.03152983635663986,
-0.01326979510486126,
-0.0068505131639540195,
-0.10293068736791611,
-0.018983855843544006,
0.02790134586393833,
0.062134888023138046,
-0.1040138527750969,
-0.02181853912770748,
-0.12819179892539978,
0.009512901306152344,
0.05208803713321686,
-0.011028466746211052,
0.00772634195163846,
0.10766366124153137,
-0.07023445516824722,
-0.028416689485311508,
0.00802509393543005,
-0.051951754838228226,
0.00982083473354578,
0.011883582919836044,
0.01766050234436989,
-0.004828756675124168,
0.00804273784160614,
-0.06211300566792488,
0.051602572202682495,
-0.030795305967330933,
0.005733606871217489,
-0.05641922354698181,
0.01565908081829548,
0.08231765031814575,
0.006494997069239616,
-0.08900655061006546,
0.04058709368109703,
-0.1115799993276596,
-0.004880410619080067,
-0.0069232783280313015,
0.009929273277521133,
0.07907496392726898,
-0.022905342280864716,
-0.08930154144763947,
-0.03921837732195854,
0.01817632094025612,
0.0732019916176796,
-0.01075458712875843,
-0.07514646649360657,
-0.02919698692858219,
-0.009574703872203827,
-0.009073227643966675,
-0.10763150453567505,
-0.015362189151346684,
-0.02263171784579754,
-0.04876929894089699,
-0.10702859610319138,
-0.012432791292667389,
0.028139349073171616
] | null | null | null | null | null | null | null |
[
-0.0020380665082484484,
0.034799013286828995,
0.0019737305119633675,
0.003411866258829832,
-0.052276089787483215,
-0.05814091116189957,
-0.027218839153647423,
0.009662309661507607,
-0.016583487391471863,
-0.017296064645051956,
0.024393931031227112,
-0.012579414062201977,
0.009630833752453327,
-0.05482244864106178,
-0.05707472190260887,
0.06403236091136932,
0.08642203360795975,
0.003823226783424616,
0.05760281905531883,
0.008155825547873974,
0.0021121313329786062,
-0.005654934793710709,
-0.03552190586924553,
-0.0014985704328864813,
-0.034565847367048264,
-0.01904374174773693,
-0.07695889472961426,
-0.048413824290037155,
-0.0075613632798194885,
0.0789458304643631,
0.052826568484306335,
-0.05553857609629631,
-0.1050897091627121,
0.047930389642715454,
0.005143033806234598,
-0.0847078189253807,
0.08879516273736954,
-0.041548896580934525,
0.0247819721698761,
-0.024065040051937103,
0.015127928927540779,
0.030032461509108543,
0.01953723095357418,
-0.03437637537717819,
0.0749475359916687,
0.07041925191879272,
-0.08715362846851349,
-0.008614095859229565,
-0.08264186978340149,
0.007915085181593895,
-0.012410340830683708,
0.0028235549107193947,
0.05482272803783417,
0.016926907002925873,
0.03548378869891167,
0.15217232704162598,
-0.04005420207977295,
-0.013692690059542656,
0.06020192801952362,
0.020988503471016884,
-0.011498321779072285,
0.003647306002676487,
-0.008295947685837746,
-0.05771015211939812,
-0.13819529116153717,
-0.030817583203315735,
0.01772197149693966,
0.06935714185237885,
0.0016552212182432413,
0.04533994942903519,
-0.013770435005426407,
0.05375240370631218,
0.022859830409288406,
-0.011069487780332565,
0.049202557653188705,
0.00874052383005619,
0.010430541820824146,
0.014775458723306656,
-0.01280262041836977,
0.05062010884284973,
-0.0030997823923826218,
-0.018996214494109154,
-0.010861091315746307,
-0.03674476966261864,
0.021001197397708893,
-0.015577052719891071,
0.04039876535534859,
0.021439597010612488,
-0.030434831976890564,
-0.10284827649593353,
-0.020858557894825935,
-0.0740126222372055,
-0.12945495545864105,
-0.047939978539943695,
0.004026538692414761,
-0.03531969338655472,
0.058869436383247375,
-0.008363373577594757,
0.02489003911614418,
0.03704705834388733,
0.04716506972908974,
-0.0828421413898468,
-0.1135796383023262,
0.01779121160507202,
-0.13551907241344452,
0.056906506419181824,
0.02207314968109131,
0.02072775922715664,
-0.03291814401745796,
-0.0021442901343107224,
0.06354688853025436,
0.006120241247117519,
-0.011861410923302174,
-0.04988322779536247,
0.07254019379615784,
-0.018991990014910698,
0.0030120969749987125,
0.013260516338050365,
0.052261482924222946,
-0.08480013161897659,
-0.11779805272817612,
0.04719392955303192,
0.003927294164896011,
0.04028166085481644,
0.09392870217561722,
0.021470487117767334,
0.05306990444660187,
4.361774185304314e-34,
-0.001201127888634801,
0.030166877433657646,
-0.03058754652738571,
0.01823064684867859,
-0.055356547236442566,
-0.019900426268577576,
0.01189472246915102,
0.11842440813779831,
0.006045265588909388,
-0.023509759455919266,
0.00661780871450901,
0.02739492803812027,
-0.044007640331983566,
-0.07781484723091125,
0.03438542038202286,
0.01613067090511322,
0.04984171688556671,
0.06977144628763199,
-0.012480574660003185,
0.01775335520505905,
-0.027411948889493942,
-0.09728208184242249,
0.004850371740758419,
0.019016893580555916,
0.02609292045235634,
0.06098384037613869,
-0.01808762736618519,
0.09101296961307526,
-0.01042675506323576,
-0.03816646337509155,
0.04582915082573891,
0.11001573503017426,
0.05988180264830589,
0.015009227208793163,
0.02776750735938549,
0.005118622910231352,
-0.05333190783858299,
0.06578681617975235,
0.010748506523668766,
0.03699370101094246,
0.017509113997220993,
0.0894380658864975,
0.04606929048895836,
-0.05908013880252838,
0.03800676390528679,
0.024183614179491997,
-0.09231948107481003,
0.011664810590445995,
0.008363493718206882,
-0.008357756771147251,
-0.002047518966719508,
-0.0038119505625218153,
-0.054598983377218246,
0.06400622427463531,
0.08808766305446625,
0.02821364998817444,
0.02641529031097889,
-0.0337614007294178,
0.0567149817943573,
-0.013074733316898346,
-0.08647353202104568,
-0.08494282513856888,
0.05386057123541832,
0.022211553528904915,
-0.006320167798548937,
0.021251386031508446,
0.026656020432710648,
0.11474078893661499,
-0.014338710345327854,
0.014491399750113487,
-0.008542743511497974,
0.03418956696987152,
0.04466820880770683,
-0.0841788500547409,
0.061039313673973083,
-0.0016304331365972757,
-0.09163479506969452,
0.0406375378370285,
-0.008295956067740917,
0.08083076030015945,
0.030651168897747993,
-0.00550369406118989,
0.0008577806293033063,
-0.030808769166469574,
-0.046992652118206024,
-0.02434559538960457,
-0.05634830519556999,
0.006911442615091801,
0.015051144175231457,
-0.03371031582355499,
-0.00544395437464118,
-0.012131992727518082,
-0.030498970299959183,
-0.016742493957281113,
0.004756167996674776,
-2.4345457788369003e-33,
0.0621676929295063,
-0.06646338105201721,
0.041716352105140686,
0.06498325616121292,
0.023292234167456627,
0.0039700730703771114,
0.052819885313510895,
0.021455535665154457,
0.012415085919201374,
0.07877238094806671,
0.022966977208852768,
0.049396853893995285,
-0.024898136034607887,
-0.01818685606122017,
-0.0663364976644516,
0.058701492846012115,
-0.07511166483163834,
-0.006285170558840036,
0.10606168955564499,
-0.044182926416397095,
0.07292194664478302,
-0.014671425335109234,
0.04014913737773895,
0.007203585468232632,
0.06301701068878174,
0.02962721884250641,
0.07194960117340088,
-0.037469882518053055,
-0.05333900824189186,
-0.04816250503063202,
-0.02098993957042694,
-0.04356668144464493,
0.13512228429317474,
-0.0015543176559731364,
0.10929997265338898,
0.023788001388311386,
0.05337853357195854,
-0.0888868123292923,
-0.027285682037472725,
0.00843158271163702,
-0.014551619999110699,
0.07600481063127518,
-0.052921440452337265,
-0.02244962565600872,
-0.019215917214751244,
0.04326219856739044,
0.034289199858903885,
-0.041876185685396194,
0.04160256311297417,
-0.056109026074409485,
-0.01218915544450283,
-0.04574226960539818,
-0.0304702278226614,
-0.0012629927368834615,
0.09807445853948593,
-0.03200715407729149,
-0.04796468839049339,
0.011601892299950123,
-0.04775656759738922,
0.06567572802305222,
0.012747013941407204,
-0.050510600209236145,
-0.050956182181835175,
0.03310052305459976,
0.004330920055508614,
0.11221253871917725,
0.07067651301622391,
0.08650042116641998,
0.00825507752597332,
0.018398120999336243,
0.007623232435435057,
0.021527621895074844,
0.08620291203260422,
-0.03309299051761627,
0.039471834897994995,
-0.041476164013147354,
0.036005355417728424,
-0.011710761114954948,
-0.03342589735984802,
0.1176644042134285,
-0.020663075149059296,
-0.09064637124538422,
-0.014960267581045628,
0.024133838713169098,
-0.03633449599146843,
-0.02927803061902523,
-0.00686518382281065,
-0.02486998401582241,
-0.06889612227678299,
0.01593514159321785,
-0.005686990916728973,
0.06193671375513077,
0.02293323539197445,
-0.13654504716396332,
0.004196392837911844,
-4.753290738790383e-8,
0.031112974509596825,
0.0444369837641716,
-0.053736746311187744,
-0.04273573309183121,
-0.11233315616846085,
-0.05724434182047844,
-0.0340757891535759,
0.019371017813682556,
-0.03152983635663986,
-0.01326979510486126,
-0.0068505131639540195,
-0.10293068736791611,
-0.018983855843544006,
0.02790134586393833,
0.062134888023138046,
-0.1040138527750969,
-0.02181853912770748,
-0.12819179892539978,
0.009512901306152344,
0.05208803713321686,
-0.011028466746211052,
0.00772634195163846,
0.10766366124153137,
-0.07023445516824722,
-0.028416689485311508,
0.00802509393543005,
-0.051951754838228226,
0.00982083473354578,
0.011883582919836044,
0.01766050234436989,
-0.004828756675124168,
0.00804273784160614,
-0.06211300566792488,
0.051602572202682495,
-0.030795305967330933,
0.005733606871217489,
-0.05641922354698181,
0.01565908081829548,
0.08231765031814575,
0.006494997069239616,
-0.08900655061006546,
0.04058709368109703,
-0.1115799993276596,
-0.004880410619080067,
-0.0069232783280313015,
0.009929273277521133,
0.07907496392726898,
-0.022905342280864716,
-0.08930154144763947,
-0.03921837732195854,
0.01817632094025612,
0.0732019916176796,
-0.01075458712875843,
-0.07514646649360657,
-0.02919698692858219,
-0.009574703872203827,
-0.009073227643966675,
-0.10763150453567505,
-0.015362189151346684,
-0.02263171784579754,
-0.04876929894089699,
-0.10702859610319138,
-0.012432791292667389,
0.028139349073171616
] |
1402.5576
|
Jie Ren
|
Nianbei Li, Jie Ren
|
Non-Reciprocal Geometric Wave Diode by Engineering Asymmetric Shapes of
Nonlinear Materials
|
4 figures
|
Scientific Reports 4, 6228 (2014)
|
10.1038/srep06228
| null |
cond-mat.mes-hall physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Unidirectional nonreciprocal transport is at the heart of many fundamental
problems and applications in both science and technology. Here we study the
novel design of wave diode devices by engineering asymmetric shapes of
nonlinear materials to realize the function of non-reciprocal wave
propagations. We first show analytical results revealing that both nonlinearity
and asymmetry are necessary to induce such non-reciprocal (asymmetric) wave
propagations. Detailed numerical simulations are further performed for a more
realistic geometric wave diode model with typical asymmetric shape, where good
non-reciprocal wave diode effect is demonstrated. Finally, we discuss the
scalability of geometric wave diodes. The results open a flexible way for
designing wave diodes efficiently simply through shape engineering of nonlinear
materials, which may find broad implications in controlling energy, mass and
information transports.
|
[
{
"created": "Sun, 23 Feb 2014 04:12:53 GMT",
"version": "v1"
}
] |
2015-09-10
|
[
[
"Li",
"Nianbei",
""
],
[
"Ren",
"Jie",
""
]
] |
[
-0.07738641649484634,
-0.013172532431781292,
0.03479883447289467,
0.04515419900417328,
-0.06850705295801163,
-0.15301036834716797,
-0.017054997384548187,
-0.016606563702225685,
-0.006586974021047354,
0.04758377745747566,
0.039245061576366425,
0.020043546333909035,
-0.02744738757610321,
0.04415614902973175,
0.0018307350110262632,
-0.003215187694877386,
0.002563419286161661,
-0.02275756187736988,
-0.004989602603018284,
0.0790194496512413,
0.048583488911390305,
-0.04238494113087654,
-0.0051791369915008545,
0.013479664921760559,
0.10187099128961563,
0.01419132575392723,
0.05443132296204567,
-0.02942640520632267,
-0.055372580885887146,
-0.04640917479991913,
0.056366775184869766,
-0.032331258058547974,
-0.10538715124130249,
0.09461034834384918,
-0.08012799173593521,
0.07440998405218124,
-0.004198337905108929,
0.03788527846336365,
0.0075174858793616295,
-0.003027352038770914,
0.01168893463909626,
0.04876646399497986,
0.01883333921432495,
0.07629456371068954,
0.0077134487219154835,
-0.14869116246700287,
-0.06657296419143677,
0.03359303995966911,
-0.03814103454351425,
-0.10144127905368805,
-0.03349728509783745,
0.05209920182824135,
-0.03942357376217842,
0.06124189496040344,
-0.007071781437844038,
0.03327052667737007,
0.022639187052845955,
0.02909979224205017,
-0.03897135332226753,
0.005135115701705217,
0.06521731615066528,
-0.017589934170246124,
0.05809765309095383,
-0.09786342084407806,
-0.13622896373271942,
-0.009580126963555813,
-0.06470385938882828,
0.036734260618686676,
0.005729245487600565,
0.10459683835506439,
-0.026217447593808174,
0.0006995893199928105,
0.02075299061834812,
-0.08354124426841736,
0.09667811542749405,
-0.044957030564546585,
-0.05479323863983154,
0.19780634343624115,
-0.02397405542433262,
0.04453697428107262,
-0.057946085929870605,
-0.040329933166503906,
0.03028317354619503,
0.014311155304312706,
0.01824662834405899,
0.07621727883815765,
-0.0007364751654677093,
-0.044887613505125046,
-0.013934477232396603,
-0.020631393417716026,
-0.08927849680185318,
0.04703381285071373,
-0.00823493953794241,
-0.0012540140887722373,
0.08029523491859436,
-0.0811343863606453,
0.006561079528182745,
0.03595906123518944,
0.005410805810242891,
0.03058493882417679,
0.03931664675474167,
0.00854643527418375,
-0.06068747118115425,
0.010921947658061981,
-0.09914183616638184,
0.008050402626395226,
0.0007010831031948328,
0.029766928404569626,
0.0015704793622717261,
-0.037966880947351456,
0.054699644446372986,
0.04640333354473114,
-0.0009245329420082271,
0.04997428134083748,
-0.061709169298410416,
-0.09214210510253906,
0.0035602396819740534,
-0.019581878557801247,
0.02993215061724186,
-0.004685209132730961,
-0.050072431564331055,
0.05097821727395058,
-0.03467907756567001,
0.05551610887050629,
-0.04764321446418762,
0.10967345535755157,
-0.00750333908945322,
8.30779071240217e-34,
-0.06909137964248657,
0.08060029149055481,
-0.008668245747685432,
-0.018502255901694298,
-0.001184501452371478,
0.036513086408376694,
0.0025111648719757795,
-0.00026237493148073554,
0.0576467327773571,
-0.1347053349018097,
-0.09539833664894104,
0.04717927426099777,
-0.05593797564506531,
0.03260483965277672,
0.06015240028500557,
-0.04776956886053085,
0.01603241264820099,
-0.009602953679859638,
0.027001280337572098,
0.03634032607078552,
0.009782906621694565,
0.007251397706568241,
-0.061140257865190506,
-0.02571091055870056,
-0.000589221075642854,
-0.05189293995499611,
-0.06871549785137177,
-0.02132059819996357,
0.018829213455319405,
0.000445505662355572,
0.0162553358823061,
0.0068343630991876125,
0.08829198777675629,
-0.03591979295015335,
0.052809104323387146,
0.06533990055322647,
0.0034542258363217115,
0.013399642892181873,
-0.030963366851210594,
0.009027921594679356,
-0.06139729544520378,
-0.029265856370329857,
0.015134405344724655,
0.02246197499334812,
-0.03997544199228287,
-0.06410330533981323,
0.05915065109729767,
-0.019433367997407913,
-0.05571688339114189,
-0.12661157548427582,
-0.011851785704493523,
0.016531892120838165,
-0.011232181452214718,
-0.007750367280095816,
0.023456798866391182,
-0.05542824789881706,
0.02886868454515934,
-0.08201977610588074,
0.04577277973294258,
0.058478232473134995,
0.0374797098338604,
-0.0063410489819943905,
0.035864390432834625,
-0.054382164031267166,
-0.11399909108877182,
-0.05483328551054001,
0.04718566685914993,
0.03833599016070366,
-0.025182846933603287,
-0.004786312580108643,
0.04880938678979874,
0.04340282082557678,
-0.05550473555922508,
-0.005912187043577433,
0.0037264928687363863,
0.01445835456252098,
-0.00591154582798481,
0.0022327029146254063,
0.08676964044570923,
-0.01897686906158924,
-0.0030669509433209896,
-0.043245166540145874,
-0.013309932313859463,
-0.027298837900161743,
-0.03287946432828903,
0.009479250758886337,
0.03685329109430313,
-0.08754362910985947,
-0.015744350850582123,
0.003980614244937897,
-0.04504457861185074,
0.008279366418719292,
0.060733817517757416,
-0.036793049424886703,
0.05682160332798958,
-3.5334768765122705e-33,
-0.03091934137046337,
0.02721669338643551,
-0.010095695033669472,
-0.028512664139270782,
0.035446446388959885,
0.1374485045671463,
0.008365221321582794,
0.03838374838232994,
0.0998942106962204,
-0.02361299656331539,
0.056401047855615616,
-0.03655921667814255,
-0.006408585235476494,
-0.014388548210263252,
-0.008869122713804245,
0.025629082694649696,
0.0254671648144722,
0.005805144086480141,
-0.038979075849056244,
-0.023268189281225204,
0.09723811596632004,
0.04120717570185661,
-0.029457081109285355,
0.024068325757980347,
-0.020072028040885925,
0.0213260930031538,
-0.01776440441608429,
0.03932037577033043,
-0.025909114629030228,
0.03944233059883118,
-0.033512361347675323,
0.09545275568962097,
0.051276855170726776,
-0.06748838722705841,
-0.002690910594537854,
0.05963166430592537,
-0.05988401547074318,
0.005595729220658541,
0.03218035772442818,
-0.10525595396757126,
0.000565201451536268,
0.04293767735362053,
0.08939003199338913,
0.01627136766910553,
-0.06386817991733551,
-0.01743166707456112,
0.03158529847860336,
0.04065322503447533,
0.017477288842201233,
-0.009130564518272877,
-0.009591775014996529,
-0.012141958810389042,
0.042632512748241425,
-0.00046806863974779844,
-0.008991815149784088,
0.01971353217959404,
-0.05084150284528732,
0.006139757577329874,
0.04669719934463501,
0.02410837635397911,
-0.07852546870708466,
-0.0924551859498024,
0.04325833544135094,
-0.06009348854422569,
-0.11444926261901855,
-0.06830666214227676,
0.0015713759930804372,
0.05621804669499397,
-0.032063569873571396,
-0.032930903136730194,
-0.07206841558218002,
0.02061895653605461,
-0.02757347747683525,
-0.03303533419966698,
-0.04153020307421684,
-0.054937198758125305,
0.008921228349208832,
0.06760580837726593,
-0.021586420014500618,
0.0258957352489233,
0.08703572303056717,
0.048417478799819946,
0.011060538701713085,
-0.08642180263996124,
0.010938981547951698,
-0.05912783369421959,
0.06723692268133163,
-0.07525219023227692,
-0.029587088152766228,
0.14227469265460968,
0.06331270188093185,
-0.03143063560128212,
-0.006582362577319145,
0.019948584958910942,
0.07277189195156097,
-4.086683347281905e-8,
0.01727176457643509,
-0.020855257287621498,
0.05664190277457237,
-0.0849604606628418,
-0.11352857202291489,
-0.04560631141066551,
0.03457898646593094,
-0.0007916897302493453,
-0.03209454566240311,
-0.07458259165287018,
-0.01094734575599432,
-0.058147117495536804,
-0.025808043777942657,
-0.048046428710222244,
-0.02899528667330742,
0.1131516769528389,
0.044097818434238434,
0.03528931364417076,
0.07445072382688522,
-0.03403325751423836,
-0.05850420147180557,
-0.022130101919174194,
-0.011857115663588047,
0.025092318654060364,
0.05157962441444397,
0.008044421672821045,
-0.058101586997509,
-0.0479285791516304,
0.05760644003748894,
0.014032457955181599,
-0.020259536802768707,
0.024856174364686012,
-0.003942437935620546,
0.0673985555768013,
-0.04746832326054573,
-0.09842406958341599,
-0.016617026180028915,
0.005878147203475237,
-0.04954356700181961,
-0.0036566024646162987,
0.049828968942165375,
0.0038677190896123648,
0.05324026569724083,
0.01433326955884695,
-0.040459342300891876,
0.054581813514232635,
0.017951559275388718,
0.06359663605690002,
-0.05455493554472923,
0.12255170941352844,
0.015086513943970203,
-0.003129464341327548,
0.049865152686834335,
-0.025328949093818665,
-0.016202090308070183,
0.05025677755475044,
-0.048162590712308884,
-0.002136918483301997,
-0.037215735763311386,
-0.05633838102221489,
0.02032363973557949,
0.05266484245657921,
0.008952227421104908,
0.05403555557131767
] | null | null | null | null | null | null | null |
[
-0.07738641649484634,
-0.013172532431781292,
0.03479883447289467,
0.04515419900417328,
-0.06850705295801163,
-0.15301036834716797,
-0.017054997384548187,
-0.016606563702225685,
-0.006586974021047354,
0.04758377745747566,
0.039245061576366425,
0.020043546333909035,
-0.02744738757610321,
0.04415614902973175,
0.0018307350110262632,
-0.003215187694877386,
0.002563419286161661,
-0.02275756187736988,
-0.004989602603018284,
0.0790194496512413,
0.048583488911390305,
-0.04238494113087654,
-0.0051791369915008545,
0.013479664921760559,
0.10187099128961563,
0.01419132575392723,
0.05443132296204567,
-0.02942640520632267,
-0.055372580885887146,
-0.04640917479991913,
0.056366775184869766,
-0.032331258058547974,
-0.10538715124130249,
0.09461034834384918,
-0.08012799173593521,
0.07440998405218124,
-0.004198337905108929,
0.03788527846336365,
0.0075174858793616295,
-0.003027352038770914,
0.01168893463909626,
0.04876646399497986,
0.01883333921432495,
0.07629456371068954,
0.0077134487219154835,
-0.14869116246700287,
-0.06657296419143677,
0.03359303995966911,
-0.03814103454351425,
-0.10144127905368805,
-0.03349728509783745,
0.05209920182824135,
-0.03942357376217842,
0.06124189496040344,
-0.007071781437844038,
0.03327052667737007,
0.022639187052845955,
0.02909979224205017,
-0.03897135332226753,
0.005135115701705217,
0.06521731615066528,
-0.017589934170246124,
0.05809765309095383,
-0.09786342084407806,
-0.13622896373271942,
-0.009580126963555813,
-0.06470385938882828,
0.036734260618686676,
0.005729245487600565,
0.10459683835506439,
-0.026217447593808174,
0.0006995893199928105,
0.02075299061834812,
-0.08354124426841736,
0.09667811542749405,
-0.044957030564546585,
-0.05479323863983154,
0.19780634343624115,
-0.02397405542433262,
0.04453697428107262,
-0.057946085929870605,
-0.040329933166503906,
0.03028317354619503,
0.014311155304312706,
0.01824662834405899,
0.07621727883815765,
-0.0007364751654677093,
-0.044887613505125046,
-0.013934477232396603,
-0.020631393417716026,
-0.08927849680185318,
0.04703381285071373,
-0.00823493953794241,
-0.0012540140887722373,
0.08029523491859436,
-0.0811343863606453,
0.006561079528182745,
0.03595906123518944,
0.005410805810242891,
0.03058493882417679,
0.03931664675474167,
0.00854643527418375,
-0.06068747118115425,
0.010921947658061981,
-0.09914183616638184,
0.008050402626395226,
0.0007010831031948328,
0.029766928404569626,
0.0015704793622717261,
-0.037966880947351456,
0.054699644446372986,
0.04640333354473114,
-0.0009245329420082271,
0.04997428134083748,
-0.061709169298410416,
-0.09214210510253906,
0.0035602396819740534,
-0.019581878557801247,
0.02993215061724186,
-0.004685209132730961,
-0.050072431564331055,
0.05097821727395058,
-0.03467907756567001,
0.05551610887050629,
-0.04764321446418762,
0.10967345535755157,
-0.00750333908945322,
8.30779071240217e-34,
-0.06909137964248657,
0.08060029149055481,
-0.008668245747685432,
-0.018502255901694298,
-0.001184501452371478,
0.036513086408376694,
0.0025111648719757795,
-0.00026237493148073554,
0.0576467327773571,
-0.1347053349018097,
-0.09539833664894104,
0.04717927426099777,
-0.05593797564506531,
0.03260483965277672,
0.06015240028500557,
-0.04776956886053085,
0.01603241264820099,
-0.009602953679859638,
0.027001280337572098,
0.03634032607078552,
0.009782906621694565,
0.007251397706568241,
-0.061140257865190506,
-0.02571091055870056,
-0.000589221075642854,
-0.05189293995499611,
-0.06871549785137177,
-0.02132059819996357,
0.018829213455319405,
0.000445505662355572,
0.0162553358823061,
0.0068343630991876125,
0.08829198777675629,
-0.03591979295015335,
0.052809104323387146,
0.06533990055322647,
0.0034542258363217115,
0.013399642892181873,
-0.030963366851210594,
0.009027921594679356,
-0.06139729544520378,
-0.029265856370329857,
0.015134405344724655,
0.02246197499334812,
-0.03997544199228287,
-0.06410330533981323,
0.05915065109729767,
-0.019433367997407913,
-0.05571688339114189,
-0.12661157548427582,
-0.011851785704493523,
0.016531892120838165,
-0.011232181452214718,
-0.007750367280095816,
0.023456798866391182,
-0.05542824789881706,
0.02886868454515934,
-0.08201977610588074,
0.04577277973294258,
0.058478232473134995,
0.0374797098338604,
-0.0063410489819943905,
0.035864390432834625,
-0.054382164031267166,
-0.11399909108877182,
-0.05483328551054001,
0.04718566685914993,
0.03833599016070366,
-0.025182846933603287,
-0.004786312580108643,
0.04880938678979874,
0.04340282082557678,
-0.05550473555922508,
-0.005912187043577433,
0.0037264928687363863,
0.01445835456252098,
-0.00591154582798481,
0.0022327029146254063,
0.08676964044570923,
-0.01897686906158924,
-0.0030669509433209896,
-0.043245166540145874,
-0.013309932313859463,
-0.027298837900161743,
-0.03287946432828903,
0.009479250758886337,
0.03685329109430313,
-0.08754362910985947,
-0.015744350850582123,
0.003980614244937897,
-0.04504457861185074,
0.008279366418719292,
0.060733817517757416,
-0.036793049424886703,
0.05682160332798958,
-3.5334768765122705e-33,
-0.03091934137046337,
0.02721669338643551,
-0.010095695033669472,
-0.028512664139270782,
0.035446446388959885,
0.1374485045671463,
0.008365221321582794,
0.03838374838232994,
0.0998942106962204,
-0.02361299656331539,
0.056401047855615616,
-0.03655921667814255,
-0.006408585235476494,
-0.014388548210263252,
-0.008869122713804245,
0.025629082694649696,
0.0254671648144722,
0.005805144086480141,
-0.038979075849056244,
-0.023268189281225204,
0.09723811596632004,
0.04120717570185661,
-0.029457081109285355,
0.024068325757980347,
-0.020072028040885925,
0.0213260930031538,
-0.01776440441608429,
0.03932037577033043,
-0.025909114629030228,
0.03944233059883118,
-0.033512361347675323,
0.09545275568962097,
0.051276855170726776,
-0.06748838722705841,
-0.002690910594537854,
0.05963166430592537,
-0.05988401547074318,
0.005595729220658541,
0.03218035772442818,
-0.10525595396757126,
0.000565201451536268,
0.04293767735362053,
0.08939003199338913,
0.01627136766910553,
-0.06386817991733551,
-0.01743166707456112,
0.03158529847860336,
0.04065322503447533,
0.017477288842201233,
-0.009130564518272877,
-0.009591775014996529,
-0.012141958810389042,
0.042632512748241425,
-0.00046806863974779844,
-0.008991815149784088,
0.01971353217959404,
-0.05084150284528732,
0.006139757577329874,
0.04669719934463501,
0.02410837635397911,
-0.07852546870708466,
-0.0924551859498024,
0.04325833544135094,
-0.06009348854422569,
-0.11444926261901855,
-0.06830666214227676,
0.0015713759930804372,
0.05621804669499397,
-0.032063569873571396,
-0.032930903136730194,
-0.07206841558218002,
0.02061895653605461,
-0.02757347747683525,
-0.03303533419966698,
-0.04153020307421684,
-0.054937198758125305,
0.008921228349208832,
0.06760580837726593,
-0.021586420014500618,
0.0258957352489233,
0.08703572303056717,
0.048417478799819946,
0.011060538701713085,
-0.08642180263996124,
0.010938981547951698,
-0.05912783369421959,
0.06723692268133163,
-0.07525219023227692,
-0.029587088152766228,
0.14227469265460968,
0.06331270188093185,
-0.03143063560128212,
-0.006582362577319145,
0.019948584958910942,
0.07277189195156097,
-4.086683347281905e-8,
0.01727176457643509,
-0.020855257287621498,
0.05664190277457237,
-0.0849604606628418,
-0.11352857202291489,
-0.04560631141066551,
0.03457898646593094,
-0.0007916897302493453,
-0.03209454566240311,
-0.07458259165287018,
-0.01094734575599432,
-0.058147117495536804,
-0.025808043777942657,
-0.048046428710222244,
-0.02899528667330742,
0.1131516769528389,
0.044097818434238434,
0.03528931364417076,
0.07445072382688522,
-0.03403325751423836,
-0.05850420147180557,
-0.022130101919174194,
-0.011857115663588047,
0.025092318654060364,
0.05157962441444397,
0.008044421672821045,
-0.058101586997509,
-0.0479285791516304,
0.05760644003748894,
0.014032457955181599,
-0.020259536802768707,
0.024856174364686012,
-0.003942437935620546,
0.0673985555768013,
-0.04746832326054573,
-0.09842406958341599,
-0.016617026180028915,
0.005878147203475237,
-0.04954356700181961,
-0.0036566024646162987,
0.049828968942165375,
0.0038677190896123648,
0.05324026569724083,
0.01433326955884695,
-0.040459342300891876,
0.054581813514232635,
0.017951559275388718,
0.06359663605690002,
-0.05455493554472923,
0.12255170941352844,
0.015086513943970203,
-0.003129464341327548,
0.049865152686834335,
-0.025328949093818665,
-0.016202090308070183,
0.05025677755475044,
-0.048162590712308884,
-0.002136918483301997,
-0.037215735763311386,
-0.05633838102221489,
0.02032363973557949,
0.05266484245657921,
0.008952227421104908,
0.05403555557131767
] |
1402.5584
|
Divyanshu Vats
|
Divyanshu Vats, Richard G. Baraniuk
|
Path Thresholding: Asymptotically Tuning-Free High-Dimensional Sparse
Regression
|
AISTATS 2014
|
Proceedings of the 17th International Conference on Artificial
Intelligence and Statistics (AISTATS) 2014, Reykjavik, Iceland. JMLR: W&CP
volume 33
| null | null |
math.ST cs.IT math.IT stat.ML stat.TH
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we address the challenging problem of selecting tuning
parameters for high-dimensional sparse regression. We propose a simple and
computationally efficient method, called path thresholding (PaTh), that
transforms any tuning parameter-dependent sparse regression algorithm into an
asymptotically tuning-free sparse regression algorithm. More specifically, we
prove that, as the problem size becomes large (in the number of variables and
in the number of observations), PaTh performs accurate sparse regression, under
appropriate conditions, without specifying a tuning parameter. In
finite-dimensional settings, we demonstrate that PaTh can alleviate the
computational burden of model selection algorithms by significantly reducing
the search space of tuning parameters.
|
[
{
"created": "Sun, 23 Feb 2014 07:23:39 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Vats",
"Divyanshu",
""
],
[
"Baraniuk",
"Richard G.",
""
]
] |
[
-0.018701806664466858,
-0.05962581932544708,
-0.0029894900508224964,
0.10284257680177689,
0.03582213073968887,
-0.019791746512055397,
0.007591133937239647,
-0.016938166692852974,
-0.007364380639046431,
-0.025813007727265358,
-0.054429080337285995,
0.079438216984272,
-0.02776695229113102,
-0.00111130450386554,
0.02525836043059826,
-0.0029358137398958206,
0.05956772714853287,
-0.016939865425229073,
-0.010195747017860413,
-0.08617936074733734,
0.04779713228344917,
0.0010926946997642517,
-0.041479796171188354,
-0.017902350053191185,
0.01709858886897564,
-0.09778186678886414,
0.042417142540216446,
-0.012664825655519962,
-0.05649416893720627,
0.02101672999560833,
-0.037110406905412674,
0.032972030341625214,
0.017828451469540596,
-0.022136036306619644,
0.033438198268413544,
0.022440660744905472,
0.032872047275304794,
0.026882674545049667,
0.0013878081226721406,
0.021810701116919518,
0.02171255834400654,
-0.0037662775721400976,
-0.005405295640230179,
0.06594804674386978,
0.11653019487857819,
-0.01423722691833973,
0.006891711615025997,
-0.04438372328877449,
-0.0028207069262862206,
-0.028432918712496758,
-0.03702590987086296,
0.0007807754445821047,
-0.014178645797073841,
-0.014288884587585926,
0.002427241299301386,
-0.10628201812505722,
-0.020673345774412155,
-0.001079998561181128,
0.006021860986948013,
0.016692347824573517,
-0.03818332403898239,
-0.12563277781009674,
-0.04100837558507919,
0.014075392857193947,
0.01221216470003128,
0.055283837020397186,
0.02333957515656948,
-0.008935738354921341,
-0.01939365454018116,
0.09105382859706879,
-0.032492030411958694,
0.0667336955666542,
-0.008109264075756073,
0.05787014216184616,
0.0664958506822586,
-0.027198364958167076,
0.01052902452647686,
-0.02230484038591385,
0.07340241223573685,
-0.015877285972237587,
-0.011798425577580929,
0.007970472797751427,
-0.03373320773243904,
-0.006981228478252888,
0.06490379571914673,
0.008497259579598904,
0.04787493869662285,
-0.03376604616641998,
0.0760902464389801,
0.016007358208298683,
0.045766208320856094,
-0.033173639327287674,
-0.04544827714562416,
0.03368533030152321,
-0.16604512929916382,
0.017713462933897972,
0.019689418375492096,
-0.07749520987272263,
0.009883195161819458,
0.05852091312408447,
-0.02950895205140114,
-0.024146026000380516,
0.06222612410783768,
0.1409401148557663,
-0.00895729847252369,
0.03653230890631676,
0.08489855378866196,
0.07122854143381119,
-0.02966953255236149,
-0.04471268877387047,
-0.010267933830618858,
0.012682323344051838,
0.0645093023777008,
0.04997788369655609,
0.02705337479710579,
-0.031178191304206848,
0.05954267829656601,
-0.056359805166721344,
0.010530984960496426,
0.1252329796552658,
-0.014032485894858837,
-0.0306178480386734,
-0.017147816717624664,
-0.029403313994407654,
0.031899549067020416,
0.08088403940200806,
-0.11708395183086395,
2.7900562291568465e-33,
0.007182898465543985,
0.09312497824430466,
0.027599025517702103,
-0.109285369515419,
-0.027505209669470787,
-0.004707358777523041,
0.03090279921889305,
0.027468843385577202,
-0.015861522406339645,
0.10323601961135864,
-0.06356307119131088,
-0.08502153307199478,
-0.052766721695661545,
0.05463496968150139,
0.062343571335077286,
-0.015104539692401886,
0.01829398423433304,
0.13556277751922607,
0.006316148675978184,
-0.05608261376619339,
0.029700327664613724,
-0.07146628946065903,
-0.07264426350593567,
-0.010521216318011284,
-0.03339974954724312,
-0.1152280792593956,
0.0445064939558506,
-0.05878891423344612,
-0.0189766064286232,
0.012409369461238384,
-0.057289086282253265,
0.026217909529805183,
0.035886250436306,
0.055809471756219864,
-0.02960253693163395,
0.00487608602270484,
-0.06069718301296234,
0.03152449056506157,
0.035671502351760864,
0.062439385801553726,
0.01093506719917059,
-0.021467670798301697,
0.07778585702180862,
-0.010271835140883923,
-0.062228210270404816,
0.038785818964242935,
0.0008330849232152104,
0.026010548695921898,
-0.0785822942852974,
0.007158912718296051,
0.002558463253080845,
-0.012881441041827202,
-0.03155871853232384,
-0.01487099938094616,
-0.05855337157845497,
-0.034693144261837006,
-0.02054044045507908,
-0.11975611746311188,
-0.02735377848148346,
0.02106330730021,
-0.005965477786958218,
-0.04485408961772919,
-0.014136536978185177,
-0.03463296219706535,
0.058929216116666794,
-0.03465602546930313,
0.042841725051403046,
-0.0246772151440382,
0.01679345779120922,
0.029628081247210503,
-0.029558857902884483,
-0.0000887511923792772,
0.027213484048843384,
-0.06943082809448242,
0.03020632639527321,
-0.0027212488930672407,
0.15040262043476105,
-0.024573063477873802,
0.042203087359666824,
-0.10030746459960938,
-0.0784551128745079,
0.016380146145820618,
0.0008622418390586972,
-0.06106541305780411,
0.05963240563869476,
-0.037025704979896545,
0.010163417086005211,
-0.056475214660167694,
-0.09091132879257202,
-0.09507535398006439,
-0.07328839600086212,
0.02060874179005623,
-0.05836428329348564,
-0.06412339210510254,
0.0252836924046278,
-7.939001400350755e-34,
0.03396332263946533,
-0.01879112608730793,
0.11265572905540466,
0.013062196783721447,
-0.022969571873545647,
-0.030457550659775734,
-0.043206505477428436,
-0.0016860493924468756,
0.00437202351167798,
-0.07337044179439545,
0.02370714209973812,
-0.04064418002963066,
0.0888238176703453,
-0.021424483507871628,
0.013475900515913963,
0.0715206116437912,
-0.04376878961920738,
-0.008477498777210712,
-0.022790132090449333,
0.05917438864707947,
-0.08939023315906525,
0.009251411072909832,
-0.03746340796351433,
0.0330757312476635,
-0.11411939561367035,
-0.05794766917824745,
-0.016838056966662407,
0.09487711638212204,
0.05534278601408005,
0.06213168427348137,
-0.10871735960245132,
0.05742167681455612,
-0.07073965668678284,
-0.014865033328533173,
-0.01220963429659605,
0.07788260281085968,
0.008393901400268078,
0.02888146974146366,
0.01617150753736496,
0.047492727637290955,
0.004157130606472492,
0.03246859461069107,
-0.09778057783842087,
-0.023590268567204475,
0.033261921256780624,
0.025509458035230637,
0.02393566258251667,
0.026341447606682777,
-0.017869576811790466,
0.000603077351115644,
-0.015589476563036442,
0.045052774250507355,
0.05923997238278389,
0.043661054223775864,
-0.0451534166932106,
0.0149645134806633,
-0.04928329214453697,
-0.042991261929273605,
0.10352233052253723,
-0.02441338263452053,
0.01745378039777279,
0.004775240086019039,
-0.05988016352057457,
0.015147995203733444,
0.013365032151341438,
-0.06821496784687042,
0.07508346438407898,
0.057597894221544266,
-0.07100482285022736,
0.07030652463436127,
-0.07553894817829132,
-0.006234165746718645,
0.07788572460412979,
0.06072118878364563,
-0.04091431945562363,
-0.06661200523376465,
-0.007577031850814819,
-0.06216065585613251,
-0.021403351798653603,
0.054122187197208405,
0.06368992477655411,
0.07957952469587326,
-0.025542154908180237,
-0.007068077102303505,
-0.010723885148763657,
0.10802611708641052,
0.07148454338312149,
0.03867228701710701,
0.04658139497041702,
-0.01588808372616768,
-0.012855091132223606,
-0.018674887716770172,
0.07810445874929428,
-0.04446486011147499,
-0.08229605853557587,
-4.251196727977913e-8,
-0.019602276384830475,
0.06405055522918701,
0.008087130263447762,
-0.013735095970332623,
0.04669083654880524,
-0.015035226941108704,
0.08843567967414856,
0.0995834618806839,
0.02281886711716652,
0.01680857501924038,
0.04965231195092201,
0.01724671572446823,
-0.022467678412795067,
0.08035551011562347,
0.016396399587392807,
-0.005489889532327652,
-0.032478202134370804,
0.07445304840803146,
-0.032198578119277954,
0.01984252780675888,
-0.04566725715994835,
0.02477196231484413,
-0.021947845816612244,
-0.02798406407237053,
0.19636784493923187,
-0.11171033978462219,
0.0015811828197911382,
0.027015475556254387,
0.11291541159152985,
0.04194828122854233,
-0.03891207277774811,
0.03110497072339058,
0.04066866263747215,
0.008297196589410305,
0.01819070801138878,
0.08353283256292343,
0.0017664132174104452,
0.0004552433383651078,
-0.06905235350131989,
-0.02588711865246296,
-0.01166724693030119,
0.01947595737874508,
0.0025279622059315443,
-0.013208238407969475,
-0.010963224805891514,
-0.018781738355755806,
0.058391302824020386,
-0.04783429577946663,
0.02751489356160164,
-0.040061477571725845,
0.06305937469005585,
-0.04026484116911888,
0.013950033113360405,
0.02293899841606617,
0.021785756573081017,
0.059870876371860504,
-0.01440953928977251,
0.03626247122883797,
0.015355294570326805,
0.0002389577275607735,
0.01450683269649744,
-0.02984221652150154,
-0.038784515112638474,
0.0029858858324587345
] | null | null | null | null | null | null | null |
[
-0.018701806664466858,
-0.05962581932544708,
-0.0029894900508224964,
0.10284257680177689,
0.03582213073968887,
-0.019791746512055397,
0.007591133937239647,
-0.016938166692852974,
-0.007364380639046431,
-0.025813007727265358,
-0.054429080337285995,
0.079438216984272,
-0.02776695229113102,
-0.00111130450386554,
0.02525836043059826,
-0.0029358137398958206,
0.05956772714853287,
-0.016939865425229073,
-0.010195747017860413,
-0.08617936074733734,
0.04779713228344917,
0.0010926946997642517,
-0.041479796171188354,
-0.017902350053191185,
0.01709858886897564,
-0.09778186678886414,
0.042417142540216446,
-0.012664825655519962,
-0.05649416893720627,
0.02101672999560833,
-0.037110406905412674,
0.032972030341625214,
0.017828451469540596,
-0.022136036306619644,
0.033438198268413544,
0.022440660744905472,
0.032872047275304794,
0.026882674545049667,
0.0013878081226721406,
0.021810701116919518,
0.02171255834400654,
-0.0037662775721400976,
-0.005405295640230179,
0.06594804674386978,
0.11653019487857819,
-0.01423722691833973,
0.006891711615025997,
-0.04438372328877449,
-0.0028207069262862206,
-0.028432918712496758,
-0.03702590987086296,
0.0007807754445821047,
-0.014178645797073841,
-0.014288884587585926,
0.002427241299301386,
-0.10628201812505722,
-0.020673345774412155,
-0.001079998561181128,
0.006021860986948013,
0.016692347824573517,
-0.03818332403898239,
-0.12563277781009674,
-0.04100837558507919,
0.014075392857193947,
0.01221216470003128,
0.055283837020397186,
0.02333957515656948,
-0.008935738354921341,
-0.01939365454018116,
0.09105382859706879,
-0.032492030411958694,
0.0667336955666542,
-0.008109264075756073,
0.05787014216184616,
0.0664958506822586,
-0.027198364958167076,
0.01052902452647686,
-0.02230484038591385,
0.07340241223573685,
-0.015877285972237587,
-0.011798425577580929,
0.007970472797751427,
-0.03373320773243904,
-0.006981228478252888,
0.06490379571914673,
0.008497259579598904,
0.04787493869662285,
-0.03376604616641998,
0.0760902464389801,
0.016007358208298683,
0.045766208320856094,
-0.033173639327287674,
-0.04544827714562416,
0.03368533030152321,
-0.16604512929916382,
0.017713462933897972,
0.019689418375492096,
-0.07749520987272263,
0.009883195161819458,
0.05852091312408447,
-0.02950895205140114,
-0.024146026000380516,
0.06222612410783768,
0.1409401148557663,
-0.00895729847252369,
0.03653230890631676,
0.08489855378866196,
0.07122854143381119,
-0.02966953255236149,
-0.04471268877387047,
-0.010267933830618858,
0.012682323344051838,
0.0645093023777008,
0.04997788369655609,
0.02705337479710579,
-0.031178191304206848,
0.05954267829656601,
-0.056359805166721344,
0.010530984960496426,
0.1252329796552658,
-0.014032485894858837,
-0.0306178480386734,
-0.017147816717624664,
-0.029403313994407654,
0.031899549067020416,
0.08088403940200806,
-0.11708395183086395,
2.7900562291568465e-33,
0.007182898465543985,
0.09312497824430466,
0.027599025517702103,
-0.109285369515419,
-0.027505209669470787,
-0.004707358777523041,
0.03090279921889305,
0.027468843385577202,
-0.015861522406339645,
0.10323601961135864,
-0.06356307119131088,
-0.08502153307199478,
-0.052766721695661545,
0.05463496968150139,
0.062343571335077286,
-0.015104539692401886,
0.01829398423433304,
0.13556277751922607,
0.006316148675978184,
-0.05608261376619339,
0.029700327664613724,
-0.07146628946065903,
-0.07264426350593567,
-0.010521216318011284,
-0.03339974954724312,
-0.1152280792593956,
0.0445064939558506,
-0.05878891423344612,
-0.0189766064286232,
0.012409369461238384,
-0.057289086282253265,
0.026217909529805183,
0.035886250436306,
0.055809471756219864,
-0.02960253693163395,
0.00487608602270484,
-0.06069718301296234,
0.03152449056506157,
0.035671502351760864,
0.062439385801553726,
0.01093506719917059,
-0.021467670798301697,
0.07778585702180862,
-0.010271835140883923,
-0.062228210270404816,
0.038785818964242935,
0.0008330849232152104,
0.026010548695921898,
-0.0785822942852974,
0.007158912718296051,
0.002558463253080845,
-0.012881441041827202,
-0.03155871853232384,
-0.01487099938094616,
-0.05855337157845497,
-0.034693144261837006,
-0.02054044045507908,
-0.11975611746311188,
-0.02735377848148346,
0.02106330730021,
-0.005965477786958218,
-0.04485408961772919,
-0.014136536978185177,
-0.03463296219706535,
0.058929216116666794,
-0.03465602546930313,
0.042841725051403046,
-0.0246772151440382,
0.01679345779120922,
0.029628081247210503,
-0.029558857902884483,
-0.0000887511923792772,
0.027213484048843384,
-0.06943082809448242,
0.03020632639527321,
-0.0027212488930672407,
0.15040262043476105,
-0.024573063477873802,
0.042203087359666824,
-0.10030746459960938,
-0.0784551128745079,
0.016380146145820618,
0.0008622418390586972,
-0.06106541305780411,
0.05963240563869476,
-0.037025704979896545,
0.010163417086005211,
-0.056475214660167694,
-0.09091132879257202,
-0.09507535398006439,
-0.07328839600086212,
0.02060874179005623,
-0.05836428329348564,
-0.06412339210510254,
0.0252836924046278,
-7.939001400350755e-34,
0.03396332263946533,
-0.01879112608730793,
0.11265572905540466,
0.013062196783721447,
-0.022969571873545647,
-0.030457550659775734,
-0.043206505477428436,
-0.0016860493924468756,
0.00437202351167798,
-0.07337044179439545,
0.02370714209973812,
-0.04064418002963066,
0.0888238176703453,
-0.021424483507871628,
0.013475900515913963,
0.0715206116437912,
-0.04376878961920738,
-0.008477498777210712,
-0.022790132090449333,
0.05917438864707947,
-0.08939023315906525,
0.009251411072909832,
-0.03746340796351433,
0.0330757312476635,
-0.11411939561367035,
-0.05794766917824745,
-0.016838056966662407,
0.09487711638212204,
0.05534278601408005,
0.06213168427348137,
-0.10871735960245132,
0.05742167681455612,
-0.07073965668678284,
-0.014865033328533173,
-0.01220963429659605,
0.07788260281085968,
0.008393901400268078,
0.02888146974146366,
0.01617150753736496,
0.047492727637290955,
0.004157130606472492,
0.03246859461069107,
-0.09778057783842087,
-0.023590268567204475,
0.033261921256780624,
0.025509458035230637,
0.02393566258251667,
0.026341447606682777,
-0.017869576811790466,
0.000603077351115644,
-0.015589476563036442,
0.045052774250507355,
0.05923997238278389,
0.043661054223775864,
-0.0451534166932106,
0.0149645134806633,
-0.04928329214453697,
-0.042991261929273605,
0.10352233052253723,
-0.02441338263452053,
0.01745378039777279,
0.004775240086019039,
-0.05988016352057457,
0.015147995203733444,
0.013365032151341438,
-0.06821496784687042,
0.07508346438407898,
0.057597894221544266,
-0.07100482285022736,
0.07030652463436127,
-0.07553894817829132,
-0.006234165746718645,
0.07788572460412979,
0.06072118878364563,
-0.04091431945562363,
-0.06661200523376465,
-0.007577031850814819,
-0.06216065585613251,
-0.021403351798653603,
0.054122187197208405,
0.06368992477655411,
0.07957952469587326,
-0.025542154908180237,
-0.007068077102303505,
-0.010723885148763657,
0.10802611708641052,
0.07148454338312149,
0.03867228701710701,
0.04658139497041702,
-0.01588808372616768,
-0.012855091132223606,
-0.018674887716770172,
0.07810445874929428,
-0.04446486011147499,
-0.08229605853557587,
-4.251196727977913e-8,
-0.019602276384830475,
0.06405055522918701,
0.008087130263447762,
-0.013735095970332623,
0.04669083654880524,
-0.015035226941108704,
0.08843567967414856,
0.0995834618806839,
0.02281886711716652,
0.01680857501924038,
0.04965231195092201,
0.01724671572446823,
-0.022467678412795067,
0.08035551011562347,
0.016396399587392807,
-0.005489889532327652,
-0.032478202134370804,
0.07445304840803146,
-0.032198578119277954,
0.01984252780675888,
-0.04566725715994835,
0.02477196231484413,
-0.021947845816612244,
-0.02798406407237053,
0.19636784493923187,
-0.11171033978462219,
0.0015811828197911382,
0.027015475556254387,
0.11291541159152985,
0.04194828122854233,
-0.03891207277774811,
0.03110497072339058,
0.04066866263747215,
0.008297196589410305,
0.01819070801138878,
0.08353283256292343,
0.0017664132174104452,
0.0004552433383651078,
-0.06905235350131989,
-0.02588711865246296,
-0.01166724693030119,
0.01947595737874508,
0.0025279622059315443,
-0.013208238407969475,
-0.010963224805891514,
-0.018781738355755806,
0.058391302824020386,
-0.04783429577946663,
0.02751489356160164,
-0.040061477571725845,
0.06305937469005585,
-0.04026484116911888,
0.013950033113360405,
0.02293899841606617,
0.021785756573081017,
0.059870876371860504,
-0.01440953928977251,
0.03626247122883797,
0.015355294570326805,
0.0002389577275607735,
0.01450683269649744,
-0.02984221652150154,
-0.038784515112638474,
0.0029858858324587345
] |
1402.5586
|
Shuanfeng Xu
|
Shuanfeng Xu, Hanlei Wang, Duzhou Zhang, and Baohua Yang
|
Adaptive Zero Reaction Motion Control for Free-Floating Space
Manipulators
|
17 pages, 9 figures, revised for more rigorously presenting the proof
and for improving the presentation, highlighting the contribution, and
correcting some typos based on the reviewers' and AE's comments from IEEE
Transactions on Aerospace and Electronic Systems
| null |
10.1109/TAES.2016.130715.
| null |
cs.SY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper investigates adaptive zero reaction motion control for
free-floating space manipulators with uncertain kinematics and dynamics. The
challenge in deriving the adaptive reaction null-space (RNS) based control
scheme is that it is difficult to obtain a linear expression, which is the
basis of the adaptive control. The main contribution of this paper is that we
skillfully obtain such a linear expression, based on which, an adaptive version
of the RNS-based controller (referred to as the adaptive zero reaction motion
controller in the sequel) is developed at the velocity level, taking into
account both the kinematic and dynamic uncertainties. It is shown that the
proposed controller achieves both the spacecraft attitude regulation and
end-effector trajectory tracking. The performance of the proposed adaptive
controller is shown by numerical simulations with a planar 3-DOF
(degree-of-freedom) space manipulator.
|
[
{
"created": "Sun, 23 Feb 2014 07:48:31 GMT",
"version": "v1"
},
{
"created": "Mon, 14 Dec 2015 16:04:07 GMT",
"version": "v2"
}
] |
2016-11-15
|
[
[
"Xu",
"Shuanfeng",
""
],
[
"Wang",
"Hanlei",
""
],
[
"Zhang",
"Duzhou",
""
],
[
"Yang",
"Baohua",
""
]
] |
[
-0.04245563596487045,
-0.034697018563747406,
-0.0775194764137268,
0.0007955610053613782,
-0.06897848844528198,
0.03503549098968506,
-0.04905534163117409,
0.05266178026795387,
0.07044077664613724,
0.15483781695365906,
0.09937753528356552,
-0.02156304009258747,
0.021534325554966927,
-0.05021829903125763,
-0.08378541469573975,
0.04999150335788727,
-0.05212124064564705,
0.06210358068346977,
0.011527945287525654,
-0.01448544766753912,
-0.006687560584396124,
0.03670090064406395,
0.0831235945224762,
0.03408738970756531,
-0.01898709125816822,
0.021503891795873642,
-0.04451856017112732,
-0.07964175939559937,
-0.03255636617541313,
0.011743237264454365,
0.08702246099710464,
-0.002886330708861351,
0.025152122601866722,
-0.14569689333438873,
-0.00201600743457675,
0.05544479936361313,
-0.020195109769701958,
-0.03556039556860924,
-0.05479420721530914,
0.03836163878440857,
-0.04074195399880409,
0.028457049280405045,
0.03481323644518852,
0.003647677367553115,
0.0001620649272808805,
0.0684388130903244,
-0.007769413758069277,
-0.041745562106370926,
0.019265281036496162,
0.07007969915866852,
-0.01798872835934162,
-0.003754961770027876,
0.029382063075900078,
-0.07258491963148117,
0.06387315690517426,
-0.05022957921028137,
0.0009706203127279878,
0.048546966165304184,
0.01428382657468319,
-0.07860870659351349,
0.0028359408024698496,
-0.09425368160009384,
0.10824066400527954,
-0.05332016199827194,
-0.060952700674533844,
-0.023236550390720367,
-0.07066654413938522,
0.048088349401950836,
0.02030562236905098,
-0.00853708852082491,
-0.1107427179813385,
-0.009457738138735294,
0.015869557857513428,
-0.0007420290494337678,
-0.01791788823902607,
-0.06381513178348541,
0.02746126800775528,
0.13088074326515198,
0.09155842661857605,
0.10010925680398941,
0.038805365562438965,
-0.09242306649684906,
-0.12167615443468094,
0.0193302221596241,
-0.07910557836294174,
-0.04808409512042999,
-0.0763639360666275,
0.10562851279973984,
0.15936143696308136,
0.014319833368062973,
0.04648208990693092,
-0.004358264151960611,
0.03892548009753227,
-0.0870906189084053,
-0.00041086558485403657,
-0.046147432178258896,
-0.06989852339029312,
0.05272742360830307,
-0.00003667113560368307,
-0.031901877373456955,
0.035192348062992096,
-0.03796876221895218,
-0.021392930299043655,
0.07330719381570816,
-0.020247474312782288,
0.049420248717069626,
0.03720664978027344,
0.00037123114452697337,
0.0076754833571612835,
-0.02834356389939785,
0.001436679856851697,
-0.052591048181056976,
-0.014448449946939945,
0.03972197324037552,
-0.06292150914669037,
-0.024071533232927322,
0.012556810863316059,
-0.08832807093858719,
0.05292707309126854,
-0.03332589566707611,
0.033734388649463654,
-0.042328912764787674,
0.039629075676202774,
0.05390923470258713,
0.024519482627511024,
0.01929948478937149,
-0.0014186280313879251,
-1.2886653449541917e-33,
-0.022967176511883736,
0.01671856828033924,
0.052405331283807755,
-0.05001675710082054,
-0.006812592968344688,
0.032996609807014465,
0.010291455313563347,
0.057658851146698,
0.001092834398150444,
0.0027551399543881416,
0.03972044959664345,
0.009347845800220966,
-0.04479330778121948,
0.02358977496623993,
0.023234089836478233,
0.015664085745811462,
0.06577864289283752,
-0.04481125622987747,
-0.006087318994104862,
-0.01840476132929325,
0.0019967122934758663,
0.029881693422794342,
-0.07590402662754059,
-0.051656607538461685,
0.07135911285877228,
0.04440753161907196,
-0.07078817486763,
-0.0029309135861694813,
-0.1020536795258522,
-0.05966871231794357,
-0.04346856102347374,
-0.003417191095650196,
-0.007003266364336014,
0.01218472421169281,
-0.017419420182704926,
-0.02400451898574829,
-0.07105398923158646,
0.008505637757480145,
-0.08658213913440704,
0.022229686379432678,
-0.06528826802968979,
0.024362964555621147,
-0.02252192050218582,
0.03132659196853638,
-0.03492595627903938,
-0.035660479217767715,
0.054122209548950195,
0.001112370053306222,
0.02575112134218216,
0.1296183317899704,
-0.01936938613653183,
0.02838207222521305,
-0.051513366401195526,
0.011533131822943687,
0.05552012845873833,
-0.08196727186441422,
-0.06438139081001282,
0.033386554569005966,
-0.030123800039291382,
0.04534651339054108,
-0.03815970569849014,
-0.016238952055573463,
0.013161958195269108,
-0.041349150240421295,
0.054189667105674744,
0.062303442507982254,
0.01148307602852583,
0.026747744530439377,
0.03883839771151543,
-0.035919204354286194,
0.005470603238791227,
0.03175129368901253,
-0.004883442539721727,
0.0197187140583992,
-0.0278526172041893,
-0.009609604254364967,
-0.03645208477973938,
-0.10362420976161957,
-0.0883004441857338,
-0.03490394726395607,
0.0687282606959343,
0.04202538728713989,
0.02695486694574356,
0.08727699518203735,
-0.05480217561125755,
-0.005756418686360121,
0.03207913041114807,
0.0692576915025711,
-0.0060381642542779446,
-0.0162542462348938,
-0.011363882571458817,
-0.12624219059944153,
-0.024079404771327972,
0.0815039575099945,
0.01880471035838127,
-1.1124520377747113e-33,
0.0375092476606369,
-0.008749843575060368,
0.009908085688948631,
-0.006895867642015219,
-0.02099420502781868,
0.07231952995061874,
0.03889034688472748,
-0.026709938421845436,
0.07045894861221313,
-0.045144353061914444,
-0.09320541471242905,
-0.032926980406045914,
0.0065637920051813126,
0.0678151473402977,
0.04497544839978218,
0.05858033522963524,
-0.012659257277846336,
0.06204976886510849,
-0.015789279714226723,
-0.034541577100753784,
0.07807857543230057,
0.07575149089097977,
0.013857373967766762,
-0.008258931338787079,
0.005010450724512339,
-0.005571893882006407,
0.07519038766622543,
0.012272896245121956,
-0.012738946825265884,
0.059871163219213486,
-0.03503313288092613,
0.017703766003251076,
0.0453537181019783,
0.0034756730310618877,
0.08972972631454468,
-0.003546422114595771,
-0.05446980148553848,
0.06800734996795654,
0.08158356696367264,
0.0155106196179986,
-0.009759044274687767,
-0.027125108987092972,
0.0671272724866867,
0.05424639955163002,
-0.03392002731561661,
-0.05636932700872421,
-0.010464981198310852,
0.06820739805698395,
0.045502882450819016,
-0.01102539338171482,
-0.13622285425662994,
-0.09219826012849808,
-0.009735316969454288,
-0.046448688954114914,
0.04421209916472435,
-0.044692929834127426,
-0.017038481310009956,
0.017109910026192665,
0.050520896911621094,
-0.05038689821958542,
0.0043246992863714695,
-0.02865196391940117,
-0.0034238025546073914,
0.031362492591142654,
-0.022259119898080826,
0.08176712691783905,
-0.01718715764582157,
0.11372600495815277,
0.016264822334051132,
0.03705266863107681,
0.03912543132901192,
-0.0295154619961977,
0.02153194695711136,
0.009571175090968609,
0.041050273925065994,
-0.010287309996783733,
-0.0025900709442794323,
-0.01809614896774292,
0.0348009318113327,
-0.030006058514118195,
-0.002729240572080016,
0.02269895188510418,
0.11097866296768188,
-0.018119672313332558,
-0.05365787446498871,
0.08900432288646698,
-0.03695802763104439,
0.03971927613019943,
-0.025340767577290535,
-0.01094471663236618,
0.007113962434232235,
-0.013511312194168568,
0.043360523879528046,
0.07375553995370865,
-0.04100397601723671,
-3.9097784565456095e-8,
-0.04828382655978203,
-0.05930774286389351,
0.01382784079760313,
0.04297778755426407,
-0.04900747910141945,
0.041527267545461655,
0.012715047225356102,
-0.09231932461261749,
-0.07008650153875351,
-0.02233395166695118,
0.030255453661084175,
-0.01667621359229088,
-0.005317028611898422,
-0.05503900721669197,
-0.013183318078517914,
0.04106535762548447,
-0.0025431320536881685,
0.03207002207636833,
0.024093076586723328,
0.041002560406923294,
-0.03998209163546562,
0.011832814663648605,
-0.026481444016098976,
-0.07988777756690979,
0.00520316930487752,
-0.027741212397813797,
-0.005792571697384119,
0.06223206967115402,
0.09202597290277481,
-0.06496036052703857,
0.09509959816932678,
-0.016298266127705574,
-0.03970354050397873,
0.04254098981618881,
-0.008501517586410046,
-0.06430307775735855,
0.03707628324627876,
0.002624009270220995,
-0.03634946793317795,
0.012703408487141132,
-0.09628939628601074,
0.11054010689258575,
-0.03121059015393257,
-0.010150664485991001,
-0.043772801756858826,
0.027060793712735176,
-0.0024470980279147625,
-0.1416987180709839,
-0.03939896821975708,
-0.04487588256597519,
0.05888546258211136,
0.023125076666474342,
-0.09578709304332733,
0.08745310455560684,
0.05271625891327858,
0.046688586473464966,
0.04686536639928818,
0.01757211796939373,
-0.03488200530409813,
0.012152951210737228,
-0.07143538445234299,
-0.02173578180372715,
-0.055386677384376526,
-0.011425856500864029
] | null | null | null | null | null | null | null |
[
-0.04245563596487045,
-0.034697018563747406,
-0.0775194764137268,
0.0007955610053613782,
-0.06897848844528198,
0.03503549098968506,
-0.04905534163117409,
0.05266178026795387,
0.07044077664613724,
0.15483781695365906,
0.09937753528356552,
-0.02156304009258747,
0.021534325554966927,
-0.05021829903125763,
-0.08378541469573975,
0.04999150335788727,
-0.05212124064564705,
0.06210358068346977,
0.011527945287525654,
-0.01448544766753912,
-0.006687560584396124,
0.03670090064406395,
0.0831235945224762,
0.03408738970756531,
-0.01898709125816822,
0.021503891795873642,
-0.04451856017112732,
-0.07964175939559937,
-0.03255636617541313,
0.011743237264454365,
0.08702246099710464,
-0.002886330708861351,
0.025152122601866722,
-0.14569689333438873,
-0.00201600743457675,
0.05544479936361313,
-0.020195109769701958,
-0.03556039556860924,
-0.05479420721530914,
0.03836163878440857,
-0.04074195399880409,
0.028457049280405045,
0.03481323644518852,
0.003647677367553115,
0.0001620649272808805,
0.0684388130903244,
-0.007769413758069277,
-0.041745562106370926,
0.019265281036496162,
0.07007969915866852,
-0.01798872835934162,
-0.003754961770027876,
0.029382063075900078,
-0.07258491963148117,
0.06387315690517426,
-0.05022957921028137,
0.0009706203127279878,
0.048546966165304184,
0.01428382657468319,
-0.07860870659351349,
0.0028359408024698496,
-0.09425368160009384,
0.10824066400527954,
-0.05332016199827194,
-0.060952700674533844,
-0.023236550390720367,
-0.07066654413938522,
0.048088349401950836,
0.02030562236905098,
-0.00853708852082491,
-0.1107427179813385,
-0.009457738138735294,
0.015869557857513428,
-0.0007420290494337678,
-0.01791788823902607,
-0.06381513178348541,
0.02746126800775528,
0.13088074326515198,
0.09155842661857605,
0.10010925680398941,
0.038805365562438965,
-0.09242306649684906,
-0.12167615443468094,
0.0193302221596241,
-0.07910557836294174,
-0.04808409512042999,
-0.0763639360666275,
0.10562851279973984,
0.15936143696308136,
0.014319833368062973,
0.04648208990693092,
-0.004358264151960611,
0.03892548009753227,
-0.0870906189084053,
-0.00041086558485403657,
-0.046147432178258896,
-0.06989852339029312,
0.05272742360830307,
-0.00003667113560368307,
-0.031901877373456955,
0.035192348062992096,
-0.03796876221895218,
-0.021392930299043655,
0.07330719381570816,
-0.020247474312782288,
0.049420248717069626,
0.03720664978027344,
0.00037123114452697337,
0.0076754833571612835,
-0.02834356389939785,
0.001436679856851697,
-0.052591048181056976,
-0.014448449946939945,
0.03972197324037552,
-0.06292150914669037,
-0.024071533232927322,
0.012556810863316059,
-0.08832807093858719,
0.05292707309126854,
-0.03332589566707611,
0.033734388649463654,
-0.042328912764787674,
0.039629075676202774,
0.05390923470258713,
0.024519482627511024,
0.01929948478937149,
-0.0014186280313879251,
-1.2886653449541917e-33,
-0.022967176511883736,
0.01671856828033924,
0.052405331283807755,
-0.05001675710082054,
-0.006812592968344688,
0.032996609807014465,
0.010291455313563347,
0.057658851146698,
0.001092834398150444,
0.0027551399543881416,
0.03972044959664345,
0.009347845800220966,
-0.04479330778121948,
0.02358977496623993,
0.023234089836478233,
0.015664085745811462,
0.06577864289283752,
-0.04481125622987747,
-0.006087318994104862,
-0.01840476132929325,
0.0019967122934758663,
0.029881693422794342,
-0.07590402662754059,
-0.051656607538461685,
0.07135911285877228,
0.04440753161907196,
-0.07078817486763,
-0.0029309135861694813,
-0.1020536795258522,
-0.05966871231794357,
-0.04346856102347374,
-0.003417191095650196,
-0.007003266364336014,
0.01218472421169281,
-0.017419420182704926,
-0.02400451898574829,
-0.07105398923158646,
0.008505637757480145,
-0.08658213913440704,
0.022229686379432678,
-0.06528826802968979,
0.024362964555621147,
-0.02252192050218582,
0.03132659196853638,
-0.03492595627903938,
-0.035660479217767715,
0.054122209548950195,
0.001112370053306222,
0.02575112134218216,
0.1296183317899704,
-0.01936938613653183,
0.02838207222521305,
-0.051513366401195526,
0.011533131822943687,
0.05552012845873833,
-0.08196727186441422,
-0.06438139081001282,
0.033386554569005966,
-0.030123800039291382,
0.04534651339054108,
-0.03815970569849014,
-0.016238952055573463,
0.013161958195269108,
-0.041349150240421295,
0.054189667105674744,
0.062303442507982254,
0.01148307602852583,
0.026747744530439377,
0.03883839771151543,
-0.035919204354286194,
0.005470603238791227,
0.03175129368901253,
-0.004883442539721727,
0.0197187140583992,
-0.0278526172041893,
-0.009609604254364967,
-0.03645208477973938,
-0.10362420976161957,
-0.0883004441857338,
-0.03490394726395607,
0.0687282606959343,
0.04202538728713989,
0.02695486694574356,
0.08727699518203735,
-0.05480217561125755,
-0.005756418686360121,
0.03207913041114807,
0.0692576915025711,
-0.0060381642542779446,
-0.0162542462348938,
-0.011363882571458817,
-0.12624219059944153,
-0.024079404771327972,
0.0815039575099945,
0.01880471035838127,
-1.1124520377747113e-33,
0.0375092476606369,
-0.008749843575060368,
0.009908085688948631,
-0.006895867642015219,
-0.02099420502781868,
0.07231952995061874,
0.03889034688472748,
-0.026709938421845436,
0.07045894861221313,
-0.045144353061914444,
-0.09320541471242905,
-0.032926980406045914,
0.0065637920051813126,
0.0678151473402977,
0.04497544839978218,
0.05858033522963524,
-0.012659257277846336,
0.06204976886510849,
-0.015789279714226723,
-0.034541577100753784,
0.07807857543230057,
0.07575149089097977,
0.013857373967766762,
-0.008258931338787079,
0.005010450724512339,
-0.005571893882006407,
0.07519038766622543,
0.012272896245121956,
-0.012738946825265884,
0.059871163219213486,
-0.03503313288092613,
0.017703766003251076,
0.0453537181019783,
0.0034756730310618877,
0.08972972631454468,
-0.003546422114595771,
-0.05446980148553848,
0.06800734996795654,
0.08158356696367264,
0.0155106196179986,
-0.009759044274687767,
-0.027125108987092972,
0.0671272724866867,
0.05424639955163002,
-0.03392002731561661,
-0.05636932700872421,
-0.010464981198310852,
0.06820739805698395,
0.045502882450819016,
-0.01102539338171482,
-0.13622285425662994,
-0.09219826012849808,
-0.009735316969454288,
-0.046448688954114914,
0.04421209916472435,
-0.044692929834127426,
-0.017038481310009956,
0.017109910026192665,
0.050520896911621094,
-0.05038689821958542,
0.0043246992863714695,
-0.02865196391940117,
-0.0034238025546073914,
0.031362492591142654,
-0.022259119898080826,
0.08176712691783905,
-0.01718715764582157,
0.11372600495815277,
0.016264822334051132,
0.03705266863107681,
0.03912543132901192,
-0.0295154619961977,
0.02153194695711136,
0.009571175090968609,
0.041050273925065994,
-0.010287309996783733,
-0.0025900709442794323,
-0.01809614896774292,
0.0348009318113327,
-0.030006058514118195,
-0.002729240572080016,
0.02269895188510418,
0.11097866296768188,
-0.018119672313332558,
-0.05365787446498871,
0.08900432288646698,
-0.03695802763104439,
0.03971927613019943,
-0.025340767577290535,
-0.01094471663236618,
0.007113962434232235,
-0.013511312194168568,
0.043360523879528046,
0.07375553995370865,
-0.04100397601723671,
-3.9097784565456095e-8,
-0.04828382655978203,
-0.05930774286389351,
0.01382784079760313,
0.04297778755426407,
-0.04900747910141945,
0.041527267545461655,
0.012715047225356102,
-0.09231932461261749,
-0.07008650153875351,
-0.02233395166695118,
0.030255453661084175,
-0.01667621359229088,
-0.005317028611898422,
-0.05503900721669197,
-0.013183318078517914,
0.04106535762548447,
-0.0025431320536881685,
0.03207002207636833,
0.024093076586723328,
0.041002560406923294,
-0.03998209163546562,
0.011832814663648605,
-0.026481444016098976,
-0.07988777756690979,
0.00520316930487752,
-0.027741212397813797,
-0.005792571697384119,
0.06223206967115402,
0.09202597290277481,
-0.06496036052703857,
0.09509959816932678,
-0.016298266127705574,
-0.03970354050397873,
0.04254098981618881,
-0.008501517586410046,
-0.06430307775735855,
0.03707628324627876,
0.002624009270220995,
-0.03634946793317795,
0.012703408487141132,
-0.09628939628601074,
0.11054010689258575,
-0.03121059015393257,
-0.010150664485991001,
-0.043772801756858826,
0.027060793712735176,
-0.0024470980279147625,
-0.1416987180709839,
-0.03939896821975708,
-0.04487588256597519,
0.05888546258211136,
0.023125076666474342,
-0.09578709304332733,
0.08745310455560684,
0.05271625891327858,
0.046688586473464966,
0.04686536639928818,
0.01757211796939373,
-0.03488200530409813,
0.012152951210737228,
-0.07143538445234299,
-0.02173578180372715,
-0.055386677384376526,
-0.011425856500864029
] |
1402.5592
|
Shamim Ripon
|
Shamim Ripon, Mohammad Salah Uddin and Aoyan Barua
|
Web Service Composition - BPEL vs cCSP Process Algebra
|
6 pages, 4 figures, Advanced Computer Science Applications and
Technologies (ACSAT), 2012 International Conference on
| null |
10.1109/ACSAT.2012.47
| null |
cs.SE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Web services technology provides a platform on which we can develop
distributed services. The interoperability among these services is achieved by
various standard protocols. In recent years, several researches suggested that
process algebras provide a satisfactory assistance to the whole process of web
services development. Business transactions, on the other hand, involve the
coordination and interaction between multiple partners. With the emergence of
web services, business transactions are conducted using these services. The
coordination among the business processes is crucial, so is the handling of
faults that can arise at any stage of a transaction. BPEL models the behavior
of business process interaction by providing a XML based grammar to describe
the control logic required to coordinate the web services participating in a
process flow. However BPEL lacks a proper formal description where the
composition of business processes cannot be formally verified. Process algebra,
on the other hand, facilitates a formal foundation for rigorous verification of
the composition. This paper presents a comparison of web service composition
between BPEL and process algebra, cCSP.
|
[
{
"created": "Sun, 23 Feb 2014 09:55:51 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Ripon",
"Shamim",
""
],
[
"Uddin",
"Mohammad Salah",
""
],
[
"Barua",
"Aoyan",
""
]
] |
[
-0.08966755867004395,
-0.047905679792165756,
-0.04612084478139877,
-0.1074744239449501,
-0.0831167995929718,
-0.031725089997053146,
0.0825204849243164,
-0.005340362899005413,
0.03140931949019432,
-0.059338461607694626,
-0.03648165613412857,
-0.02086833491921425,
0.0884425938129425,
-0.009687088429927826,
0.12767376005649567,
-0.05437999218702316,
0.059828296303749084,
-0.06656713783740997,
-0.06510354578495026,
-0.024454951286315918,
-0.024487998336553574,
-0.02418074756860733,
-0.1521529257297516,
0.004275969695299864,
-0.11764099448919296,
0.06968390941619873,
-0.007752301637083292,
-0.09364219754934311,
0.026402944698929787,
-0.026278533041477203,
0.035005658864974976,
0.03394831717014313,
-0.0035384197253733873,
0.01260100957006216,
0.02203824743628502,
0.05200444161891937,
0.11457957327365875,
-0.030966702848672867,
-0.04829797521233559,
0.005957257002592087,
-0.04299585148692131,
-0.03489973396062851,
-0.06757591664791107,
-0.03657779097557068,
-0.06489913910627365,
-0.05268014594912529,
-0.0027500553987920284,
-0.05856819078326225,
-0.13554033637046814,
-0.011871804483234882,
-0.08694946765899658,
-0.029436158016324043,
-0.010235276073217392,
0.02998284064233303,
-0.0018465232569724321,
0.034844353795051575,
0.022753925994038582,
-0.03748951479792595,
-0.039667174220085144,
-0.022788647562265396,
-0.05293578654527664,
0.01511003915220499,
0.004611223004758358,
0.05293077975511551,
0.03182804211974144,
0.07340739667415619,
-0.061891134828329086,
-0.04023699089884758,
0.04122192785143852,
-0.0958406999707222,
-0.12512899935245514,
0.03898269310593605,
-0.08195003867149353,
0.07650011777877808,
-0.07732410728931427,
-0.0319085530936718,
0.04668831452727318,
0.010833663865923882,
-0.019013553857803345,
-0.05893317610025406,
-0.04344547167420387,
0.06267247349023819,
-0.044349927455186844,
0.02904992736876011,
0.03505096957087517,
0.04218053072690964,
0.03298092633485794,
0.06331556290388107,
0.03992979973554611,
0.045468129217624664,
-0.009208283387124538,
0.03898506984114647,
0.030708113685250282,
-0.023267453536391258,
0.06882491707801819,
0.04940376430749893,
-0.008274550549685955,
-0.047651562839746475,
0.046867504715919495,
0.04158046096563339,
0.07101157307624817,
0.06832297891378403,
0.03657031059265137,
-0.06849214434623718,
0.012515971437096596,
0.0014814432943239808,
-0.032572004944086075,
0.06016833707690239,
0.043614793568849564,
-0.05856720358133316,
-0.028758767992258072,
-0.03497195988893509,
0.05437040328979492,
-0.0045304074883461,
-0.07247554510831833,
0.009173675440251827,
0.005982649512588978,
0.022548524662852287,
0.052100833505392075,
-0.0024554438423365355,
0.043592583388090134,
0.10747650265693665,
-0.02108790911734104,
-0.019206156954169273,
0.029881978407502174,
-0.04037955403327942,
0.03903380036354065,
-4.001202313449116e-34,
-0.03761785477399826,
0.005023098550736904,
-0.020102577283978462,
0.035555869340896606,
0.08644261211156845,
-0.04185863584280014,
-0.0045769051648676395,
-0.02323807403445244,
-0.018412264063954353,
-0.05151602253317833,
0.06777956336736679,
0.015439094044268131,
-0.021451611071825027,
-0.04858523607254028,
0.016682002693414688,
0.05374642834067345,
0.06203260272741318,
0.05758163332939148,
0.09273184090852737,
-0.030776815488934517,
0.015923790633678436,
0.002667970024049282,
-0.012869179248809814,
0.04794022813439369,
0.04324674978852272,
0.023800471797585487,
0.008484592661261559,
0.07190265506505966,
0.0675600916147232,
-0.020139919593930244,
0.11539671570062637,
-0.08436870574951172,
-0.009168176911771297,
0.14879411458969116,
-0.023115063086152077,
0.03928813338279724,
-0.02163381315767765,
-0.06780572980642319,
0.011948282830417156,
-0.11050308495759964,
-0.05741114169359207,
-0.014972822740674019,
-0.10599268227815628,
0.10046076029539108,
-0.01869289018213749,
-0.0843692421913147,
-0.07329681515693665,
-0.0037642139941453934,
0.06035076454281807,
-0.08324351161718369,
0.07903175801038742,
0.06432982534170151,
0.13566528260707855,
0.022246355190873146,
-0.0031093452125787735,
0.029145492240786552,
-0.001143593923188746,
0.010516474954783916,
-0.038791656494140625,
0.06635130196809769,
0.01322964671999216,
-0.005159702617675066,
-0.11086253076791763,
0.0028088351245969534,
0.050262920558452606,
-0.058764345943927765,
-0.007642475888133049,
-0.028235793113708496,
0.025425119325518608,
-0.03606383502483368,
-0.07685214281082153,
0.015236368402838707,
0.012735476717352867,
0.07923880964517593,
0.023494208231568336,
-0.032064713537693024,
0.038949478417634964,
-0.08993516117334366,
-0.030321063473820686,
0.03258693218231201,
-0.056307535618543625,
0.06932157278060913,
0.078530453145504,
0.026148058474063873,
-0.02044377103447914,
-0.04625004902482033,
-0.03175653517246246,
0.05680635944008827,
-0.07054146379232407,
-0.015688344836235046,
-0.030153756961226463,
0.018024597316980362,
-0.0058110617101192474,
0.08173926919698715,
0.09702471643686295,
-2.3985503051047987e-33,
-0.04731491208076477,
-0.08588530868291855,
-0.013982311822474003,
0.04409947618842125,
-0.06653103232383728,
-0.028635157272219658,
-0.02242104709148407,
-0.05895918607711792,
0.006756624206900597,
-0.0032328469678759575,
0.0536515899002552,
-0.012702282518148422,
-0.03630172461271286,
-0.0060705579817295074,
0.009994358755648136,
-0.07741326838731766,
0.0005054492503404617,
-0.07092240452766418,
-0.007828066125512123,
0.04663395136594772,
0.04453997313976288,
0.14556343853473663,
0.02801934815943241,
-0.004833029583096504,
-0.01625043898820877,
0.009149187244474888,
0.0007985763950273395,
-0.024378560483455658,
0.002495458582416177,
-0.0023255590349435806,
0.07451100647449493,
-0.043946217745542526,
0.03591877222061157,
-0.04716680198907852,
0.006411736831068993,
-0.08152325451374054,
-0.0349661186337471,
0.05012227222323418,
0.0410904586315155,
-0.03356758877635002,
0.002687260275706649,
-0.05928054451942444,
-0.015609933994710445,
-0.01874145306646824,
-0.011494400911033154,
0.013947119936347008,
0.008777613751590252,
-0.003053088905289769,
0.00872418750077486,
0.01615150086581707,
-0.04286763817071915,
0.028340257704257965,
-0.032417766749858856,
-0.05819990113377571,
0.04838462173938751,
0.00938626192510128,
0.0550299808382988,
-0.0521911084651947,
-0.05439388006925583,
-0.07036948949098587,
-0.0006238732603378594,
0.032422322779893875,
0.0792488232254982,
0.05743316933512688,
0.07165688276290894,
0.03586382418870926,
-0.021715903654694557,
0.02641606703400612,
0.02042010799050331,
-0.04012585058808327,
0.06123277544975281,
0.050313808023929596,
-0.08837514370679855,
0.03593512251973152,
0.0947616770863533,
-0.0905613899230957,
0.006708563305437565,
-0.04393570497632027,
0.008234095759689808,
0.006326496601104736,
-0.02488687075674534,
0.047020409256219864,
0.030432607978582382,
0.022023441269993782,
-0.027110997587442398,
-0.0670795664191246,
0.06958005577325821,
-0.026789531111717224,
0.01903636008501053,
-0.025126395747065544,
-0.03284870833158493,
0.0026939299423247576,
-0.056233398616313934,
-0.0018821018747985363,
-0.07680968940258026,
-3.9832649179061264e-8,
-0.08190856873989105,
0.03978639841079712,
-0.03857162594795227,
0.029290473088622093,
-0.020124120637774467,
0.03032039664685726,
-0.023388449102640152,
-0.026825403794646263,
0.02475123666226864,
0.015017782337963581,
-0.07127256691455841,
-0.037044987082481384,
-0.059198424220085144,
-0.0398431122303009,
-0.0021177344024181366,
0.0066879624500870705,
0.01189832016825676,
-0.06760316342115402,
-0.016048766672611237,
-0.028418218716979027,
0.07599517703056335,
-0.02859799563884735,
0.05878865346312523,
0.08233317732810974,
0.040783096104860306,
0.016846999526023865,
0.0582440048456192,
0.06171846762299538,
0.051535822451114655,
-0.01823778823018074,
0.028691833838820457,
-0.02568652294576168,
0.03081088699400425,
0.013206957839429379,
0.027244694530963898,
0.012696010060608387,
-0.006098284386098385,
-0.0008041324908845127,
0.0008485919097438455,
-0.005897956900298595,
0.04331732913851738,
0.055441103875637054,
-0.021980473771691322,
0.02589033544063568,
0.08271922916173935,
0.04079022631049156,
-0.033493686467409134,
-0.007001560181379318,
-0.005810407921671867,
-0.01440491247922182,
-0.03527725487947464,
-0.00997147522866726,
0.0260454211384058,
0.07746575027704239,
-0.0694097951054573,
0.019028691574931145,
0.015483127906918526,
-0.07224033027887344,
0.0890510305762291,
0.0674254521727562,
-0.0209050253033638,
0.07410497218370438,
0.09897249191999435,
-0.010538398288190365
] | null | null | null | null | null | null | null |
[
-0.08966755867004395,
-0.047905679792165756,
-0.04612084478139877,
-0.1074744239449501,
-0.0831167995929718,
-0.031725089997053146,
0.0825204849243164,
-0.005340362899005413,
0.03140931949019432,
-0.059338461607694626,
-0.03648165613412857,
-0.02086833491921425,
0.0884425938129425,
-0.009687088429927826,
0.12767376005649567,
-0.05437999218702316,
0.059828296303749084,
-0.06656713783740997,
-0.06510354578495026,
-0.024454951286315918,
-0.024487998336553574,
-0.02418074756860733,
-0.1521529257297516,
0.004275969695299864,
-0.11764099448919296,
0.06968390941619873,
-0.007752301637083292,
-0.09364219754934311,
0.026402944698929787,
-0.026278533041477203,
0.035005658864974976,
0.03394831717014313,
-0.0035384197253733873,
0.01260100957006216,
0.02203824743628502,
0.05200444161891937,
0.11457957327365875,
-0.030966702848672867,
-0.04829797521233559,
0.005957257002592087,
-0.04299585148692131,
-0.03489973396062851,
-0.06757591664791107,
-0.03657779097557068,
-0.06489913910627365,
-0.05268014594912529,
-0.0027500553987920284,
-0.05856819078326225,
-0.13554033637046814,
-0.011871804483234882,
-0.08694946765899658,
-0.029436158016324043,
-0.010235276073217392,
0.02998284064233303,
-0.0018465232569724321,
0.034844353795051575,
0.022753925994038582,
-0.03748951479792595,
-0.039667174220085144,
-0.022788647562265396,
-0.05293578654527664,
0.01511003915220499,
0.004611223004758358,
0.05293077975511551,
0.03182804211974144,
0.07340739667415619,
-0.061891134828329086,
-0.04023699089884758,
0.04122192785143852,
-0.0958406999707222,
-0.12512899935245514,
0.03898269310593605,
-0.08195003867149353,
0.07650011777877808,
-0.07732410728931427,
-0.0319085530936718,
0.04668831452727318,
0.010833663865923882,
-0.019013553857803345,
-0.05893317610025406,
-0.04344547167420387,
0.06267247349023819,
-0.044349927455186844,
0.02904992736876011,
0.03505096957087517,
0.04218053072690964,
0.03298092633485794,
0.06331556290388107,
0.03992979973554611,
0.045468129217624664,
-0.009208283387124538,
0.03898506984114647,
0.030708113685250282,
-0.023267453536391258,
0.06882491707801819,
0.04940376430749893,
-0.008274550549685955,
-0.047651562839746475,
0.046867504715919495,
0.04158046096563339,
0.07101157307624817,
0.06832297891378403,
0.03657031059265137,
-0.06849214434623718,
0.012515971437096596,
0.0014814432943239808,
-0.032572004944086075,
0.06016833707690239,
0.043614793568849564,
-0.05856720358133316,
-0.028758767992258072,
-0.03497195988893509,
0.05437040328979492,
-0.0045304074883461,
-0.07247554510831833,
0.009173675440251827,
0.005982649512588978,
0.022548524662852287,
0.052100833505392075,
-0.0024554438423365355,
0.043592583388090134,
0.10747650265693665,
-0.02108790911734104,
-0.019206156954169273,
0.029881978407502174,
-0.04037955403327942,
0.03903380036354065,
-4.001202313449116e-34,
-0.03761785477399826,
0.005023098550736904,
-0.020102577283978462,
0.035555869340896606,
0.08644261211156845,
-0.04185863584280014,
-0.0045769051648676395,
-0.02323807403445244,
-0.018412264063954353,
-0.05151602253317833,
0.06777956336736679,
0.015439094044268131,
-0.021451611071825027,
-0.04858523607254028,
0.016682002693414688,
0.05374642834067345,
0.06203260272741318,
0.05758163332939148,
0.09273184090852737,
-0.030776815488934517,
0.015923790633678436,
0.002667970024049282,
-0.012869179248809814,
0.04794022813439369,
0.04324674978852272,
0.023800471797585487,
0.008484592661261559,
0.07190265506505966,
0.0675600916147232,
-0.020139919593930244,
0.11539671570062637,
-0.08436870574951172,
-0.009168176911771297,
0.14879411458969116,
-0.023115063086152077,
0.03928813338279724,
-0.02163381315767765,
-0.06780572980642319,
0.011948282830417156,
-0.11050308495759964,
-0.05741114169359207,
-0.014972822740674019,
-0.10599268227815628,
0.10046076029539108,
-0.01869289018213749,
-0.0843692421913147,
-0.07329681515693665,
-0.0037642139941453934,
0.06035076454281807,
-0.08324351161718369,
0.07903175801038742,
0.06432982534170151,
0.13566528260707855,
0.022246355190873146,
-0.0031093452125787735,
0.029145492240786552,
-0.001143593923188746,
0.010516474954783916,
-0.038791656494140625,
0.06635130196809769,
0.01322964671999216,
-0.005159702617675066,
-0.11086253076791763,
0.0028088351245969534,
0.050262920558452606,
-0.058764345943927765,
-0.007642475888133049,
-0.028235793113708496,
0.025425119325518608,
-0.03606383502483368,
-0.07685214281082153,
0.015236368402838707,
0.012735476717352867,
0.07923880964517593,
0.023494208231568336,
-0.032064713537693024,
0.038949478417634964,
-0.08993516117334366,
-0.030321063473820686,
0.03258693218231201,
-0.056307535618543625,
0.06932157278060913,
0.078530453145504,
0.026148058474063873,
-0.02044377103447914,
-0.04625004902482033,
-0.03175653517246246,
0.05680635944008827,
-0.07054146379232407,
-0.015688344836235046,
-0.030153756961226463,
0.018024597316980362,
-0.0058110617101192474,
0.08173926919698715,
0.09702471643686295,
-2.3985503051047987e-33,
-0.04731491208076477,
-0.08588530868291855,
-0.013982311822474003,
0.04409947618842125,
-0.06653103232383728,
-0.028635157272219658,
-0.02242104709148407,
-0.05895918607711792,
0.006756624206900597,
-0.0032328469678759575,
0.0536515899002552,
-0.012702282518148422,
-0.03630172461271286,
-0.0060705579817295074,
0.009994358755648136,
-0.07741326838731766,
0.0005054492503404617,
-0.07092240452766418,
-0.007828066125512123,
0.04663395136594772,
0.04453997313976288,
0.14556343853473663,
0.02801934815943241,
-0.004833029583096504,
-0.01625043898820877,
0.009149187244474888,
0.0007985763950273395,
-0.024378560483455658,
0.002495458582416177,
-0.0023255590349435806,
0.07451100647449493,
-0.043946217745542526,
0.03591877222061157,
-0.04716680198907852,
0.006411736831068993,
-0.08152325451374054,
-0.0349661186337471,
0.05012227222323418,
0.0410904586315155,
-0.03356758877635002,
0.002687260275706649,
-0.05928054451942444,
-0.015609933994710445,
-0.01874145306646824,
-0.011494400911033154,
0.013947119936347008,
0.008777613751590252,
-0.003053088905289769,
0.00872418750077486,
0.01615150086581707,
-0.04286763817071915,
0.028340257704257965,
-0.032417766749858856,
-0.05819990113377571,
0.04838462173938751,
0.00938626192510128,
0.0550299808382988,
-0.0521911084651947,
-0.05439388006925583,
-0.07036948949098587,
-0.0006238732603378594,
0.032422322779893875,
0.0792488232254982,
0.05743316933512688,
0.07165688276290894,
0.03586382418870926,
-0.021715903654694557,
0.02641606703400612,
0.02042010799050331,
-0.04012585058808327,
0.06123277544975281,
0.050313808023929596,
-0.08837514370679855,
0.03593512251973152,
0.0947616770863533,
-0.0905613899230957,
0.006708563305437565,
-0.04393570497632027,
0.008234095759689808,
0.006326496601104736,
-0.02488687075674534,
0.047020409256219864,
0.030432607978582382,
0.022023441269993782,
-0.027110997587442398,
-0.0670795664191246,
0.06958005577325821,
-0.026789531111717224,
0.01903636008501053,
-0.025126395747065544,
-0.03284870833158493,
0.0026939299423247576,
-0.056233398616313934,
-0.0018821018747985363,
-0.07680968940258026,
-3.9832649179061264e-8,
-0.08190856873989105,
0.03978639841079712,
-0.03857162594795227,
0.029290473088622093,
-0.020124120637774467,
0.03032039664685726,
-0.023388449102640152,
-0.026825403794646263,
0.02475123666226864,
0.015017782337963581,
-0.07127256691455841,
-0.037044987082481384,
-0.059198424220085144,
-0.0398431122303009,
-0.0021177344024181366,
0.0066879624500870705,
0.01189832016825676,
-0.06760316342115402,
-0.016048766672611237,
-0.028418218716979027,
0.07599517703056335,
-0.02859799563884735,
0.05878865346312523,
0.08233317732810974,
0.040783096104860306,
0.016846999526023865,
0.0582440048456192,
0.06171846762299538,
0.051535822451114655,
-0.01823778823018074,
0.028691833838820457,
-0.02568652294576168,
0.03081088699400425,
0.013206957839429379,
0.027244694530963898,
0.012696010060608387,
-0.006098284386098385,
-0.0008041324908845127,
0.0008485919097438455,
-0.005897956900298595,
0.04331732913851738,
0.055441103875637054,
-0.021980473771691322,
0.02589033544063568,
0.08271922916173935,
0.04079022631049156,
-0.033493686467409134,
-0.007001560181379318,
-0.005810407921671867,
-0.01440491247922182,
-0.03527725487947464,
-0.00997147522866726,
0.0260454211384058,
0.07746575027704239,
-0.0694097951054573,
0.019028691574931145,
0.015483127906918526,
-0.07224033027887344,
0.0890510305762291,
0.0674254521727562,
-0.0209050253033638,
0.07410497218370438,
0.09897249191999435,
-0.010538398288190365
] |
1402.5593
|
Rustam Tagiew
|
Rustam Tagiew and Dmitry I. Ignatov
|
Reciprocity in Gift-Exchange-Games
|
6 pages, 2 figures, 5 tables
| null | null | null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper presents an analysis of data from a gift-exchange-game experiment.
The experiment was described in `The Impact of Social Comparisons on
Reciprocity' by G\"achter et al. 2012. Since this paper uses state-of-art data
science techniques, the results provide a different point of view on the
problem. As already shown in relevant literature from experimental economics,
human decisions deviate from rational payoff maximization. The average gift
rate was $31$%. Gift rate was under no conditions zero. Further, we derive some
special findings and calculate their significance.
|
[
{
"created": "Sun, 23 Feb 2014 10:07:59 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Tagiew",
"Rustam",
""
],
[
"Ignatov",
"Dmitry I.",
""
]
] |
[
-0.03794495016336441,
0.03833368048071861,
-0.005686483345925808,
-0.04136352241039276,
-0.002894432283937931,
-0.020194392651319504,
0.06376482546329498,
0.013684981502592564,
0.010049322620034218,
0.09161721169948578,
-0.0013096303446218371,
0.011135031469166279,
0.03682892397046089,
0.03293444216251373,
-0.0008058281964622438,
-0.0179757010191679,
0.06098981201648712,
-0.017089076340198517,
-0.030900169163942337,
-0.03735844045877457,
-0.01851627789437771,
-0.14891618490219116,
0.003995140083134174,
-0.0484677329659462,
0.05364182963967323,
-0.07835377007722855,
-0.02887442708015442,
0.0119378212839365,
-0.033974628895521164,
-0.005717189982533455,
0.015036815777420998,
0.040164120495319366,
0.04970536008477211,
0.005234270356595516,
-0.058863408863544464,
-0.014620725996792316,
-0.02507803775370121,
-0.03778739646077156,
-0.040941640734672546,
0.03734590858221054,
-0.033403437584638596,
-0.005270517431199551,
0.026057342067360878,
0.0004876561288256198,
-0.011388406157493591,
0.037815406918525696,
0.038485608994960785,
0.06914317607879639,
-0.10074039548635483,
0.04967539384961128,
-0.012933243066072464,
0.05144704878330231,
-0.0013823045883327723,
0.025582190603017807,
0.027890749275684357,
-0.004938213154673576,
0.09238942712545395,
-0.025753004476428032,
0.015450447797775269,
0.012135856784880161,
-0.03221528232097626,
-0.03436613827943802,
-0.051816314458847046,
-0.04007883742451668,
0.02207273244857788,
-0.06680484861135483,
-0.0050600748509168625,
0.031876809895038605,
-0.0814327672123909,
-0.06474635004997253,
0.08143264800310135,
-0.03221455588936806,
-0.04604220390319824,
-0.056308187544345856,
0.04843834415078163,
-0.02040475606918335,
-0.06297682970762253,
-0.03168224170804024,
-0.02099890075623989,
0.003478721249848604,
-0.03998904675245285,
-0.12519408762454987,
0.003926608245819807,
0.0284490417689085,
-0.002395653398707509,
-0.0862669125199318,
0.0115898959338665,
-0.04660149663686752,
0.06886624544858932,
0.03953178599476814,
-0.07225843518972397,
0.0372299924492836,
0.025406284257769585,
-0.0023526840377599,
-0.03066558577120304,
0.08902839571237564,
-0.024212343618273735,
-0.01986652985215187,
-0.03370438516139984,
0.0475558377802372,
-0.015364238061010838,
0.1130281612277031,
-0.027723809704184532,
-0.02001050114631653,
0.06203689053654671,
-0.009170971810817719,
0.006959381513297558,
-0.031469304114580154,
0.03116242215037346,
-0.006855550687760115,
-0.10567664355039597,
0.05239541456103325,
0.009789587929844856,
0.029305443167686462,
-0.01330228615552187,
-0.017077239230275154,
-0.07102624326944351,
0.04961889982223511,
-0.035137005150318146,
-0.036670099943876266,
0.15639880299568176,
0.0013924308586865664,
0.036369774490594864,
-0.0035095929633826017,
-0.02731034718453884,
0.05043330043554306,
-0.01935170404613018,
1.0472257618341278e-34,
-0.06555045396089554,
-0.04323369264602661,
0.01425765547901392,
-0.004756001755595207,
-0.02166246995329857,
-0.021797318011522293,
0.019391292706131935,
0.041202764958143234,
-0.05906129628419876,
-0.01190990675240755,
-0.026975909247994423,
0.07195272296667099,
0.0504986010491848,
0.07661540806293488,
-0.022100554779171944,
0.02252226509153843,
-0.06503652036190033,
0.015787262469530106,
0.07601561397314072,
-0.003338838927447796,
0.11189951002597809,
-0.0103759178891778,
0.05698240548372269,
-0.029932770878076553,
-0.00623492943122983,
-0.07433240860700607,
-0.10951539874076843,
-0.016905829310417175,
0.12979745864868164,
-0.03038007952272892,
0.051300134509801865,
0.03899726644158363,
0.04631676897406578,
-0.033398550003767014,
-0.0727129802107811,
-0.0003688329306896776,
0.054340049624443054,
-0.016260934993624687,
0.0035345563665032387,
0.032971497625112534,
-0.057666826993227005,
0.005908317863941193,
-0.019607916474342346,
0.0571809858083725,
-0.011420072987675667,
0.026948291808366776,
0.06538090854883194,
-0.10065130144357681,
-0.008577772416174412,
0.03076157718896866,
-0.010855676606297493,
0.014325999654829502,
0.02796483039855957,
-0.04836888611316681,
-0.009640784934163094,
-0.04232460632920265,
-0.01755276694893837,
0.020853130146861076,
-0.08053220808506012,
-0.05426744744181633,
0.008746334351599216,
-0.023842444643378258,
0.05846577137708664,
-0.018104875460267067,
-0.05989636108279228,
0.045872703194618225,
0.02976454794406891,
-0.041464146226644516,
0.001151793054305017,
0.045027777552604675,
0.036960795521736145,
0.10417655855417252,
-0.03980061411857605,
-0.041288405656814575,
0.0077745565213263035,
0.0004968662397004664,
0.06329463422298431,
0.07979792356491089,
0.07272867858409882,
-0.14480005204677582,
-0.029799167066812515,
-0.05071524530649185,
0.02875102125108242,
-0.025114791467785835,
-0.032510947436094284,
0.001170886680483818,
0.009236538782715797,
-0.04502849280834198,
0.047390829771757126,
-0.00642640795558691,
0.02382279373705387,
0.015524763613939285,
-0.007456046063452959,
0.0008389798458665609,
0.10208994150161743,
-2.7189176987679817e-33,
-0.1291525810956955,
-0.03187797963619232,
-0.0033726475667208433,
0.08113626390695572,
0.06276170164346695,
0.003195473225787282,
-0.04442424327135086,
-0.060161292552948,
0.06912011653184891,
0.1026458740234375,
-0.0487588606774807,
0.00543530797585845,
0.12797385454177856,
0.017052114009857178,
-0.004477299749851227,
-0.11723605543375015,
0.06829982250928879,
0.011855578981339931,
0.03440359979867935,
-0.02439012937247753,
0.040453068912029266,
0.10729595273733139,
0.026274634525179863,
-0.04951423779129982,
-0.008988131769001484,
0.025341663509607315,
-0.05058664456009865,
-0.10787234455347061,
-0.020827114582061768,
-0.023066235706210136,
-0.001459425431676209,
-0.017909863963723183,
-0.005081159062683582,
-0.00008562336734030396,
0.03313831612467766,
0.06856198608875275,
-0.011580459773540497,
-0.017318490892648697,
-0.012860603630542755,
0.03737550973892212,
-0.023592978715896606,
0.021123651415109634,
-0.08393753319978714,
0.0025931515265256166,
0.029945963993668556,
-0.018909279257059097,
-0.10541252046823502,
-0.021123459562659264,
0.11001094430685043,
-0.028242245316505432,
0.048960644751787186,
0.06538070738315582,
0.01767818070948124,
-0.04394262656569481,
-0.043604034930467606,
0.006454823072999716,
0.0004883416113443673,
-0.02471497468650341,
0.11677198112010956,
0.06806392222642899,
-0.06165831908583641,
0.016740987077355385,
-0.07922769337892532,
0.12070752680301666,
-0.034401509910821915,
-0.0033667171373963356,
0.050949450582265854,
0.017975198104977608,
0.06771647930145264,
-0.03855445981025696,
0.034507665783166885,
0.019749555736780167,
0.003954294603317976,
-0.017304733395576477,
0.04241747036576271,
0.13142246007919312,
-0.04853302985429764,
0.08588551729917526,
0.007598893251270056,
-0.014220783486962318,
-0.02119266986846924,
0.03930506482720375,
0.09070384502410889,
-0.07291637361049652,
-0.016658203676342964,
-0.018064016476273537,
0.012923382222652435,
-0.014499915763735771,
-0.060487084090709686,
-0.04594826325774193,
-0.03156042471528053,
-0.07864440232515335,
0.09080631285905838,
-0.044228434562683105,
0.06750553101301193,
-4.632824257555512e-8,
0.10839301347732544,
-0.02857125550508499,
0.057051461189985275,
0.03122808039188385,
-0.010180390439927578,
0.04878939315676689,
-0.04629603773355484,
0.04747675731778145,
-0.11251477897167206,
0.011397365480661392,
-0.021180780604481697,
0.09780418127775192,
0.023540500551462173,
0.018974805250763893,
0.031893517822027206,
0.01461703423410654,
0.019471364095807076,
-0.04597698524594307,
-0.02605150081217289,
0.04142787680029869,
0.06389430165290833,
0.06581347435712814,
-0.01310733426362276,
-0.07737118005752563,
-0.07371604442596436,
0.016688892617821693,
-0.027463428676128387,
0.05483062565326691,
-0.02231597527861595,
-0.005760430358350277,
0.02308029495179653,
-0.0635022297501564,
-0.02381177619099617,
-0.04978075996041298,
0.10620313137769699,
0.006623169872909784,
-0.04329157993197441,
-0.03926662355661392,
-0.013913081027567387,
0.01117828767746687,
-0.02377311885356903,
-0.03142393380403519,
-0.08596037328243256,
-0.017318712547421455,
0.056873951107263565,
0.05781622603535652,
-0.09674269706010818,
-0.04341785982251167,
-0.0015538804000243545,
-0.0042693959549069405,
0.0198476891964674,
-0.039598189294338226,
-0.050353895872831345,
-0.07090949267148972,
0.05938820168375969,
-0.0157857034355402,
-0.049487996846437454,
0.04618328809738159,
0.011593992821872234,
-0.054006025195121765,
0.08864451944828033,
0.0044123283587396145,
-0.12258562445640564,
-0.06026911735534668
] | null | null | null | null | null | null | null |
[
-0.03794495016336441,
0.03833368048071861,
-0.005686483345925808,
-0.04136352241039276,
-0.002894432283937931,
-0.020194392651319504,
0.06376482546329498,
0.013684981502592564,
0.010049322620034218,
0.09161721169948578,
-0.0013096303446218371,
0.011135031469166279,
0.03682892397046089,
0.03293444216251373,
-0.0008058281964622438,
-0.0179757010191679,
0.06098981201648712,
-0.017089076340198517,
-0.030900169163942337,
-0.03735844045877457,
-0.01851627789437771,
-0.14891618490219116,
0.003995140083134174,
-0.0484677329659462,
0.05364182963967323,
-0.07835377007722855,
-0.02887442708015442,
0.0119378212839365,
-0.033974628895521164,
-0.005717189982533455,
0.015036815777420998,
0.040164120495319366,
0.04970536008477211,
0.005234270356595516,
-0.058863408863544464,
-0.014620725996792316,
-0.02507803775370121,
-0.03778739646077156,
-0.040941640734672546,
0.03734590858221054,
-0.033403437584638596,
-0.005270517431199551,
0.026057342067360878,
0.0004876561288256198,
-0.011388406157493591,
0.037815406918525696,
0.038485608994960785,
0.06914317607879639,
-0.10074039548635483,
0.04967539384961128,
-0.012933243066072464,
0.05144704878330231,
-0.0013823045883327723,
0.025582190603017807,
0.027890749275684357,
-0.004938213154673576,
0.09238942712545395,
-0.025753004476428032,
0.015450447797775269,
0.012135856784880161,
-0.03221528232097626,
-0.03436613827943802,
-0.051816314458847046,
-0.04007883742451668,
0.02207273244857788,
-0.06680484861135483,
-0.0050600748509168625,
0.031876809895038605,
-0.0814327672123909,
-0.06474635004997253,
0.08143264800310135,
-0.03221455588936806,
-0.04604220390319824,
-0.056308187544345856,
0.04843834415078163,
-0.02040475606918335,
-0.06297682970762253,
-0.03168224170804024,
-0.02099890075623989,
0.003478721249848604,
-0.03998904675245285,
-0.12519408762454987,
0.003926608245819807,
0.0284490417689085,
-0.002395653398707509,
-0.0862669125199318,
0.0115898959338665,
-0.04660149663686752,
0.06886624544858932,
0.03953178599476814,
-0.07225843518972397,
0.0372299924492836,
0.025406284257769585,
-0.0023526840377599,
-0.03066558577120304,
0.08902839571237564,
-0.024212343618273735,
-0.01986652985215187,
-0.03370438516139984,
0.0475558377802372,
-0.015364238061010838,
0.1130281612277031,
-0.027723809704184532,
-0.02001050114631653,
0.06203689053654671,
-0.009170971810817719,
0.006959381513297558,
-0.031469304114580154,
0.03116242215037346,
-0.006855550687760115,
-0.10567664355039597,
0.05239541456103325,
0.009789587929844856,
0.029305443167686462,
-0.01330228615552187,
-0.017077239230275154,
-0.07102624326944351,
0.04961889982223511,
-0.035137005150318146,
-0.036670099943876266,
0.15639880299568176,
0.0013924308586865664,
0.036369774490594864,
-0.0035095929633826017,
-0.02731034718453884,
0.05043330043554306,
-0.01935170404613018,
1.0472257618341278e-34,
-0.06555045396089554,
-0.04323369264602661,
0.01425765547901392,
-0.004756001755595207,
-0.02166246995329857,
-0.021797318011522293,
0.019391292706131935,
0.041202764958143234,
-0.05906129628419876,
-0.01190990675240755,
-0.026975909247994423,
0.07195272296667099,
0.0504986010491848,
0.07661540806293488,
-0.022100554779171944,
0.02252226509153843,
-0.06503652036190033,
0.015787262469530106,
0.07601561397314072,
-0.003338838927447796,
0.11189951002597809,
-0.0103759178891778,
0.05698240548372269,
-0.029932770878076553,
-0.00623492943122983,
-0.07433240860700607,
-0.10951539874076843,
-0.016905829310417175,
0.12979745864868164,
-0.03038007952272892,
0.051300134509801865,
0.03899726644158363,
0.04631676897406578,
-0.033398550003767014,
-0.0727129802107811,
-0.0003688329306896776,
0.054340049624443054,
-0.016260934993624687,
0.0035345563665032387,
0.032971497625112534,
-0.057666826993227005,
0.005908317863941193,
-0.019607916474342346,
0.0571809858083725,
-0.011420072987675667,
0.026948291808366776,
0.06538090854883194,
-0.10065130144357681,
-0.008577772416174412,
0.03076157718896866,
-0.010855676606297493,
0.014325999654829502,
0.02796483039855957,
-0.04836888611316681,
-0.009640784934163094,
-0.04232460632920265,
-0.01755276694893837,
0.020853130146861076,
-0.08053220808506012,
-0.05426744744181633,
0.008746334351599216,
-0.023842444643378258,
0.05846577137708664,
-0.018104875460267067,
-0.05989636108279228,
0.045872703194618225,
0.02976454794406891,
-0.041464146226644516,
0.001151793054305017,
0.045027777552604675,
0.036960795521736145,
0.10417655855417252,
-0.03980061411857605,
-0.041288405656814575,
0.0077745565213263035,
0.0004968662397004664,
0.06329463422298431,
0.07979792356491089,
0.07272867858409882,
-0.14480005204677582,
-0.029799167066812515,
-0.05071524530649185,
0.02875102125108242,
-0.025114791467785835,
-0.032510947436094284,
0.001170886680483818,
0.009236538782715797,
-0.04502849280834198,
0.047390829771757126,
-0.00642640795558691,
0.02382279373705387,
0.015524763613939285,
-0.007456046063452959,
0.0008389798458665609,
0.10208994150161743,
-2.7189176987679817e-33,
-0.1291525810956955,
-0.03187797963619232,
-0.0033726475667208433,
0.08113626390695572,
0.06276170164346695,
0.003195473225787282,
-0.04442424327135086,
-0.060161292552948,
0.06912011653184891,
0.1026458740234375,
-0.0487588606774807,
0.00543530797585845,
0.12797385454177856,
0.017052114009857178,
-0.004477299749851227,
-0.11723605543375015,
0.06829982250928879,
0.011855578981339931,
0.03440359979867935,
-0.02439012937247753,
0.040453068912029266,
0.10729595273733139,
0.026274634525179863,
-0.04951423779129982,
-0.008988131769001484,
0.025341663509607315,
-0.05058664456009865,
-0.10787234455347061,
-0.020827114582061768,
-0.023066235706210136,
-0.001459425431676209,
-0.017909863963723183,
-0.005081159062683582,
-0.00008562336734030396,
0.03313831612467766,
0.06856198608875275,
-0.011580459773540497,
-0.017318490892648697,
-0.012860603630542755,
0.03737550973892212,
-0.023592978715896606,
0.021123651415109634,
-0.08393753319978714,
0.0025931515265256166,
0.029945963993668556,
-0.018909279257059097,
-0.10541252046823502,
-0.021123459562659264,
0.11001094430685043,
-0.028242245316505432,
0.048960644751787186,
0.06538070738315582,
0.01767818070948124,
-0.04394262656569481,
-0.043604034930467606,
0.006454823072999716,
0.0004883416113443673,
-0.02471497468650341,
0.11677198112010956,
0.06806392222642899,
-0.06165831908583641,
0.016740987077355385,
-0.07922769337892532,
0.12070752680301666,
-0.034401509910821915,
-0.0033667171373963356,
0.050949450582265854,
0.017975198104977608,
0.06771647930145264,
-0.03855445981025696,
0.034507665783166885,
0.019749555736780167,
0.003954294603317976,
-0.017304733395576477,
0.04241747036576271,
0.13142246007919312,
-0.04853302985429764,
0.08588551729917526,
0.007598893251270056,
-0.014220783486962318,
-0.02119266986846924,
0.03930506482720375,
0.09070384502410889,
-0.07291637361049652,
-0.016658203676342964,
-0.018064016476273537,
0.012923382222652435,
-0.014499915763735771,
-0.060487084090709686,
-0.04594826325774193,
-0.03156042471528053,
-0.07864440232515335,
0.09080631285905838,
-0.044228434562683105,
0.06750553101301193,
-4.632824257555512e-8,
0.10839301347732544,
-0.02857125550508499,
0.057051461189985275,
0.03122808039188385,
-0.010180390439927578,
0.04878939315676689,
-0.04629603773355484,
0.04747675731778145,
-0.11251477897167206,
0.011397365480661392,
-0.021180780604481697,
0.09780418127775192,
0.023540500551462173,
0.018974805250763893,
0.031893517822027206,
0.01461703423410654,
0.019471364095807076,
-0.04597698524594307,
-0.02605150081217289,
0.04142787680029869,
0.06389430165290833,
0.06581347435712814,
-0.01310733426362276,
-0.07737118005752563,
-0.07371604442596436,
0.016688892617821693,
-0.027463428676128387,
0.05483062565326691,
-0.02231597527861595,
-0.005760430358350277,
0.02308029495179653,
-0.0635022297501564,
-0.02381177619099617,
-0.04978075996041298,
0.10620313137769699,
0.006623169872909784,
-0.04329157993197441,
-0.03926662355661392,
-0.013913081027567387,
0.01117828767746687,
-0.02377311885356903,
-0.03142393380403519,
-0.08596037328243256,
-0.017318712547421455,
0.056873951107263565,
0.05781622603535652,
-0.09674269706010818,
-0.04341785982251167,
-0.0015538804000243545,
-0.0042693959549069405,
0.0198476891964674,
-0.039598189294338226,
-0.050353895872831345,
-0.07090949267148972,
0.05938820168375969,
-0.0157857034355402,
-0.049487996846437454,
0.04618328809738159,
0.011593992821872234,
-0.054006025195121765,
0.08864451944828033,
0.0044123283587396145,
-0.12258562445640564,
-0.06026911735534668
] |
1402.5595
|
Shamim Ripon
|
Shamim Ripon, Sk. Jahir Hossain, Keya Azad and Mehidee Hassan
|
Logic Verification of Product-Line Variant Requirements
|
4 pages, 4 figures, Sofware Engineering and Applied Computing
(ACSEAC), 2012 African Conference on
| null |
10.1109/ACSEAC.2012.14
| null |
cs.SE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Formal verification of variant requirements has gained much interest in the
software product line (SPL) community. Feature diagrams are widely used to
model product line variants. However, there is a lack of precisely defined
formal notation for representing and verifying such models. This paper presents
an approach to modeling and verifying SPL variant feature diagrams using
first-order logic. It provides a precise and rigorous formal interpretation of
the feature diagrams. Logical expressions can be built by modeling variants and
their dependencies by using propositional connectives. These expressions can
then be validated by any suitable verification tool. A case study of a Computer
Aided Dispatch (CAD) system variant feature model is presented to illustrate
the verification process.
|
[
{
"created": "Sun, 23 Feb 2014 10:17:53 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Ripon",
"Shamim",
""
],
[
"Hossain",
"Sk. Jahir",
""
],
[
"Azad",
"Keya",
""
],
[
"Hassan",
"Mehidee",
""
]
] |
[
0.04752049222588539,
-0.02275772951543331,
0.05346865952014923,
-0.03611193224787712,
0.0079169487580657,
-0.001781753497198224,
0.0081486189737916,
0.04769652709364891,
-0.053158149123191833,
-0.05659189447760582,
-0.0011954344809055328,
-0.04396865516901016,
0.03147246316075325,
0.050327956676483154,
0.07270808517932892,
0.04990730062127113,
0.024638470262289047,
-0.08778360486030579,
0.007640179246664047,
-0.03986823558807373,
0.013052890077233315,
-0.012772646732628345,
-0.13268661499023438,
0.02199491485953331,
-0.05923578888177872,
0.00018085920601151884,
0.046158380806446075,
0.028218815103173256,
-0.010344050824642181,
0.011679217219352722,
-0.019841795787215233,
0.07207105308771133,
-0.0008180285803973675,
-0.024800695478916168,
0.11832591891288757,
0.021279681473970413,
0.028161106631159782,
-0.031180020421743393,
-0.03478628024458885,
-0.05992358922958374,
-0.06399369984865189,
-0.0841476246714592,
-0.031241944059729576,
0.03076501376926899,
0.01478637382388115,
-0.02511221542954445,
-0.06248148903250694,
0.030921030789613724,
-0.07719217240810394,
0.025791164487600327,
-0.015876365825533867,
0.02566242404282093,
-0.07400840520858765,
-0.045977186411619186,
0.08475557714700699,
0.0022972191218286753,
0.025853896513581276,
-0.010343599133193493,
0.005705603864043951,
0.029339777305722237,
-0.05146869271993637,
-0.05701645463705063,
-0.03063816763460636,
-0.01978009007871151,
-0.057975854724645615,
0.026450909674167633,
0.0033953525125980377,
-0.040859732776880264,
0.06916581839323044,
0.002944744424894452,
-0.1040245071053505,
0.005283596459776163,
-0.035652656108140945,
0.028308743610978127,
-0.08125966042280197,
0.05644960328936577,
0.09126271307468414,
0.0178559347987175,
0.023205164819955826,
-0.11752879619598389,
-0.12833470106124878,
0.06419886648654938,
-0.08762530237436295,
0.034566763788461685,
-0.006898489780724049,
0.05449134111404419,
0.019433511421084404,
-0.07111021131277084,
0.07642976939678192,
0.05427766591310501,
0.02962406352162361,
-0.00930112600326538,
0.1111772432923317,
0.0006037550629116595,
0.031868401914834976,
0.0422966405749321,
0.030737698078155518,
-0.05108906328678131,
-0.006286373361945152,
0.032190922647714615,
-0.026179689913988113,
0.022743994370102882,
0.0866876095533371,
-0.08245644718408585,
0.0469166599214077,
0.018841104581952095,
0.03238338604569435,
-0.05583380535244942,
-0.003961578477174044,
-0.05533050373196602,
0.059265296906232834,
-0.05001228675246239,
-0.00992640107870102,
-0.05112146586179733,
-0.05605698376893997,
-0.06325087696313858,
-0.06360932439565659,
-0.009314484894275665,
0.007873072288930416,
0.005408681463450193,
-0.003127672243863344,
-0.013116175308823586,
0.0449114590883255,
0.016980919986963272,
0.023263169452548027,
-0.08627886325120926,
0.014179358258843422,
2.8317699318927216e-33,
-0.04274660348892212,
0.0045808954164385796,
-0.023681115359067917,
0.09560597687959671,
0.00373535486869514,
-0.05546480044722557,
0.004462118726223707,
0.04917634651064873,
-0.06108405441045761,
0.05946629121899605,
-0.07681857794523239,
-0.04590831696987152,
-0.11658162623643875,
0.03816245496273041,
0.06578825414180756,
0.047560758888721466,
-0.04280148446559906,
-0.014424843713641167,
-0.02431734837591648,
0.0009667659178376198,
-0.000791151833254844,
-0.03203599527478218,
-0.0445241816341877,
0.08740562945604324,
0.06065754592418671,
0.0007435127045027912,
0.0015018483391031623,
-0.0004677666292991489,
-0.03182300180196762,
-0.005032472312450409,
0.05487985163927078,
-0.04825317859649658,
0.053934432566165924,
0.029660280793905258,
-0.09147728234529495,
-0.001671469770371914,
0.031440190970897675,
-0.07435619086027145,
0.05884227901697159,
0.06818607449531555,
0.030992841348052025,
-0.015237043611705303,
-0.056990258395671844,
0.044356610625982285,
-0.008923765271902084,
0.023629598319530487,
-0.022692009806632996,
0.028612295165657997,
-0.0020906005520373583,
-0.022686148062348366,
0.0015944481128826737,
0.08191372454166412,
0.0963963195681572,
0.013469642959535122,
-0.00543021596968174,
-0.06584098935127258,
-0.027366038411855698,
-0.0035194254014641047,
0.09734617173671722,
0.08713427931070328,
-0.08173473179340363,
0.05276425927877426,
0.01423120591789484,
-0.02156933955848217,
-0.050000645220279694,
0.021368786692619324,
-0.0026116804219782352,
-0.05490490049123764,
0.033380743116140366,
0.007958668284118176,
-0.06817436963319778,
-0.029003910720348358,
0.009812881238758564,
-0.009296884760260582,
0.01472863182425499,
-0.07045825570821762,
-0.011543557047843933,
-0.009352513588964939,
-0.01902681775391102,
0.007491605821996927,
-0.05998607724905014,
0.07351181656122208,
0.00926759373396635,
0.05438308045268059,
0.0878574326634407,
-0.04926862195134163,
-0.006837556604295969,
-0.00047512646415270865,
-0.06590955704450607,
-0.008536201901733875,
-0.02880561351776123,
0.029196565970778465,
-0.028595656156539917,
0.040770918130874634,
0.1182500347495079,
-3.6514392039852256e-33,
-0.0786258652806282,
0.0019277110695838928,
0.04991598799824715,
0.005247639492154121,
-0.05107872933149338,
-0.11550605297088623,
-0.07013855874538422,
-0.000054706753871869296,
-0.0219573937356472,
0.04903838410973549,
0.03101181611418724,
-0.04739025607705116,
-0.0410744808614254,
-0.020496105775237083,
-0.04289320111274719,
0.02565860003232956,
-0.11644363403320312,
-0.12621116638183594,
0.03385460004210472,
0.09344008564949036,
0.06671914458274841,
0.0391174741089344,
-0.08013694733381271,
-0.0015232381410896778,
0.007497033104300499,
0.008236647583544254,
-0.022663507610559464,
-0.00830705277621746,
0.05126430466771126,
0.02197883650660515,
0.030698783695697784,
-0.0038846591487526894,
-0.013489756733179092,
0.018082352355122566,
0.020285533741116524,
-0.08914796262979507,
0.015962829813361168,
0.01146609801799059,
0.06838901340961456,
-0.004606359172612429,
-0.006368723697960377,
-0.046574294567108154,
-0.02298966981470585,
0.017212843522429466,
-0.013579420745372772,
-0.03353435546159744,
0.1223374530673027,
-0.03949618339538574,
0.027961594983935356,
-0.07621216773986816,
-0.01946278288960457,
0.05142959952354431,
0.04883180186152458,
-0.007398549932986498,
-0.002560035092756152,
-0.02805081009864807,
0.05862781032919884,
-0.01726740412414074,
-0.016560213640332222,
-0.05091995745897293,
0.013712487183511257,
-0.09204564243555069,
0.15069657564163208,
-0.030289119109511375,
0.040634676814079285,
-0.03796405345201492,
0.012317400425672531,
-0.04926956817507744,
-0.0010842438787221909,
-0.04279245063662529,
-0.0026591187343001366,
-0.01441811490803957,
-0.08527708053588867,
0.01016683503985405,
0.016447074711322784,
-0.0952506735920906,
0.02561567910015583,
0.016990315169095993,
0.046573176980018616,
0.027656853199005127,
-0.003993754740804434,
0.04532164707779884,
0.07269196957349777,
0.08548793941736221,
-0.05447617173194885,
0.060745321214199066,
-0.014112574979662895,
0.044179849326610565,
0.0026443905662745237,
0.08762695640325546,
-0.03163281828165054,
0.11605824530124664,
-0.0009848036570474505,
0.0885654017329216,
-0.05495922639966011,
-3.887959820758624e-8,
-0.0859210267663002,
0.015573450364172459,
0.07372856885194778,
0.007824540138244629,
0.05456453189253807,
0.0568431094288826,
-0.02883758395910263,
-0.050860606133937836,
0.0044976454228162766,
-0.055421989411115646,
-0.0011828638380393386,
0.04472360014915466,
-0.05361995846033096,
-0.00908376183360815,
0.06852453202009201,
0.0657753273844719,
0.011357588693499565,
-0.013113103806972504,
-0.03293207660317421,
0.030647916719317436,
0.011280311271548271,
0.030212629586458206,
0.06198640912771225,
0.08379215002059937,
-0.010372327640652657,
-0.08297473937273026,
-0.0020124143920838833,
0.09278450161218643,
0.021658767014741898,
0.05819319561123848,
0.017655303701758385,
0.005641361698508263,
0.08500873297452927,
0.03251747786998749,
0.12022066861391068,
0.033590756356716156,
0.07732212543487549,
0.08280909806489944,
0.018355052918195724,
-0.010700657032430172,
0.005737702827900648,
-0.04011775180697441,
-0.02245917171239853,
-0.009976529516279697,
0.036776766180992126,
0.019784584641456604,
-0.015199942514300346,
-0.12353499233722687,
-0.04743916541337967,
0.06013426184654236,
-0.04667865112423897,
0.018763678148388863,
-0.09063158184289932,
0.05648248642683029,
-0.11829140782356262,
0.032379698008298874,
-0.0006136673036962748,
-0.026319697499275208,
0.055810052901506424,
-0.005350460298359394,
-0.042111802846193314,
0.06894522905349731,
0.07893964648246765,
-0.06475060433149338
] | null | null | null | null | null | null | null |
[
0.04752049222588539,
-0.02275772951543331,
0.05346865952014923,
-0.03611193224787712,
0.0079169487580657,
-0.001781753497198224,
0.0081486189737916,
0.04769652709364891,
-0.053158149123191833,
-0.05659189447760582,
-0.0011954344809055328,
-0.04396865516901016,
0.03147246316075325,
0.050327956676483154,
0.07270808517932892,
0.04990730062127113,
0.024638470262289047,
-0.08778360486030579,
0.007640179246664047,
-0.03986823558807373,
0.013052890077233315,
-0.012772646732628345,
-0.13268661499023438,
0.02199491485953331,
-0.05923578888177872,
0.00018085920601151884,
0.046158380806446075,
0.028218815103173256,
-0.010344050824642181,
0.011679217219352722,
-0.019841795787215233,
0.07207105308771133,
-0.0008180285803973675,
-0.024800695478916168,
0.11832591891288757,
0.021279681473970413,
0.028161106631159782,
-0.031180020421743393,
-0.03478628024458885,
-0.05992358922958374,
-0.06399369984865189,
-0.0841476246714592,
-0.031241944059729576,
0.03076501376926899,
0.01478637382388115,
-0.02511221542954445,
-0.06248148903250694,
0.030921030789613724,
-0.07719217240810394,
0.025791164487600327,
-0.015876365825533867,
0.02566242404282093,
-0.07400840520858765,
-0.045977186411619186,
0.08475557714700699,
0.0022972191218286753,
0.025853896513581276,
-0.010343599133193493,
0.005705603864043951,
0.029339777305722237,
-0.05146869271993637,
-0.05701645463705063,
-0.03063816763460636,
-0.01978009007871151,
-0.057975854724645615,
0.026450909674167633,
0.0033953525125980377,
-0.040859732776880264,
0.06916581839323044,
0.002944744424894452,
-0.1040245071053505,
0.005283596459776163,
-0.035652656108140945,
0.028308743610978127,
-0.08125966042280197,
0.05644960328936577,
0.09126271307468414,
0.0178559347987175,
0.023205164819955826,
-0.11752879619598389,
-0.12833470106124878,
0.06419886648654938,
-0.08762530237436295,
0.034566763788461685,
-0.006898489780724049,
0.05449134111404419,
0.019433511421084404,
-0.07111021131277084,
0.07642976939678192,
0.05427766591310501,
0.02962406352162361,
-0.00930112600326538,
0.1111772432923317,
0.0006037550629116595,
0.031868401914834976,
0.0422966405749321,
0.030737698078155518,
-0.05108906328678131,
-0.006286373361945152,
0.032190922647714615,
-0.026179689913988113,
0.022743994370102882,
0.0866876095533371,
-0.08245644718408585,
0.0469166599214077,
0.018841104581952095,
0.03238338604569435,
-0.05583380535244942,
-0.003961578477174044,
-0.05533050373196602,
0.059265296906232834,
-0.05001228675246239,
-0.00992640107870102,
-0.05112146586179733,
-0.05605698376893997,
-0.06325087696313858,
-0.06360932439565659,
-0.009314484894275665,
0.007873072288930416,
0.005408681463450193,
-0.003127672243863344,
-0.013116175308823586,
0.0449114590883255,
0.016980919986963272,
0.023263169452548027,
-0.08627886325120926,
0.014179358258843422,
2.8317699318927216e-33,
-0.04274660348892212,
0.0045808954164385796,
-0.023681115359067917,
0.09560597687959671,
0.00373535486869514,
-0.05546480044722557,
0.004462118726223707,
0.04917634651064873,
-0.06108405441045761,
0.05946629121899605,
-0.07681857794523239,
-0.04590831696987152,
-0.11658162623643875,
0.03816245496273041,
0.06578825414180756,
0.047560758888721466,
-0.04280148446559906,
-0.014424843713641167,
-0.02431734837591648,
0.0009667659178376198,
-0.000791151833254844,
-0.03203599527478218,
-0.0445241816341877,
0.08740562945604324,
0.06065754592418671,
0.0007435127045027912,
0.0015018483391031623,
-0.0004677666292991489,
-0.03182300180196762,
-0.005032472312450409,
0.05487985163927078,
-0.04825317859649658,
0.053934432566165924,
0.029660280793905258,
-0.09147728234529495,
-0.001671469770371914,
0.031440190970897675,
-0.07435619086027145,
0.05884227901697159,
0.06818607449531555,
0.030992841348052025,
-0.015237043611705303,
-0.056990258395671844,
0.044356610625982285,
-0.008923765271902084,
0.023629598319530487,
-0.022692009806632996,
0.028612295165657997,
-0.0020906005520373583,
-0.022686148062348366,
0.0015944481128826737,
0.08191372454166412,
0.0963963195681572,
0.013469642959535122,
-0.00543021596968174,
-0.06584098935127258,
-0.027366038411855698,
-0.0035194254014641047,
0.09734617173671722,
0.08713427931070328,
-0.08173473179340363,
0.05276425927877426,
0.01423120591789484,
-0.02156933955848217,
-0.050000645220279694,
0.021368786692619324,
-0.0026116804219782352,
-0.05490490049123764,
0.033380743116140366,
0.007958668284118176,
-0.06817436963319778,
-0.029003910720348358,
0.009812881238758564,
-0.009296884760260582,
0.01472863182425499,
-0.07045825570821762,
-0.011543557047843933,
-0.009352513588964939,
-0.01902681775391102,
0.007491605821996927,
-0.05998607724905014,
0.07351181656122208,
0.00926759373396635,
0.05438308045268059,
0.0878574326634407,
-0.04926862195134163,
-0.006837556604295969,
-0.00047512646415270865,
-0.06590955704450607,
-0.008536201901733875,
-0.02880561351776123,
0.029196565970778465,
-0.028595656156539917,
0.040770918130874634,
0.1182500347495079,
-3.6514392039852256e-33,
-0.0786258652806282,
0.0019277110695838928,
0.04991598799824715,
0.005247639492154121,
-0.05107872933149338,
-0.11550605297088623,
-0.07013855874538422,
-0.000054706753871869296,
-0.0219573937356472,
0.04903838410973549,
0.03101181611418724,
-0.04739025607705116,
-0.0410744808614254,
-0.020496105775237083,
-0.04289320111274719,
0.02565860003232956,
-0.11644363403320312,
-0.12621116638183594,
0.03385460004210472,
0.09344008564949036,
0.06671914458274841,
0.0391174741089344,
-0.08013694733381271,
-0.0015232381410896778,
0.007497033104300499,
0.008236647583544254,
-0.022663507610559464,
-0.00830705277621746,
0.05126430466771126,
0.02197883650660515,
0.030698783695697784,
-0.0038846591487526894,
-0.013489756733179092,
0.018082352355122566,
0.020285533741116524,
-0.08914796262979507,
0.015962829813361168,
0.01146609801799059,
0.06838901340961456,
-0.004606359172612429,
-0.006368723697960377,
-0.046574294567108154,
-0.02298966981470585,
0.017212843522429466,
-0.013579420745372772,
-0.03353435546159744,
0.1223374530673027,
-0.03949618339538574,
0.027961594983935356,
-0.07621216773986816,
-0.01946278288960457,
0.05142959952354431,
0.04883180186152458,
-0.007398549932986498,
-0.002560035092756152,
-0.02805081009864807,
0.05862781032919884,
-0.01726740412414074,
-0.016560213640332222,
-0.05091995745897293,
0.013712487183511257,
-0.09204564243555069,
0.15069657564163208,
-0.030289119109511375,
0.040634676814079285,
-0.03796405345201492,
0.012317400425672531,
-0.04926956817507744,
-0.0010842438787221909,
-0.04279245063662529,
-0.0026591187343001366,
-0.01441811490803957,
-0.08527708053588867,
0.01016683503985405,
0.016447074711322784,
-0.0952506735920906,
0.02561567910015583,
0.016990315169095993,
0.046573176980018616,
0.027656853199005127,
-0.003993754740804434,
0.04532164707779884,
0.07269196957349777,
0.08548793941736221,
-0.05447617173194885,
0.060745321214199066,
-0.014112574979662895,
0.044179849326610565,
0.0026443905662745237,
0.08762695640325546,
-0.03163281828165054,
0.11605824530124664,
-0.0009848036570474505,
0.0885654017329216,
-0.05495922639966011,
-3.887959820758624e-8,
-0.0859210267663002,
0.015573450364172459,
0.07372856885194778,
0.007824540138244629,
0.05456453189253807,
0.0568431094288826,
-0.02883758395910263,
-0.050860606133937836,
0.0044976454228162766,
-0.055421989411115646,
-0.0011828638380393386,
0.04472360014915466,
-0.05361995846033096,
-0.00908376183360815,
0.06852453202009201,
0.0657753273844719,
0.011357588693499565,
-0.013113103806972504,
-0.03293207660317421,
0.030647916719317436,
0.011280311271548271,
0.030212629586458206,
0.06198640912771225,
0.08379215002059937,
-0.010372327640652657,
-0.08297473937273026,
-0.0020124143920838833,
0.09278450161218643,
0.021658767014741898,
0.05819319561123848,
0.017655303701758385,
0.005641361698508263,
0.08500873297452927,
0.03251747786998749,
0.12022066861391068,
0.033590756356716156,
0.07732212543487549,
0.08280909806489944,
0.018355052918195724,
-0.010700657032430172,
0.005737702827900648,
-0.04011775180697441,
-0.02245917171239853,
-0.009976529516279697,
0.036776766180992126,
0.019784584641456604,
-0.015199942514300346,
-0.12353499233722687,
-0.04743916541337967,
0.06013426184654236,
-0.04667865112423897,
0.018763678148388863,
-0.09063158184289932,
0.05648248642683029,
-0.11829140782356262,
0.032379698008298874,
-0.0006136673036962748,
-0.026319697499275208,
0.055810052901506424,
-0.005350460298359394,
-0.042111802846193314,
0.06894522905349731,
0.07893964648246765,
-0.06475060433149338
] |
1402.5596
|
Jason Lee
|
Jason D Lee and Jonathan E Taylor
|
Exact Post Model Selection Inference for Marginal Screening
| null | null | null | null |
stat.ME cs.LG math.ST stat.ML stat.TH
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We develop a framework for post model selection inference, via marginal
screening, in linear regression. At the core of this framework is a result that
characterizes the exact distribution of linear functions of the response $y$,
conditional on the model being selected (``condition on selection" framework).
This allows us to construct valid confidence intervals and hypothesis tests for
regression coefficients that account for the selection procedure. In contrast
to recent work in high-dimensional statistics, our results are exact
(non-asymptotic) and require no eigenvalue-like assumptions on the design
matrix $X$. Furthermore, the computational cost of marginal regression,
constructing confidence intervals and hypothesis testing is negligible compared
to the cost of linear regression, thus making our methods particularly suitable
for extremely large datasets. Although we focus on marginal screening to
illustrate the applicability of the condition on selection framework, this
framework is much more broadly applicable. We show how to apply the proposed
framework to several other selection procedures including orthogonal matching
pursuit, non-negative least squares, and marginal screening+Lasso.
|
[
{
"created": "Sun, 23 Feb 2014 10:30:21 GMT",
"version": "v1"
},
{
"created": "Fri, 28 Feb 2014 00:28:21 GMT",
"version": "v2"
}
] |
2014-03-03
|
[
[
"Lee",
"Jason D",
""
],
[
"Taylor",
"Jonathan E",
""
]
] |
[
-0.04401126131415367,
-0.03825721517205238,
-0.007628463674336672,
0.047828491777181625,
0.12756593525409698,
0.0591045506298542,
-0.011960924603044987,
0.0038787159137427807,
0.06923650950193405,
0.054144199937582016,
0.00947035662829876,
0.024906156584620476,
-0.035155586898326874,
-0.027515124529600143,
-0.0034920868929475546,
-0.013650963082909584,
0.15213412046432495,
-0.037587959319353104,
-0.02340436726808548,
0.05566288158297539,
-0.02173919975757599,
0.006070199888199568,
-0.018409494310617447,
-0.03669968619942665,
0.030669890344142914,
-0.06899461895227432,
0.03893006592988968,
-0.04577384516596794,
-0.0867166742682457,
0.026203297078609467,
-0.05559201538562775,
0.042422160506248474,
0.008418641984462738,
-0.042106855660676956,
-0.011883871629834175,
-0.024643737822771072,
0.08074824512004852,
-0.030389856547117233,
0.0047883158549666405,
0.005665644537657499,
-0.060599591583013535,
-0.05272393673658371,
-0.018324408680200577,
0.04608326405286789,
0.10480841994285583,
-0.09508399665355682,
0.049660179764032364,
-0.01076202280819416,
0.0046454197727143764,
-0.00997995026409626,
-0.02280968427658081,
-0.02141055092215538,
-0.016262007877230644,
-0.0379176139831543,
-0.015582648105919361,
-0.10951095819473267,
-0.01058113481849432,
-0.09151493012905121,
0.016682038083672523,
0.05124117061495781,
-0.0574674978852272,
-0.09900709241628647,
-0.07767939567565918,
0.053806599229574203,
0.027394209057092667,
0.0192398801445961,
0.0033502511214464903,
-0.0387362577021122,
-0.045942213386297226,
0.07170916348695755,
-0.07510627061128616,
0.05099225789308548,
-0.05904427915811539,
0.000025867340809782036,
0.023661641404032707,
0.030679095536470413,
0.07698575407266617,
-0.023197870701551437,
0.0684296265244484,
-0.0663122907280922,
-0.013167362660169601,
0.05333971232175827,
0.02537999488413334,
0.00536347646266222,
0.10244674235582352,
0.05829593539237976,
0.02994672767817974,
0.015140450559556484,
0.0341651476919651,
-0.004578064661473036,
-0.03388160467147827,
0.006750177126377821,
-0.07770327478647232,
0.02336994744837284,
-0.07806254178285599,
-0.0026313457638025284,
0.01185543742030859,
-0.07845216989517212,
0.06512919068336487,
0.06485684961080551,
-0.0020646045450121164,
0.041465774178504944,
0.0625598281621933,
0.03660894185304642,
-0.04450014606118202,
-0.05842004343867302,
0.038193896412849426,
0.02758721075952053,
0.06854119151830673,
-0.04770845174789429,
-0.0030060859862715006,
-0.008131482638418674,
0.019670389592647552,
0.08908720314502716,
0.0179226603358984,
-0.07549311965703964,
0.06110082566738129,
0.035062842071056366,
0.0758679211139679,
0.024423446506261826,
0.07497791945934296,
0.06847589462995529,
0.07980234920978546,
0.023268822580575943,
0.01402889285236597,
0.025395022705197334,
-0.1306692510843277,
3.360888959214619e-33,
0.009680400602519512,
0.0011842750245705247,
0.091184101998806,
-0.017955059185624123,
-0.05640454962849617,
-0.1084732860326767,
0.005805352237075567,
0.02107604406774044,
0.0443757027387619,
0.07103142887353897,
-0.013066752813756466,
-0.0497913733124733,
0.01061722170561552,
0.07766466587781906,
0.06797093152999878,
0.05656829848885536,
0.008270764723420143,
0.12364798784255981,
0.034627173095941544,
0.013332951813936234,
0.015010482631623745,
-0.10403313487768173,
-0.024031922221183777,
-0.03970170021057129,
0.002578399144113064,
-0.06550448387861252,
0.023802105337381363,
-0.020289693027734756,
-0.08530855923891068,
0.02957250364124775,
-0.11389535665512085,
0.03528713807463646,
0.051560431718826294,
0.04316605255007744,
0.0076087168417871,
0.008394650183618069,
-0.04427983611822128,
-0.046351317316293716,
0.019116606563329697,
0.026808379217982292,
-0.04332013428211212,
-0.0035651172511279583,
0.022141454741358757,
-0.0313631072640419,
-0.017100267112255096,
-0.08470232039690018,
0.005198099184781313,
0.04043298587203026,
-0.04347429424524307,
-0.02363613434135914,
0.011190369725227356,
0.041368160396814346,
-0.06350409984588623,
0.006475609261542559,
-0.06034819036722183,
0.0334300622344017,
-0.05389563366770744,
0.010198220610618591,
0.0056008691899478436,
0.05094750598073006,
-0.11405422538518906,
-0.03218476474285126,
-0.0765177309513092,
-0.0990695208311081,
-0.011750985868275166,
0.029860055074095726,
-0.001956725725904107,
-0.014088476076722145,
0.08327846229076385,
0.0011281369952484965,
-0.007257651071995497,
-0.003506540320813656,
0.017057238146662712,
-0.049895524978637695,
0.0938858911395073,
-0.017180858179926872,
0.06380948424339294,
0.02828780934214592,
0.03625242039561272,
-0.05041482672095299,
0.02794383466243744,
-0.006725528743118048,
-0.06077839434146881,
-0.07416875660419464,
0.0022920977789908648,
-0.031165799126029015,
0.08858925104141235,
-0.05426571145653725,
-0.05960927903652191,
-0.09184043854475021,
-0.06691227853298187,
0.01822088100016117,
-0.08381318300962448,
-0.08357882499694824,
0.07400742918252945,
-3.957753562684328e-33,
0.0008124021114781499,
-0.03072693943977356,
0.06397583335638046,
-0.05297631025314331,
-0.0342475026845932,
-0.07872909307479858,
0.03203282877802849,
-0.05959854647517204,
0.011426204815506935,
-0.10946279764175415,
0.008793966844677925,
-0.060227446258068085,
0.06650984287261963,
-0.03399297222495079,
-0.002410172251984477,
0.082071952521801,
-0.06473711133003235,
-0.04844881221652031,
0.009898887947201729,
0.0016507538966834545,
0.0006828376790508628,
0.025761526077985764,
0.039735097438097,
0.010254706256091595,
-0.11429949104785919,
-0.019510984420776367,
-0.07025500386953354,
0.06489917635917664,
-0.043060824275016785,
-0.035525500774383545,
-0.036501191556453705,
0.009287587366998196,
-0.09175670146942139,
-0.023849420249462128,
0.010602379217743874,
0.09034424275159836,
-0.04337715357542038,
0.047863829880952835,
-0.028486110270023346,
0.10128096491098404,
0.02733762376010418,
0.0355488546192646,
-0.03712144121527672,
-0.03428320214152336,
0.044343262910842896,
-0.014865795150399208,
0.015872422605752945,
-0.005169287323951721,
0.028144340962171555,
0.007348958868533373,
-0.01360385026782751,
0.10543587803840637,
-0.04236908629536629,
0.08281754702329636,
-0.09373887628316879,
-0.09413813799619675,
-0.025317136198282242,
-0.06893963366746902,
0.09785250574350357,
0.015424130484461784,
-0.03536706045269966,
0.060686707496643066,
-0.04336658492684364,
0.08764054626226425,
0.04996652528643608,
-0.06480614095926285,
0.05558304488658905,
0.024253597483038902,
0.056874122470617294,
0.025504929944872856,
-0.0534525029361248,
-0.07623985409736633,
0.07466836273670197,
0.02271459624171257,
0.0013315523974597454,
-0.008986419066786766,
0.006195052061229944,
-0.04825429990887642,
-0.036887846887111664,
0.1383647471666336,
0.0467425212264061,
-0.003682367503643036,
0.024922123178839684,
0.0030219475738704205,
-0.0016863178461790085,
0.0806494653224945,
0.01790582947432995,
0.05683650076389313,
0.03031717613339424,
-0.08588945865631104,
-0.01861075684428215,
0.014302325434982777,
0.07191027700901031,
0.022276943549513817,
0.04563190042972565,
-5.0675879492700915e-8,
0.0036849132739007473,
0.06645681709051132,
0.05234215408563614,
-0.03401976078748703,
0.001487669418565929,
0.009617875330150127,
0.006936006247997284,
0.05698929354548454,
-0.06009615212678909,
0.0003697561041917652,
0.027147145941853523,
0.06356515735387802,
0.00671082129701972,
-0.005195505917072296,
-0.06310083717107773,
-0.03188353404402733,
0.0009154368890449405,
0.03630642220377922,
0.007003961130976677,
-0.07233650982379913,
-0.022791989147663116,
0.023997986689209938,
-0.018519841134548187,
-0.006358741316944361,
0.1320233941078186,
-0.04994891211390495,
-0.02999264746904373,
0.0011805505491793156,
0.10912735015153885,
0.09712934494018555,
-0.0055099232122302055,
0.029240859672427177,
0.008320619352161884,
-0.017843617126345634,
0.0348491407930851,
0.01954379677772522,
-0.011718079447746277,
-0.00009437690459890291,
0.0321858748793602,
0.038493089377880096,
-0.017310969531536102,
0.010914752259850502,
-0.06081245467066765,
-0.008071240969002247,
0.05432869866490364,
0.005411834921687841,
0.04394509270787239,
-0.07498616725206375,
-0.006688239984214306,
-0.040346406400203705,
0.05022362619638443,
-0.047289907932281494,
0.0077340854331851006,
0.06228398531675339,
0.015136027708649635,
0.03785675764083862,
-0.03555724024772644,
0.03743630647659302,
-0.00831183884292841,
-0.022870708256959915,
0.010956555604934692,
-0.05144120007753372,
-0.017767945304512978,
-0.0295924823731184
] | null | null | null | null | null | null | null |
[
-0.04401126131415367,
-0.03825721517205238,
-0.007628463674336672,
0.047828491777181625,
0.12756593525409698,
0.0591045506298542,
-0.011960924603044987,
0.0038787159137427807,
0.06923650950193405,
0.054144199937582016,
0.00947035662829876,
0.024906156584620476,
-0.035155586898326874,
-0.027515124529600143,
-0.0034920868929475546,
-0.013650963082909584,
0.15213412046432495,
-0.037587959319353104,
-0.02340436726808548,
0.05566288158297539,
-0.02173919975757599,
0.006070199888199568,
-0.018409494310617447,
-0.03669968619942665,
0.030669890344142914,
-0.06899461895227432,
0.03893006592988968,
-0.04577384516596794,
-0.0867166742682457,
0.026203297078609467,
-0.05559201538562775,
0.042422160506248474,
0.008418641984462738,
-0.042106855660676956,
-0.011883871629834175,
-0.024643737822771072,
0.08074824512004852,
-0.030389856547117233,
0.0047883158549666405,
0.005665644537657499,
-0.060599591583013535,
-0.05272393673658371,
-0.018324408680200577,
0.04608326405286789,
0.10480841994285583,
-0.09508399665355682,
0.049660179764032364,
-0.01076202280819416,
0.0046454197727143764,
-0.00997995026409626,
-0.02280968427658081,
-0.02141055092215538,
-0.016262007877230644,
-0.0379176139831543,
-0.015582648105919361,
-0.10951095819473267,
-0.01058113481849432,
-0.09151493012905121,
0.016682038083672523,
0.05124117061495781,
-0.0574674978852272,
-0.09900709241628647,
-0.07767939567565918,
0.053806599229574203,
0.027394209057092667,
0.0192398801445961,
0.0033502511214464903,
-0.0387362577021122,
-0.045942213386297226,
0.07170916348695755,
-0.07510627061128616,
0.05099225789308548,
-0.05904427915811539,
0.000025867340809782036,
0.023661641404032707,
0.030679095536470413,
0.07698575407266617,
-0.023197870701551437,
0.0684296265244484,
-0.0663122907280922,
-0.013167362660169601,
0.05333971232175827,
0.02537999488413334,
0.00536347646266222,
0.10244674235582352,
0.05829593539237976,
0.02994672767817974,
0.015140450559556484,
0.0341651476919651,
-0.004578064661473036,
-0.03388160467147827,
0.006750177126377821,
-0.07770327478647232,
0.02336994744837284,
-0.07806254178285599,
-0.0026313457638025284,
0.01185543742030859,
-0.07845216989517212,
0.06512919068336487,
0.06485684961080551,
-0.0020646045450121164,
0.041465774178504944,
0.0625598281621933,
0.03660894185304642,
-0.04450014606118202,
-0.05842004343867302,
0.038193896412849426,
0.02758721075952053,
0.06854119151830673,
-0.04770845174789429,
-0.0030060859862715006,
-0.008131482638418674,
0.019670389592647552,
0.08908720314502716,
0.0179226603358984,
-0.07549311965703964,
0.06110082566738129,
0.035062842071056366,
0.0758679211139679,
0.024423446506261826,
0.07497791945934296,
0.06847589462995529,
0.07980234920978546,
0.023268822580575943,
0.01402889285236597,
0.025395022705197334,
-0.1306692510843277,
3.360888959214619e-33,
0.009680400602519512,
0.0011842750245705247,
0.091184101998806,
-0.017955059185624123,
-0.05640454962849617,
-0.1084732860326767,
0.005805352237075567,
0.02107604406774044,
0.0443757027387619,
0.07103142887353897,
-0.013066752813756466,
-0.0497913733124733,
0.01061722170561552,
0.07766466587781906,
0.06797093152999878,
0.05656829848885536,
0.008270764723420143,
0.12364798784255981,
0.034627173095941544,
0.013332951813936234,
0.015010482631623745,
-0.10403313487768173,
-0.024031922221183777,
-0.03970170021057129,
0.002578399144113064,
-0.06550448387861252,
0.023802105337381363,
-0.020289693027734756,
-0.08530855923891068,
0.02957250364124775,
-0.11389535665512085,
0.03528713807463646,
0.051560431718826294,
0.04316605255007744,
0.0076087168417871,
0.008394650183618069,
-0.04427983611822128,
-0.046351317316293716,
0.019116606563329697,
0.026808379217982292,
-0.04332013428211212,
-0.0035651172511279583,
0.022141454741358757,
-0.0313631072640419,
-0.017100267112255096,
-0.08470232039690018,
0.005198099184781313,
0.04043298587203026,
-0.04347429424524307,
-0.02363613434135914,
0.011190369725227356,
0.041368160396814346,
-0.06350409984588623,
0.006475609261542559,
-0.06034819036722183,
0.0334300622344017,
-0.05389563366770744,
0.010198220610618591,
0.0056008691899478436,
0.05094750598073006,
-0.11405422538518906,
-0.03218476474285126,
-0.0765177309513092,
-0.0990695208311081,
-0.011750985868275166,
0.029860055074095726,
-0.001956725725904107,
-0.014088476076722145,
0.08327846229076385,
0.0011281369952484965,
-0.007257651071995497,
-0.003506540320813656,
0.017057238146662712,
-0.049895524978637695,
0.0938858911395073,
-0.017180858179926872,
0.06380948424339294,
0.02828780934214592,
0.03625242039561272,
-0.05041482672095299,
0.02794383466243744,
-0.006725528743118048,
-0.06077839434146881,
-0.07416875660419464,
0.0022920977789908648,
-0.031165799126029015,
0.08858925104141235,
-0.05426571145653725,
-0.05960927903652191,
-0.09184043854475021,
-0.06691227853298187,
0.01822088100016117,
-0.08381318300962448,
-0.08357882499694824,
0.07400742918252945,
-3.957753562684328e-33,
0.0008124021114781499,
-0.03072693943977356,
0.06397583335638046,
-0.05297631025314331,
-0.0342475026845932,
-0.07872909307479858,
0.03203282877802849,
-0.05959854647517204,
0.011426204815506935,
-0.10946279764175415,
0.008793966844677925,
-0.060227446258068085,
0.06650984287261963,
-0.03399297222495079,
-0.002410172251984477,
0.082071952521801,
-0.06473711133003235,
-0.04844881221652031,
0.009898887947201729,
0.0016507538966834545,
0.0006828376790508628,
0.025761526077985764,
0.039735097438097,
0.010254706256091595,
-0.11429949104785919,
-0.019510984420776367,
-0.07025500386953354,
0.06489917635917664,
-0.043060824275016785,
-0.035525500774383545,
-0.036501191556453705,
0.009287587366998196,
-0.09175670146942139,
-0.023849420249462128,
0.010602379217743874,
0.09034424275159836,
-0.04337715357542038,
0.047863829880952835,
-0.028486110270023346,
0.10128096491098404,
0.02733762376010418,
0.0355488546192646,
-0.03712144121527672,
-0.03428320214152336,
0.044343262910842896,
-0.014865795150399208,
0.015872422605752945,
-0.005169287323951721,
0.028144340962171555,
0.007348958868533373,
-0.01360385026782751,
0.10543587803840637,
-0.04236908629536629,
0.08281754702329636,
-0.09373887628316879,
-0.09413813799619675,
-0.025317136198282242,
-0.06893963366746902,
0.09785250574350357,
0.015424130484461784,
-0.03536706045269966,
0.060686707496643066,
-0.04336658492684364,
0.08764054626226425,
0.04996652528643608,
-0.06480614095926285,
0.05558304488658905,
0.024253597483038902,
0.056874122470617294,
0.025504929944872856,
-0.0534525029361248,
-0.07623985409736633,
0.07466836273670197,
0.02271459624171257,
0.0013315523974597454,
-0.008986419066786766,
0.006195052061229944,
-0.04825429990887642,
-0.036887846887111664,
0.1383647471666336,
0.0467425212264061,
-0.003682367503643036,
0.024922123178839684,
0.0030219475738704205,
-0.0016863178461790085,
0.0806494653224945,
0.01790582947432995,
0.05683650076389313,
0.03031717613339424,
-0.08588945865631104,
-0.01861075684428215,
0.014302325434982777,
0.07191027700901031,
0.022276943549513817,
0.04563190042972565,
-5.0675879492700915e-8,
0.0036849132739007473,
0.06645681709051132,
0.05234215408563614,
-0.03401976078748703,
0.001487669418565929,
0.009617875330150127,
0.006936006247997284,
0.05698929354548454,
-0.06009615212678909,
0.0003697561041917652,
0.027147145941853523,
0.06356515735387802,
0.00671082129701972,
-0.005195505917072296,
-0.06310083717107773,
-0.03188353404402733,
0.0009154368890449405,
0.03630642220377922,
0.007003961130976677,
-0.07233650982379913,
-0.022791989147663116,
0.023997986689209938,
-0.018519841134548187,
-0.006358741316944361,
0.1320233941078186,
-0.04994891211390495,
-0.02999264746904373,
0.0011805505491793156,
0.10912735015153885,
0.09712934494018555,
-0.0055099232122302055,
0.029240859672427177,
0.008320619352161884,
-0.017843617126345634,
0.0348491407930851,
0.01954379677772522,
-0.011718079447746277,
-0.00009437690459890291,
0.0321858748793602,
0.038493089377880096,
-0.017310969531536102,
0.010914752259850502,
-0.06081245467066765,
-0.008071240969002247,
0.05432869866490364,
0.005411834921687841,
0.04394509270787239,
-0.07498616725206375,
-0.006688239984214306,
-0.040346406400203705,
0.05022362619638443,
-0.047289907932281494,
0.0077340854331851006,
0.06228398531675339,
0.015136027708649635,
0.03785675764083862,
-0.03555724024772644,
0.03743630647659302,
-0.00831183884292841,
-0.022870708256959915,
0.010956555604934692,
-0.05144120007753372,
-0.017767945304512978,
-0.0295924823731184
] |
1402.5599
|
Yu Lu
|
Zhaoguang Peng, Yu Lu, Alice Miller, Tingdi Zhao, Chris Johnson
|
Formal Specification and Quantitative Analysis of a Constellation of
Navigation Satellites
| null | null |
10.1002/qre.1754
| null |
cs.SY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Navigation satellites are a core component of navigation satellite based
systems such as GPS, GLONASS and Galileo which provide location and timing
information for a variety of uses. Such satellites are designed for operating
on orbit to perform tasks and have lifetimes of 10 years or more. Reliability,
availability and maintainability (RAM) analysis of systems has been
indispensable in the design phase of satellites in order to achieve minimum
failures or to increase mean time between failures (MTBF) and thus to plan
maintenance strategies, optimise reliability and maximise availability. In this
paper, we present formal models of both a single satellite and a navigation
satellite constellation and logical specification of their reliability,
availability and maintainability properties respectively. The probabilistic
model checker PRISM has been used to perform automated analysis of these
quantitative properties.
|
[
{
"created": "Sun, 23 Feb 2014 12:12:40 GMT",
"version": "v1"
},
{
"created": "Fri, 25 Apr 2014 22:27:12 GMT",
"version": "v2"
},
{
"created": "Sun, 4 May 2014 17:26:45 GMT",
"version": "v3"
},
{
"created": "Sat, 4 Oct 2014 20:44:02 GMT",
"version": "v4"
},
{
"created": "Wed, 22 Oct 2014 20:08:52 GMT",
"version": "v5"
}
] |
2014-10-24
|
[
[
"Peng",
"Zhaoguang",
""
],
[
"Lu",
"Yu",
""
],
[
"Miller",
"Alice",
""
],
[
"Zhao",
"Tingdi",
""
],
[
"Johnson",
"Chris",
""
]
] |
[
0.02405463345348835,
-0.0710320845246315,
-0.009223397821187973,
-0.0199904665350914,
-0.004440066404640675,
-0.06994378566741943,
-0.0025542215444147587,
0.0019285856978967786,
-0.03227989748120308,
0.02974199503660202,
-0.06824624538421631,
0.05202338472008705,
0.09216559678316116,
-0.006955231074243784,
-0.019792893901467323,
-0.05930188670754433,
0.02971949614584446,
-0.04907801002264023,
-0.027731791138648987,
-0.04710695147514343,
-0.041967879980802536,
0.022956589236855507,
-0.09172694385051727,
0.044384051114320755,
-0.03697824850678444,
-0.01864522509276867,
0.022377442568540573,
-0.03774090111255646,
-0.014058711938560009,
0.0017839712090790272,
-0.004646231885999441,
-0.016596874222159386,
-0.03768053650856018,
0.015947354957461357,
0.009919365867972374,
0.02374657802283764,
-0.029779203236103058,
-0.1423560529947281,
-0.05049304664134979,
-0.010006677359342575,
-0.00628083199262619,
-0.023040544241666794,
0.022388596087694168,
0.010264461860060692,
0.004766658414155245,
-0.013197129592299461,
0.015270199626684189,
-0.008410915732383728,
-0.001360018621198833,
0.05365480110049248,
-0.04199206829071045,
-0.03207337483763695,
0.01330646127462387,
-0.05869525298476219,
0.06240458786487579,
0.05756144970655441,
-0.023825014010071754,
-0.046510569751262665,
-0.055760905146598816,
0.029104210436344147,
0.04003133624792099,
-0.012459440156817436,
-0.07004718482494354,
-0.006185035686939955,
0.027883611619472504,
0.09045066684484482,
0.011238395236432552,
0.0015257433988153934,
0.05332554131746292,
0.09886787086725235,
-0.13297265768051147,
0.012524807825684547,
0.005203429609537125,
0.06568173319101334,
-0.04812150076031685,
-0.017810584977269173,
0.08106228709220886,
-0.03974176570773125,
-0.02559591643512249,
-0.0451388917863369,
-0.07969816029071808,
0.00969632063060999,
-0.05122203752398491,
0.06253951042890549,
0.09778524935245514,
-0.05996830016374588,
0.040000222623348236,
0.07134421169757843,
0.1199394166469574,
-0.071636863052845,
0.06471873819828033,
0.08353641629219055,
0.09601981937885284,
-0.008504308760166168,
0.02315324917435646,
0.05089263990521431,
-0.033097315579652786,
-0.06897472590208054,
0.0482511892914772,
-0.008369618095457554,
-0.0367487408220768,
-0.014438929967582226,
0.08165893703699112,
-0.02513306401669979,
-0.03178654611110687,
-0.0314280241727829,
0.07441249489784241,
0.07077594846487045,
-0.032685235142707825,
0.006245906930416822,
-0.030804986134171486,
0.038247328251600266,
0.0644705668091774,
-0.0008777396287769079,
-0.08222030848264694,
0.028244003653526306,
-0.08516576886177063,
0.004078844096511602,
0.027301350608468056,
0.0053719524294137955,
-0.011617728509008884,
-0.033936481922864914,
0.16593216359615326,
-0.06031457707285881,
-0.005880287382751703,
-0.022956522181630135,
0.08000647276639938,
1.6849108071274573e-33,
-0.06906909495592117,
0.010941737331449986,
-0.013837583363056183,
0.012574920430779457,
-0.05651520565152168,
0.02713076025247574,
-0.07477477192878723,
-0.003567183157429099,
0.033700354397296906,
0.0004653792129829526,
0.012105382047593594,
0.016307121142745018,
-0.10743287205696106,
-0.046405382454395294,
0.1597622036933899,
0.08518107980489731,
0.05030256509780884,
0.020329827442765236,
-0.054544731974601746,
-0.01932237669825554,
0.02816026285290718,
-0.08867114782333374,
-0.041729606688022614,
-0.02799234353005886,
0.08499574661254883,
0.058194998651742935,
0.059797096997499466,
0.07528361678123474,
-0.07861338555812836,
-0.0003425467002671212,
0.05625242367386818,
-0.01283288560807705,
-0.08166054636240005,
0.023425644263625145,
-0.014721788465976715,
-0.020939143374562263,
-0.07232580333948135,
0.014678534120321274,
-0.013479121960699558,
-0.06265266239643097,
-0.032231058925390244,
-0.012952711433172226,
-0.00616650003939867,
0.025673875585198402,
-0.013522221706807613,
-0.08535021543502808,
0.055478911846876144,
-0.041121967136859894,
0.06460073590278625,
-0.0027237702161073685,
0.034992147237062454,
0.04963439330458641,
-0.006393508519977331,
-0.019299907609820366,
-0.03311745822429657,
0.038391560316085815,
-0.00957322958856821,
0.059765372425317764,
0.013713820837438107,
0.08938740938901901,
-0.02950437180697918,
-0.050974056124687195,
0.055985841900110245,
-0.09900978952646255,
0.09231206774711609,
0.07359591126441956,
0.0026540644466876984,
0.0129716657102108,
0.026471054181456566,
-0.03392446041107178,
0.04245589300990105,
-0.07060300558805466,
0.04282118007540703,
0.04782181605696678,
-0.03105618990957737,
-0.06390812993049622,
0.01659112051129341,
-0.04214322194457054,
0.008125042542815208,
-0.020894799381494522,
-0.04489297419786453,
0.007541442755609751,
-0.031185340136289597,
0.04122127220034599,
0.033526770770549774,
0.008140498772263527,
0.008083701133728027,
-0.02007250115275383,
-0.08762640506029129,
-0.00023843177768867463,
-0.045538924634456635,
-0.0032116849906742573,
-0.010985794477164745,
-0.007001359481364489,
0.019236434251070023,
-3.548725609636328e-33,
-0.03260412812232971,
-0.020743759348988533,
0.09785173833370209,
0.07934502512216568,
-0.06088322028517723,
-0.152769535779953,
-0.07246957719326019,
0.0393076054751873,
0.00685792276635766,
0.02308386191725731,
-0.09971412271261215,
-0.022049738094210625,
0.04465943202376366,
-0.05527160316705704,
-0.02912258729338646,
0.026493432000279427,
-0.018630806356668472,
-0.15020158886909485,
-0.026688119396567345,
0.029993191361427307,
0.08336683362722397,
0.044822875410318375,
-0.04547872766852379,
-0.08174151182174683,
-0.011291326023638248,
0.06740746647119522,
-0.00814161729067564,
0.012975724413990974,
-0.023610377684235573,
0.008079336024820805,
0.04296829178929329,
-0.042642153799533844,
0.024329129606485367,
0.044449448585510254,
0.039712995290756226,
-0.06489738076925278,
0.041198763996362686,
0.012871922925114632,
-0.02876393496990204,
0.021024689078330994,
0.05592288821935654,
0.021837450563907623,
0.059112947434186935,
-0.09788650274276733,
0.058150045573711395,
0.054016441106796265,
0.08103518933057785,
0.08276649564504623,
-0.024236835539340973,
-0.06439638137817383,
0.016481589525938034,
-0.0637175440788269,
-0.008532999083399773,
0.03942713513970375,
0.03872866556048393,
0.03917107358574867,
-0.03731818124651909,
-0.004177303984761238,
0.08871855586767197,
-0.00956166721880436,
0.0003333386848680675,
-0.10748234391212463,
0.01698104292154312,
0.04331868886947632,
-0.046681325882673264,
-0.0013585183769464493,
0.04937499016523361,
0.004589934833347797,
0.00010629655298544094,
0.12562230229377747,
0.06837300956249237,
-0.02468162775039673,
-0.05539754405617714,
-0.014543483965098858,
-0.024280183017253876,
0.08484755456447601,
0.00029153996729291975,
0.0004935760516673326,
0.009569615125656128,
-0.0676562711596489,
-0.03891924396157265,
-0.024328181520104408,
-0.042456645518541336,
0.03873975947499275,
-0.00594508508220315,
0.01799151301383972,
0.021340852603316307,
-0.05826537683606148,
0.03866363689303398,
-0.0068634445779025555,
-0.04006761685013771,
0.05296146497130394,
-0.08494343608617783,
0.029441406950354576,
-0.11864905059337616,
-3.903841871988334e-8,
0.014037534594535828,
0.045715782791376114,
-0.01078577060252428,
-0.014403967186808586,
0.046282146126031876,
-0.055989209562540054,
0.02040824666619301,
-0.1061374768614769,
0.011895917356014252,
0.011025500483810902,
0.02619066834449768,
-0.06949327886104584,
-0.05681602284312248,
-0.018075771629810333,
-0.025162139907479286,
0.028555605560541153,
0.022494755685329437,
0.08348497003316879,
-0.06654860824346542,
0.04675856605172157,
0.005502370651811361,
0.00814155861735344,
0.061690203845500946,
0.06105377897620201,
-0.011082492768764496,
0.03829818591475487,
0.02701500803232193,
0.05541802942752838,
0.054708082228899,
0.05207965895533562,
0.014921627938747406,
0.02905225194990635,
0.07422024011611938,
0.013916576281189919,
-0.042272742837667465,
0.05152330920100212,
0.011750420555472374,
0.01544326450675726,
0.06793618202209473,
0.013861971907317638,
0.08877267688512802,
0.029717257246375084,
-0.03687799721956253,
0.0857485681772232,
0.03120282292366028,
0.03288024291396141,
0.035805974155664444,
-0.035426072776317596,
-0.05791430547833443,
-0.03254789859056473,
-0.028544815257191658,
-0.061758752912282944,
-0.10681522637605667,
0.03399970382452011,
-0.07849705219268799,
-0.007060110103338957,
0.04613371193408966,
-0.03179560974240303,
0.03962826356291771,
-0.011148137040436268,
-0.04197951778769493,
0.02965433895587921,
-0.07233107089996338,
-0.055050816386938095
] | null | null | null | null | null | null | null |
[
0.02405463345348835,
-0.0710320845246315,
-0.009223397821187973,
-0.0199904665350914,
-0.004440066404640675,
-0.06994378566741943,
-0.0025542215444147587,
0.0019285856978967786,
-0.03227989748120308,
0.02974199503660202,
-0.06824624538421631,
0.05202338472008705,
0.09216559678316116,
-0.006955231074243784,
-0.019792893901467323,
-0.05930188670754433,
0.02971949614584446,
-0.04907801002264023,
-0.027731791138648987,
-0.04710695147514343,
-0.041967879980802536,
0.022956589236855507,
-0.09172694385051727,
0.044384051114320755,
-0.03697824850678444,
-0.01864522509276867,
0.022377442568540573,
-0.03774090111255646,
-0.014058711938560009,
0.0017839712090790272,
-0.004646231885999441,
-0.016596874222159386,
-0.03768053650856018,
0.015947354957461357,
0.009919365867972374,
0.02374657802283764,
-0.029779203236103058,
-0.1423560529947281,
-0.05049304664134979,
-0.010006677359342575,
-0.00628083199262619,
-0.023040544241666794,
0.022388596087694168,
0.010264461860060692,
0.004766658414155245,
-0.013197129592299461,
0.015270199626684189,
-0.008410915732383728,
-0.001360018621198833,
0.05365480110049248,
-0.04199206829071045,
-0.03207337483763695,
0.01330646127462387,
-0.05869525298476219,
0.06240458786487579,
0.05756144970655441,
-0.023825014010071754,
-0.046510569751262665,
-0.055760905146598816,
0.029104210436344147,
0.04003133624792099,
-0.012459440156817436,
-0.07004718482494354,
-0.006185035686939955,
0.027883611619472504,
0.09045066684484482,
0.011238395236432552,
0.0015257433988153934,
0.05332554131746292,
0.09886787086725235,
-0.13297265768051147,
0.012524807825684547,
0.005203429609537125,
0.06568173319101334,
-0.04812150076031685,
-0.017810584977269173,
0.08106228709220886,
-0.03974176570773125,
-0.02559591643512249,
-0.0451388917863369,
-0.07969816029071808,
0.00969632063060999,
-0.05122203752398491,
0.06253951042890549,
0.09778524935245514,
-0.05996830016374588,
0.040000222623348236,
0.07134421169757843,
0.1199394166469574,
-0.071636863052845,
0.06471873819828033,
0.08353641629219055,
0.09601981937885284,
-0.008504308760166168,
0.02315324917435646,
0.05089263990521431,
-0.033097315579652786,
-0.06897472590208054,
0.0482511892914772,
-0.008369618095457554,
-0.0367487408220768,
-0.014438929967582226,
0.08165893703699112,
-0.02513306401669979,
-0.03178654611110687,
-0.0314280241727829,
0.07441249489784241,
0.07077594846487045,
-0.032685235142707825,
0.006245906930416822,
-0.030804986134171486,
0.038247328251600266,
0.0644705668091774,
-0.0008777396287769079,
-0.08222030848264694,
0.028244003653526306,
-0.08516576886177063,
0.004078844096511602,
0.027301350608468056,
0.0053719524294137955,
-0.011617728509008884,
-0.033936481922864914,
0.16593216359615326,
-0.06031457707285881,
-0.005880287382751703,
-0.022956522181630135,
0.08000647276639938,
1.6849108071274573e-33,
-0.06906909495592117,
0.010941737331449986,
-0.013837583363056183,
0.012574920430779457,
-0.05651520565152168,
0.02713076025247574,
-0.07477477192878723,
-0.003567183157429099,
0.033700354397296906,
0.0004653792129829526,
0.012105382047593594,
0.016307121142745018,
-0.10743287205696106,
-0.046405382454395294,
0.1597622036933899,
0.08518107980489731,
0.05030256509780884,
0.020329827442765236,
-0.054544731974601746,
-0.01932237669825554,
0.02816026285290718,
-0.08867114782333374,
-0.041729606688022614,
-0.02799234353005886,
0.08499574661254883,
0.058194998651742935,
0.059797096997499466,
0.07528361678123474,
-0.07861338555812836,
-0.0003425467002671212,
0.05625242367386818,
-0.01283288560807705,
-0.08166054636240005,
0.023425644263625145,
-0.014721788465976715,
-0.020939143374562263,
-0.07232580333948135,
0.014678534120321274,
-0.013479121960699558,
-0.06265266239643097,
-0.032231058925390244,
-0.012952711433172226,
-0.00616650003939867,
0.025673875585198402,
-0.013522221706807613,
-0.08535021543502808,
0.055478911846876144,
-0.041121967136859894,
0.06460073590278625,
-0.0027237702161073685,
0.034992147237062454,
0.04963439330458641,
-0.006393508519977331,
-0.019299907609820366,
-0.03311745822429657,
0.038391560316085815,
-0.00957322958856821,
0.059765372425317764,
0.013713820837438107,
0.08938740938901901,
-0.02950437180697918,
-0.050974056124687195,
0.055985841900110245,
-0.09900978952646255,
0.09231206774711609,
0.07359591126441956,
0.0026540644466876984,
0.0129716657102108,
0.026471054181456566,
-0.03392446041107178,
0.04245589300990105,
-0.07060300558805466,
0.04282118007540703,
0.04782181605696678,
-0.03105618990957737,
-0.06390812993049622,
0.01659112051129341,
-0.04214322194457054,
0.008125042542815208,
-0.020894799381494522,
-0.04489297419786453,
0.007541442755609751,
-0.031185340136289597,
0.04122127220034599,
0.033526770770549774,
0.008140498772263527,
0.008083701133728027,
-0.02007250115275383,
-0.08762640506029129,
-0.00023843177768867463,
-0.045538924634456635,
-0.0032116849906742573,
-0.010985794477164745,
-0.007001359481364489,
0.019236434251070023,
-3.548725609636328e-33,
-0.03260412812232971,
-0.020743759348988533,
0.09785173833370209,
0.07934502512216568,
-0.06088322028517723,
-0.152769535779953,
-0.07246957719326019,
0.0393076054751873,
0.00685792276635766,
0.02308386191725731,
-0.09971412271261215,
-0.022049738094210625,
0.04465943202376366,
-0.05527160316705704,
-0.02912258729338646,
0.026493432000279427,
-0.018630806356668472,
-0.15020158886909485,
-0.026688119396567345,
0.029993191361427307,
0.08336683362722397,
0.044822875410318375,
-0.04547872766852379,
-0.08174151182174683,
-0.011291326023638248,
0.06740746647119522,
-0.00814161729067564,
0.012975724413990974,
-0.023610377684235573,
0.008079336024820805,
0.04296829178929329,
-0.042642153799533844,
0.024329129606485367,
0.044449448585510254,
0.039712995290756226,
-0.06489738076925278,
0.041198763996362686,
0.012871922925114632,
-0.02876393496990204,
0.021024689078330994,
0.05592288821935654,
0.021837450563907623,
0.059112947434186935,
-0.09788650274276733,
0.058150045573711395,
0.054016441106796265,
0.08103518933057785,
0.08276649564504623,
-0.024236835539340973,
-0.06439638137817383,
0.016481589525938034,
-0.0637175440788269,
-0.008532999083399773,
0.03942713513970375,
0.03872866556048393,
0.03917107358574867,
-0.03731818124651909,
-0.004177303984761238,
0.08871855586767197,
-0.00956166721880436,
0.0003333386848680675,
-0.10748234391212463,
0.01698104292154312,
0.04331868886947632,
-0.046681325882673264,
-0.0013585183769464493,
0.04937499016523361,
0.004589934833347797,
0.00010629655298544094,
0.12562230229377747,
0.06837300956249237,
-0.02468162775039673,
-0.05539754405617714,
-0.014543483965098858,
-0.024280183017253876,
0.08484755456447601,
0.00029153996729291975,
0.0004935760516673326,
0.009569615125656128,
-0.0676562711596489,
-0.03891924396157265,
-0.024328181520104408,
-0.042456645518541336,
0.03873975947499275,
-0.00594508508220315,
0.01799151301383972,
0.021340852603316307,
-0.05826537683606148,
0.03866363689303398,
-0.0068634445779025555,
-0.04006761685013771,
0.05296146497130394,
-0.08494343608617783,
0.029441406950354576,
-0.11864905059337616,
-3.903841871988334e-8,
0.014037534594535828,
0.045715782791376114,
-0.01078577060252428,
-0.014403967186808586,
0.046282146126031876,
-0.055989209562540054,
0.02040824666619301,
-0.1061374768614769,
0.011895917356014252,
0.011025500483810902,
0.02619066834449768,
-0.06949327886104584,
-0.05681602284312248,
-0.018075771629810333,
-0.025162139907479286,
0.028555605560541153,
0.022494755685329437,
0.08348497003316879,
-0.06654860824346542,
0.04675856605172157,
0.005502370651811361,
0.00814155861735344,
0.061690203845500946,
0.06105377897620201,
-0.011082492768764496,
0.03829818591475487,
0.02701500803232193,
0.05541802942752838,
0.054708082228899,
0.05207965895533562,
0.014921627938747406,
0.02905225194990635,
0.07422024011611938,
0.013916576281189919,
-0.042272742837667465,
0.05152330920100212,
0.011750420555472374,
0.01544326450675726,
0.06793618202209473,
0.013861971907317638,
0.08877267688512802,
0.029717257246375084,
-0.03687799721956253,
0.0857485681772232,
0.03120282292366028,
0.03288024291396141,
0.035805974155664444,
-0.035426072776317596,
-0.05791430547833443,
-0.03254789859056473,
-0.028544815257191658,
-0.061758752912282944,
-0.10681522637605667,
0.03399970382452011,
-0.07849705219268799,
-0.007060110103338957,
0.04613371193408966,
-0.03179560974240303,
0.03962826356291771,
-0.011148137040436268,
-0.04197951778769493,
0.02965433895587921,
-0.07233107089996338,
-0.055050816386938095
] |
1402.5602
|
Edward Bormashenko
|
Ed. Bormashenko, A. Musin, R. Grynuov
|
Scaling laws governing the roughness of the swash edge line
|
8 pages, 4 figures
| null | null | null |
physics.chem-ph cond-mat.soft
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The physics of swash i.e. a layer of water that washes up on the beach after
an incoming wave has broken is complicated and intriguing. It includes
perplexed hydrodynamic and sediment transport events. In our paper we address
to the roughness of the moving swash boundary at which a beach, water and air
meet. We treat the behavior of this boundary as an interfacial phenomenon,
without going into details of formation of edge waves and beach cusps, covered
broadly in literature. This "crude" approach turns out to be productive and
revealing the resemblance of the swash line with a broad diversity of effects
arising from the random pinning of moving boundaries.
|
[
{
"created": "Sun, 23 Feb 2014 12:27:45 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Bormashenko",
"Ed.",
""
],
[
"Musin",
"A.",
""
],
[
"Grynuov",
"R.",
""
]
] |
[
-0.03628046438097954,
-0.06343226134777069,
0.11603719741106033,
-0.03550519421696663,
0.07749633491039276,
-0.1031743660569191,
-0.028584973886609077,
-0.03925001621246338,
-0.0018862370634451509,
-0.04686891287565231,
-0.020494116470217705,
-0.06294061243534088,
-0.009625772945582867,
-0.014086452312767506,
0.03057105839252472,
0.05141372233629227,
-0.06282217055559158,
-0.011755827814340591,
-0.03827420249581337,
0.06421884894371033,
0.01003116462379694,
-0.002670451533049345,
-0.08160891383886337,
-0.08112261444330215,
0.015401349402964115,
0.007082702592015266,
0.038127873092889786,
0.03579164668917656,
0.013975690118968487,
-0.0447034053504467,
0.028608329594135284,
0.043678849935531616,
-0.10477839410305023,
-0.005192367359995842,
0.021623199805617332,
-0.011062491685152054,
-0.04275965690612793,
0.03562529757618904,
-0.02909712679684162,
0.046058669686317444,
-0.08675702661275864,
-0.03599284961819649,
0.053334273397922516,
0.09121374785900116,
0.0694659948348999,
-0.03244198486208916,
0.07397284358739853,
0.03344883769750595,
-0.040748078376054764,
-0.0020676625426858664,
-0.005623109173029661,
-0.09437071532011032,
-0.05172927305102348,
0.0005705768126063049,
-0.0734115019440651,
0.008007421158254147,
0.02787921391427517,
-0.012160769663751125,
0.0468546561896801,
0.005872228182852268,
0.07994041591882706,
0.020059842616319656,
0.06176220625638962,
-0.02206570841372013,
0.10525307059288025,
-0.05480114370584488,
-0.03298201039433479,
0.05287610739469528,
0.04862546920776367,
0.022494390606880188,
-0.020946957170963287,
0.0827103778719902,
0.025635138154029846,
-0.012554490007460117,
0.02267407812178135,
-0.06894134730100632,
-0.08046568930149078,
0.08726993203163147,
-0.05623769387602806,
-0.008380399085581303,
-0.07444074004888535,
-0.11088061332702637,
-0.001676022307947278,
-0.049625713378190994,
-0.04465430974960327,
-0.03308212012052536,
0.04951958730816841,
-0.05080101266503334,
0.0456218384206295,
0.048677485436201096,
-0.06771957874298096,
-0.025659194216132164,
-0.028933238238096237,
-0.019747992977499962,
0.02192324958741665,
0.004963051062077284,
-0.06056973710656166,
-0.042526014149188995,
-0.005410622805356979,
0.036508139222860336,
-0.03062978759407997,
0.034662652760744095,
0.026572637259960175,
0.03116607293486595,
0.06706630438566208,
-0.01557578332722187,
0.007758582476526499,
0.03213490545749664,
-0.029456371441483498,
0.012372815981507301,
0.00954816397279501,
0.025965021923184395,
0.023573480546474457,
0.020534969866275787,
-0.0226886048913002,
-0.015859797596931458,
0.013206209987401962,
0.009524964727461338,
-0.06300512701272964,
-0.025249173864722252,
0.04669714719057083,
0.010911649093031883,
-0.09543692320585251,
0.03391019627451897,
0.009720554575324059,
0.019889123737812042,
0.039206612855196,
-1.5865996227933815e-33,
0.09726499766111374,
-0.047049906104803085,
-0.08248671144247055,
0.03824393451213837,
0.13321276009082794,
-0.06266508251428604,
-0.029232487082481384,
-0.04634840786457062,
-0.012199237011373043,
0.06197349727153778,
-0.07142531871795654,
0.0560322143137455,
-0.018724627792835236,
0.021802585572004318,
-0.02147168666124344,
-0.04885786771774292,
-0.004295544233173132,
-0.13758249580860138,
-0.06358221173286438,
0.030179012566804886,
0.005675772204995155,
0.04934880509972572,
-0.03721398115158081,
-0.14620766043663025,
-0.07096253335475922,
-0.009660113602876663,
-0.054795555770397186,
-0.004834471736103296,
0.07795180380344391,
0.06244732439517975,
-0.05103426054120064,
-0.009311885572969913,
-0.009812562726438046,
0.04359825327992439,
0.04983986169099808,
0.06365732848644257,
0.0010525892721489072,
-0.05348490923643112,
0.026011113077402115,
-0.05184870958328247,
-0.007289601489901543,
-0.07732286304235458,
-0.008602984249591827,
0.014383205212652683,
0.032449789345264435,
-0.06823142617940903,
0.038177743554115295,
0.028018273413181305,
0.021202612668275833,
-0.0042762430384755135,
0.030579403042793274,
-0.04699376970529556,
-0.02579767256975174,
0.020056718960404396,
-0.031385648995637894,
-0.024565940722823143,
0.03431404009461403,
-0.049430184066295624,
-0.14189068973064423,
0.03562328219413757,
0.022189471870660782,
0.008148602209985256,
-0.013094186782836914,
0.03063567914068699,
-0.025342028588056564,
0.08390261232852936,
0.03577191382646561,
0.06645770370960236,
0.03813928738236427,
-0.08061254024505615,
-0.06332965940237045,
0.02188987471163273,
0.04166723042726517,
0.0601920410990715,
-0.03765348717570305,
-0.01393933780491352,
0.00624867482110858,
0.007357095368206501,
0.06480232626199722,
0.05562235414981842,
0.0036820804234594107,
0.022637225687503815,
-0.0007592845358885825,
-0.06723684072494507,
-0.08767494559288025,
0.0856095477938652,
0.01931033283472061,
-0.06197381392121315,
-0.004444065969437361,
-0.012182237580418587,
-0.0703548863530159,
0.047895144671201706,
0.16447535157203674,
-0.04196247085928917,
0.03726044297218323,
-1.9085554031981132e-33,
-0.04517311975359917,
-0.022820161655545235,
-0.02882293611764908,
0.03181209787726402,
0.019738925620913506,
0.04384122043848038,
0.06185233220458031,
0.0307659599930048,
-0.06839808821678162,
-0.04965311661362648,
-0.10430793464183807,
0.0007387801888398826,
-0.04663882032036781,
-0.004446364473551512,
0.04884837567806244,
-0.0464877225458622,
0.0771462470293045,
-0.054839715361595154,
0.009684883989393711,
-0.061900459229946136,
0.017150061205029488,
-0.032938696444034576,
0.1081530973315239,
-0.015279063954949379,
0.017800163477659225,
0.016800645738840103,
0.05473731458187103,
-0.0502723827958107,
-0.04242884740233421,
0.005561778787523508,
-0.10900310426950455,
0.012936714105308056,
0.05451901629567146,
-0.07791125774383545,
-0.039849068969488144,
0.02432025410234928,
0.03254400193691254,
-0.000997924362309277,
-0.009456763043999672,
-0.10779079049825668,
0.01116282306611538,
-0.08908713608980179,
0.06953442096710205,
-0.030101526528596878,
-0.024145828559994698,
0.06981415301561356,
-0.08609265834093094,
0.12856365740299225,
-0.04801424965262413,
-0.06636384129524231,
-0.007504962384700775,
0.025296293199062347,
0.04986799508333206,
-0.03932930529117584,
0.026301514357328415,
0.09307584911584854,
-0.008343481458723545,
-0.01901867240667343,
-0.04685123637318611,
0.06908432394266129,
-0.023676861077547073,
0.019738169386982918,
-0.11754696816205978,
-0.025276431813836098,
0.08605574071407318,
0.02604660578072071,
-0.04901508614420891,
-0.032426539808511734,
-0.05042030289769173,
-0.014520876109600067,
-0.018421649932861328,
-0.007212541997432709,
-0.040933072566986084,
-0.01913762092590332,
0.06707357615232468,
-0.022333906963467598,
-0.029932232573628426,
-0.023915790021419525,
-0.08614467829465866,
0.03449184447526932,
-0.057663530111312866,
0.043063435703516006,
0.0004070524882990867,
-0.04399259760975838,
0.008632449433207512,
-0.03704294189810753,
-0.08428299427032471,
-0.08599884063005447,
0.1004343032836914,
-0.01584763266146183,
0.05182977765798569,
0.021303774788975716,
-0.01579846441745758,
-0.06794849783182144,
0.009742533788084984,
-3.985366703318505e-8,
0.12209201604127884,
0.0052802301943302155,
0.07368240505456924,
-0.04582761228084564,
0.024511361494660378,
0.07918009907007217,
0.030481815338134766,
0.043254803866147995,
0.031171690672636032,
-0.05367939919233322,
-0.04910767450928688,
0.02004285342991352,
-0.037633344531059265,
0.04025772958993912,
-0.04604819044470787,
0.02044028416275978,
0.020063824951648712,
-0.011734375730156898,
-0.03582024201750755,
-0.05271633714437485,
0.003061411902308464,
0.017221413552761078,
-0.015549326315522194,
0.11789184808731079,
-0.02126290090382099,
0.0456087589263916,
-0.023765305057168007,
0.03926539421081543,
-0.022385163232684135,
-0.007170672994107008,
0.017275838181376457,
-0.02430211566388607,
0.013061597011983395,
0.026097815483808517,
-0.04977649822831154,
0.0863165482878685,
-0.00019373353279661387,
0.0023169792257249355,
-0.03999163955450058,
0.016026820987462997,
-0.010383855551481247,
0.0832568109035492,
0.0807572677731514,
-0.00857766903936863,
0.050743598490953445,
0.06580938398838043,
-0.0521528534591198,
0.005546178203076124,
0.02437705546617508,
0.05626576021313667,
0.00446801632642746,
0.04499317333102226,
0.05713271349668503,
0.06355993449687958,
0.05997233837842941,
0.045091379433870316,
-0.0695715844631195,
-0.07819707691669464,
-0.009803537279367447,
0.04406769201159477,
0.03558351844549179,
0.052190009504556656,
-0.02449563331902027,
0.05233309790492058
] | null | null | null | null | null | null | null |
[
-0.03628046438097954,
-0.06343226134777069,
0.11603719741106033,
-0.03550519421696663,
0.07749633491039276,
-0.1031743660569191,
-0.028584973886609077,
-0.03925001621246338,
-0.0018862370634451509,
-0.04686891287565231,
-0.020494116470217705,
-0.06294061243534088,
-0.009625772945582867,
-0.014086452312767506,
0.03057105839252472,
0.05141372233629227,
-0.06282217055559158,
-0.011755827814340591,
-0.03827420249581337,
0.06421884894371033,
0.01003116462379694,
-0.002670451533049345,
-0.08160891383886337,
-0.08112261444330215,
0.015401349402964115,
0.007082702592015266,
0.038127873092889786,
0.03579164668917656,
0.013975690118968487,
-0.0447034053504467,
0.028608329594135284,
0.043678849935531616,
-0.10477839410305023,
-0.005192367359995842,
0.021623199805617332,
-0.011062491685152054,
-0.04275965690612793,
0.03562529757618904,
-0.02909712679684162,
0.046058669686317444,
-0.08675702661275864,
-0.03599284961819649,
0.053334273397922516,
0.09121374785900116,
0.0694659948348999,
-0.03244198486208916,
0.07397284358739853,
0.03344883769750595,
-0.040748078376054764,
-0.0020676625426858664,
-0.005623109173029661,
-0.09437071532011032,
-0.05172927305102348,
0.0005705768126063049,
-0.0734115019440651,
0.008007421158254147,
0.02787921391427517,
-0.012160769663751125,
0.0468546561896801,
0.005872228182852268,
0.07994041591882706,
0.020059842616319656,
0.06176220625638962,
-0.02206570841372013,
0.10525307059288025,
-0.05480114370584488,
-0.03298201039433479,
0.05287610739469528,
0.04862546920776367,
0.022494390606880188,
-0.020946957170963287,
0.0827103778719902,
0.025635138154029846,
-0.012554490007460117,
0.02267407812178135,
-0.06894134730100632,
-0.08046568930149078,
0.08726993203163147,
-0.05623769387602806,
-0.008380399085581303,
-0.07444074004888535,
-0.11088061332702637,
-0.001676022307947278,
-0.049625713378190994,
-0.04465430974960327,
-0.03308212012052536,
0.04951958730816841,
-0.05080101266503334,
0.0456218384206295,
0.048677485436201096,
-0.06771957874298096,
-0.025659194216132164,
-0.028933238238096237,
-0.019747992977499962,
0.02192324958741665,
0.004963051062077284,
-0.06056973710656166,
-0.042526014149188995,
-0.005410622805356979,
0.036508139222860336,
-0.03062978759407997,
0.034662652760744095,
0.026572637259960175,
0.03116607293486595,
0.06706630438566208,
-0.01557578332722187,
0.007758582476526499,
0.03213490545749664,
-0.029456371441483498,
0.012372815981507301,
0.00954816397279501,
0.025965021923184395,
0.023573480546474457,
0.020534969866275787,
-0.0226886048913002,
-0.015859797596931458,
0.013206209987401962,
0.009524964727461338,
-0.06300512701272964,
-0.025249173864722252,
0.04669714719057083,
0.010911649093031883,
-0.09543692320585251,
0.03391019627451897,
0.009720554575324059,
0.019889123737812042,
0.039206612855196,
-1.5865996227933815e-33,
0.09726499766111374,
-0.047049906104803085,
-0.08248671144247055,
0.03824393451213837,
0.13321276009082794,
-0.06266508251428604,
-0.029232487082481384,
-0.04634840786457062,
-0.012199237011373043,
0.06197349727153778,
-0.07142531871795654,
0.0560322143137455,
-0.018724627792835236,
0.021802585572004318,
-0.02147168666124344,
-0.04885786771774292,
-0.004295544233173132,
-0.13758249580860138,
-0.06358221173286438,
0.030179012566804886,
0.005675772204995155,
0.04934880509972572,
-0.03721398115158081,
-0.14620766043663025,
-0.07096253335475922,
-0.009660113602876663,
-0.054795555770397186,
-0.004834471736103296,
0.07795180380344391,
0.06244732439517975,
-0.05103426054120064,
-0.009311885572969913,
-0.009812562726438046,
0.04359825327992439,
0.04983986169099808,
0.06365732848644257,
0.0010525892721489072,
-0.05348490923643112,
0.026011113077402115,
-0.05184870958328247,
-0.007289601489901543,
-0.07732286304235458,
-0.008602984249591827,
0.014383205212652683,
0.032449789345264435,
-0.06823142617940903,
0.038177743554115295,
0.028018273413181305,
0.021202612668275833,
-0.0042762430384755135,
0.030579403042793274,
-0.04699376970529556,
-0.02579767256975174,
0.020056718960404396,
-0.031385648995637894,
-0.024565940722823143,
0.03431404009461403,
-0.049430184066295624,
-0.14189068973064423,
0.03562328219413757,
0.022189471870660782,
0.008148602209985256,
-0.013094186782836914,
0.03063567914068699,
-0.025342028588056564,
0.08390261232852936,
0.03577191382646561,
0.06645770370960236,
0.03813928738236427,
-0.08061254024505615,
-0.06332965940237045,
0.02188987471163273,
0.04166723042726517,
0.0601920410990715,
-0.03765348717570305,
-0.01393933780491352,
0.00624867482110858,
0.007357095368206501,
0.06480232626199722,
0.05562235414981842,
0.0036820804234594107,
0.022637225687503815,
-0.0007592845358885825,
-0.06723684072494507,
-0.08767494559288025,
0.0856095477938652,
0.01931033283472061,
-0.06197381392121315,
-0.004444065969437361,
-0.012182237580418587,
-0.0703548863530159,
0.047895144671201706,
0.16447535157203674,
-0.04196247085928917,
0.03726044297218323,
-1.9085554031981132e-33,
-0.04517311975359917,
-0.022820161655545235,
-0.02882293611764908,
0.03181209787726402,
0.019738925620913506,
0.04384122043848038,
0.06185233220458031,
0.0307659599930048,
-0.06839808821678162,
-0.04965311661362648,
-0.10430793464183807,
0.0007387801888398826,
-0.04663882032036781,
-0.004446364473551512,
0.04884837567806244,
-0.0464877225458622,
0.0771462470293045,
-0.054839715361595154,
0.009684883989393711,
-0.061900459229946136,
0.017150061205029488,
-0.032938696444034576,
0.1081530973315239,
-0.015279063954949379,
0.017800163477659225,
0.016800645738840103,
0.05473731458187103,
-0.0502723827958107,
-0.04242884740233421,
0.005561778787523508,
-0.10900310426950455,
0.012936714105308056,
0.05451901629567146,
-0.07791125774383545,
-0.039849068969488144,
0.02432025410234928,
0.03254400193691254,
-0.000997924362309277,
-0.009456763043999672,
-0.10779079049825668,
0.01116282306611538,
-0.08908713608980179,
0.06953442096710205,
-0.030101526528596878,
-0.024145828559994698,
0.06981415301561356,
-0.08609265834093094,
0.12856365740299225,
-0.04801424965262413,
-0.06636384129524231,
-0.007504962384700775,
0.025296293199062347,
0.04986799508333206,
-0.03932930529117584,
0.026301514357328415,
0.09307584911584854,
-0.008343481458723545,
-0.01901867240667343,
-0.04685123637318611,
0.06908432394266129,
-0.023676861077547073,
0.019738169386982918,
-0.11754696816205978,
-0.025276431813836098,
0.08605574071407318,
0.02604660578072071,
-0.04901508614420891,
-0.032426539808511734,
-0.05042030289769173,
-0.014520876109600067,
-0.018421649932861328,
-0.007212541997432709,
-0.040933072566986084,
-0.01913762092590332,
0.06707357615232468,
-0.022333906963467598,
-0.029932232573628426,
-0.023915790021419525,
-0.08614467829465866,
0.03449184447526932,
-0.057663530111312866,
0.043063435703516006,
0.0004070524882990867,
-0.04399259760975838,
0.008632449433207512,
-0.03704294189810753,
-0.08428299427032471,
-0.08599884063005447,
0.1004343032836914,
-0.01584763266146183,
0.05182977765798569,
0.021303774788975716,
-0.01579846441745758,
-0.06794849783182144,
0.009742533788084984,
-3.985366703318505e-8,
0.12209201604127884,
0.0052802301943302155,
0.07368240505456924,
-0.04582761228084564,
0.024511361494660378,
0.07918009907007217,
0.030481815338134766,
0.043254803866147995,
0.031171690672636032,
-0.05367939919233322,
-0.04910767450928688,
0.02004285342991352,
-0.037633344531059265,
0.04025772958993912,
-0.04604819044470787,
0.02044028416275978,
0.020063824951648712,
-0.011734375730156898,
-0.03582024201750755,
-0.05271633714437485,
0.003061411902308464,
0.017221413552761078,
-0.015549326315522194,
0.11789184808731079,
-0.02126290090382099,
0.0456087589263916,
-0.023765305057168007,
0.03926539421081543,
-0.022385163232684135,
-0.007170672994107008,
0.017275838181376457,
-0.02430211566388607,
0.013061597011983395,
0.026097815483808517,
-0.04977649822831154,
0.0863165482878685,
-0.00019373353279661387,
0.0023169792257249355,
-0.03999163955450058,
0.016026820987462997,
-0.010383855551481247,
0.0832568109035492,
0.0807572677731514,
-0.00857766903936863,
0.050743598490953445,
0.06580938398838043,
-0.0521528534591198,
0.005546178203076124,
0.02437705546617508,
0.05626576021313667,
0.00446801632642746,
0.04499317333102226,
0.05713271349668503,
0.06355993449687958,
0.05997233837842941,
0.045091379433870316,
-0.0695715844631195,
-0.07819707691669464,
-0.009803537279367447,
0.04406769201159477,
0.03558351844549179,
0.052190009504556656,
-0.02449563331902027,
0.05233309790492058
] |
1402.5604
|
Yan Han
|
Han Yan and Mingzhe Hou
|
Three-Dimensional Integrated Guidance and Control Based on Small-Gain
Theorem
|
20 pages, 2 figures
| null | null | null |
cs.SY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A three-dimensional (3D) integrated guidance and control (IGC) design
approach is proposed by using small-gain theorem in this paper. The 3D IGC
model is formulated by combining nonlinear pursuer dynamics with the nonlinear
dynamics describing pursuitevasion motion. Small-gain theorem and ISS theory
are iteratively utilized to design desired attack angle, sideslip angle and
attitude angular rates (virtual controls), and eventually an IGC law is
proposed. Theoretical analysis shows that the IGC approach can make the LOS
rate converge into a small neighborhood of zero, and the stability of the
overall system can be guaranteed as well.
|
[
{
"created": "Sun, 23 Feb 2014 13:08:59 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Yan",
"Han",
""
],
[
"Hou",
"Mingzhe",
""
]
] |
[
0.018384704366326332,
-0.004204681608825922,
-0.1154831275343895,
-0.029447166249155998,
-0.023519301787018776,
0.002990140113979578,
-0.02056770585477352,
0.02735154703259468,
-0.011105789802968502,
0.08656859397888184,
0.11138582974672318,
0.04940154403448105,
0.05534842237830162,
-0.02426503226161003,
0.05533532425761223,
0.061282627284526825,
0.022145459428429604,
0.04442625120282173,
-0.0058711133897304535,
0.012733172625303268,
0.0036683501675724983,
0.040074948221445084,
0.03798176720738411,
-0.05284297466278076,
-0.08875513076782227,
-0.03064621053636074,
0.023608321323990822,
-0.021594876423478127,
-0.05128324776887894,
-0.03677962347865105,
0.0246399138122797,
-0.056116897612810135,
0.05519276112318039,
-0.024746717885136604,
-0.1016700342297554,
-0.008344976231455803,
-0.045832112431526184,
-0.021700942888855934,
-0.09035190939903259,
0.10041531175374985,
-0.04707562178373337,
0.12389335036277771,
0.04254826903343201,
-0.04038777947425842,
0.04766423627734184,
0.014281807467341423,
-0.0753156989812851,
-0.0027551264502108097,
0.048331063240766525,
-0.042091675102710724,
-0.05193528160452843,
-0.049842074513435364,
0.05048986151814461,
-0.10359600931406021,
0.02434605360031128,
-0.005595313385128975,
-0.06657946854829788,
0.14719659090042114,
-0.015297832898795605,
-0.04309676215052605,
0.028405791148543358,
-0.06410203874111176,
0.031216735020279884,
-0.059365734457969666,
-0.06758582592010498,
-0.030886821448802948,
0.011946842074394226,
-0.009845057502388954,
0.008995508775115013,
-0.0012253576423972845,
-0.06442854553461075,
-0.041267625987529755,
-0.03576701879501343,
-0.06876026839017868,
-0.014601529575884342,
-0.017585251480340958,
0.0169050395488739,
0.08859463781118393,
0.015311010181903839,
0.030940642580389977,
0.036743734031915665,
-0.015148317441344261,
-0.10680120438337326,
0.018518399447202682,
-0.045906540006399155,
-0.03387482836842537,
-0.05338512361049652,
0.027446454390883446,
0.11434638500213623,
0.08000167459249496,
0.10138898342847824,
-0.050323497503995895,
-0.1012880802154541,
0.006456245202571154,
0.020511135458946228,
-0.06275023519992828,
0.030112486332654953,
-0.10856036096811295,
-0.06009570136666298,
-0.02294350415468216,
0.06776216626167297,
-0.0530349537730217,
-0.027408655732870102,
0.07482001185417175,
0.01453576423227787,
0.0514955036342144,
0.04429928585886955,
0.02308088354766369,
-0.0017781201750040054,
0.0271963682025671,
-0.02331756241619587,
-0.02779080532491207,
-0.011092785745859146,
0.0032766142394393682,
-0.015324026346206665,
0.07548007369041443,
0.0016646062722429633,
-0.023402119055390358,
0.07400329411029816,
-0.03734111785888672,
-0.056752562522888184,
-0.0791485458612442,
0.061998121440410614,
-0.0008553002844564617,
0.006758217234164476,
0.013951346278190613,
-0.04088554158806801,
4.380650512362108e-34,
-0.1598249226808548,
0.08446410298347473,
-0.08790317177772522,
-0.04221293702721596,
-0.04934342950582504,
-0.061344243586063385,
0.0745525136590004,
0.02956041693687439,
-0.022681009024381638,
0.009255994111299515,
-0.026675179600715637,
-0.04903127998113632,
0.0010054602753371,
0.06314009428024292,
0.06966111809015274,
-0.013177995570003986,
0.026033924892544746,
0.05751366540789604,
-0.03731991723179817,
-0.007491552270948887,
0.015153631567955017,
-0.012597338296473026,
-0.021665353327989578,
-0.09543462842702866,
0.04459621384739876,
-0.0067032272927463055,
-0.06176305562257767,
0.036594487726688385,
-0.06715277582406998,
-0.017213398590683937,
0.07310308516025543,
0.010737728327512741,
-0.1008899137377739,
-0.03551219776272774,
0.011884634383022785,
0.0779045820236206,
-0.02146364375948906,
-0.038420580327510834,
-0.006424433551728725,
0.05455799028277397,
-0.06159191578626633,
-0.00634258845821023,
0.003470269963145256,
-0.05594751983880997,
-0.06833170354366302,
0.04313557595014572,
0.013275114819407463,
-0.0041840472258627415,
-0.11306764930486679,
0.005863064434379339,
-0.05733761563897133,
-0.02697267010807991,
-0.0152755007147789,
-0.048292793333530426,
0.07548478245735168,
-0.09086789935827255,
-0.042781513184309006,
0.09045664221048355,
-0.016103561967611313,
0.08860067278146744,
-0.03323369100689888,
-0.08459524810314178,
0.030783414840698242,
0.031152570620179176,
-0.0005136480904184282,
0.03070400282740593,
-0.05333124101161957,
0.008383026346564293,
0.08595085144042969,
-0.031105944886803627,
0.01668172888457775,
-0.02544114552438259,
0.04013786092400551,
-0.04296896234154701,
0.08838573098182678,
-0.0694534108042717,
0.03732237219810486,
-0.028088649734854698,
0.09563065320253372,
-0.05491466075181961,
-0.024004511535167694,
0.03562711924314499,
0.033695366233587265,
0.011808807030320168,
-0.021425990387797356,
-0.0026653290260583162,
-0.02714010514318943,
-0.015143598429858685,
-0.021717876195907593,
-0.010350530035793781,
-0.09641168266534805,
0.019942913204431534,
-0.02818877622485161,
0.047694697976112366,
0.07666541635990143,
-2.3867747904454364e-33,
0.06593747437000275,
0.02643428184092045,
0.10014017671346664,
-0.07911428809165955,
-0.10058721899986267,
0.08908873051404953,
-0.03966555744409561,
0.011467288248240948,
0.0318748913705349,
-0.03602762147784233,
0.010812199674546719,
-0.006635991390794516,
0.0007338448776863515,
0.05329175293445587,
0.012081911787390709,
0.04774589091539383,
-0.025212349370121956,
-0.07554613053798676,
-0.016673240810632706,
0.007834620773792267,
0.04191139340400696,
-0.04649005085229874,
0.00016755852266214788,
0.014634515158832073,
0.029743792489171028,
-0.0012616845779120922,
0.017822187393903732,
0.0561712346971035,
0.0008677272126078606,
0.014882955700159073,
-0.00762201426550746,
0.013266071677207947,
0.0010652435012161732,
0.004122407641261816,
0.03358486667275429,
0.0018684947863221169,
0.028448674827814102,
0.009211775846779346,
0.01081614289432764,
0.023847972974181175,
-0.031231079250574112,
0.054800838232040405,
0.11957160383462906,
0.010426899418234825,
0.048929598182439804,
-0.023284096270799637,
0.10309445858001709,
0.11060096323490143,
-0.02849280647933483,
0.03161104395985603,
-0.04431461915373802,
-0.06843114644289017,
0.02888471819460392,
-0.014617498964071274,
0.01718420535326004,
-0.03222815319895744,
0.01743585243821144,
0.0009728018194437027,
0.03300376608967781,
-0.04369169473648071,
0.026806781068444252,
0.046734895557165146,
-0.03752698749303818,
0.03283839672803879,
-0.03573809564113617,
0.07380445301532745,
0.02543468214571476,
0.060665063560009,
0.06446650624275208,
-0.01182462926954031,
-0.035866424441337585,
0.003928263671696186,
0.06218463182449341,
0.007142788730561733,
0.035568512976169586,
-0.03757685050368309,
0.011975140310823917,
-0.03885078802704811,
0.020806968212127686,
0.029452161863446236,
0.03042694181203842,
0.056671567261219025,
0.018355144187808037,
0.0161206666380167,
-0.04053559899330139,
0.006100973580032587,
-0.053300660103559494,
-0.008640938438475132,
-0.020219039171934128,
-0.03854897990822792,
0.035370804369449615,
0.03328961506485939,
0.10809140652418137,
0.05414165183901787,
-0.0446787029504776,
-4.8774563055076214e-8,
-0.05438660830259323,
0.029333913698792458,
0.015421285293996334,
-0.0018377715023234487,
-0.012452322989702225,
0.05705245956778526,
0.0031736751552671194,
-0.09845328330993652,
-0.029482286423444748,
-0.041292957961559296,
-0.009744956158101559,
-0.019811293110251427,
-0.01434196624904871,
0.030533161014318466,
0.018853846937417984,
-0.0771443322300911,
0.03254000470042229,
-0.032910097390413284,
0.04226728156208992,
0.04347357526421547,
-0.013289868831634521,
-0.011012393981218338,
0.042497649788856506,
0.024565501138567924,
0.07219388335943222,
0.05037788301706314,
-0.11359339207410812,
-0.005692245904356241,
0.003984808921813965,
0.09839541465044022,
0.018860965967178345,
0.030544733628630638,
-0.005303238518536091,
0.1270982027053833,
0.014798429794609547,
0.00510941818356514,
-0.010414852760732174,
-0.05694353207945824,
0.02549380250275135,
0.02226143144071102,
-0.028064824640750885,
0.0760229304432869,
0.015942711383104324,
-0.04557187482714653,
-0.05369843915104866,
0.038320980966091156,
0.04635212570428848,
-0.16194000840187073,
-0.003775048768147826,
-0.0422893725335598,
0.03857209160923958,
0.0000988644314929843,
-0.052477266639471054,
0.07365919649600983,
0.10857266932725906,
0.08658827841281891,
0.06488403677940369,
-0.07845842093229294,
-0.021001802757382393,
-0.004576627630740404,
-0.09267900884151459,
-0.035952333360910416,
-0.05856283754110336,
0.009506525471806526
] | null | null | null | null | null | null | null |
[
0.018384704366326332,
-0.004204681608825922,
-0.1154831275343895,
-0.029447166249155998,
-0.023519301787018776,
0.002990140113979578,
-0.02056770585477352,
0.02735154703259468,
-0.011105789802968502,
0.08656859397888184,
0.11138582974672318,
0.04940154403448105,
0.05534842237830162,
-0.02426503226161003,
0.05533532425761223,
0.061282627284526825,
0.022145459428429604,
0.04442625120282173,
-0.0058711133897304535,
0.012733172625303268,
0.0036683501675724983,
0.040074948221445084,
0.03798176720738411,
-0.05284297466278076,
-0.08875513076782227,
-0.03064621053636074,
0.023608321323990822,
-0.021594876423478127,
-0.05128324776887894,
-0.03677962347865105,
0.0246399138122797,
-0.056116897612810135,
0.05519276112318039,
-0.024746717885136604,
-0.1016700342297554,
-0.008344976231455803,
-0.045832112431526184,
-0.021700942888855934,
-0.09035190939903259,
0.10041531175374985,
-0.04707562178373337,
0.12389335036277771,
0.04254826903343201,
-0.04038777947425842,
0.04766423627734184,
0.014281807467341423,
-0.0753156989812851,
-0.0027551264502108097,
0.048331063240766525,
-0.042091675102710724,
-0.05193528160452843,
-0.049842074513435364,
0.05048986151814461,
-0.10359600931406021,
0.02434605360031128,
-0.005595313385128975,
-0.06657946854829788,
0.14719659090042114,
-0.015297832898795605,
-0.04309676215052605,
0.028405791148543358,
-0.06410203874111176,
0.031216735020279884,
-0.059365734457969666,
-0.06758582592010498,
-0.030886821448802948,
0.011946842074394226,
-0.009845057502388954,
0.008995508775115013,
-0.0012253576423972845,
-0.06442854553461075,
-0.041267625987529755,
-0.03576701879501343,
-0.06876026839017868,
-0.014601529575884342,
-0.017585251480340958,
0.0169050395488739,
0.08859463781118393,
0.015311010181903839,
0.030940642580389977,
0.036743734031915665,
-0.015148317441344261,
-0.10680120438337326,
0.018518399447202682,
-0.045906540006399155,
-0.03387482836842537,
-0.05338512361049652,
0.027446454390883446,
0.11434638500213623,
0.08000167459249496,
0.10138898342847824,
-0.050323497503995895,
-0.1012880802154541,
0.006456245202571154,
0.020511135458946228,
-0.06275023519992828,
0.030112486332654953,
-0.10856036096811295,
-0.06009570136666298,
-0.02294350415468216,
0.06776216626167297,
-0.0530349537730217,
-0.027408655732870102,
0.07482001185417175,
0.01453576423227787,
0.0514955036342144,
0.04429928585886955,
0.02308088354766369,
-0.0017781201750040054,
0.0271963682025671,
-0.02331756241619587,
-0.02779080532491207,
-0.011092785745859146,
0.0032766142394393682,
-0.015324026346206665,
0.07548007369041443,
0.0016646062722429633,
-0.023402119055390358,
0.07400329411029816,
-0.03734111785888672,
-0.056752562522888184,
-0.0791485458612442,
0.061998121440410614,
-0.0008553002844564617,
0.006758217234164476,
0.013951346278190613,
-0.04088554158806801,
4.380650512362108e-34,
-0.1598249226808548,
0.08446410298347473,
-0.08790317177772522,
-0.04221293702721596,
-0.04934342950582504,
-0.061344243586063385,
0.0745525136590004,
0.02956041693687439,
-0.022681009024381638,
0.009255994111299515,
-0.026675179600715637,
-0.04903127998113632,
0.0010054602753371,
0.06314009428024292,
0.06966111809015274,
-0.013177995570003986,
0.026033924892544746,
0.05751366540789604,
-0.03731991723179817,
-0.007491552270948887,
0.015153631567955017,
-0.012597338296473026,
-0.021665353327989578,
-0.09543462842702866,
0.04459621384739876,
-0.0067032272927463055,
-0.06176305562257767,
0.036594487726688385,
-0.06715277582406998,
-0.017213398590683937,
0.07310308516025543,
0.010737728327512741,
-0.1008899137377739,
-0.03551219776272774,
0.011884634383022785,
0.0779045820236206,
-0.02146364375948906,
-0.038420580327510834,
-0.006424433551728725,
0.05455799028277397,
-0.06159191578626633,
-0.00634258845821023,
0.003470269963145256,
-0.05594751983880997,
-0.06833170354366302,
0.04313557595014572,
0.013275114819407463,
-0.0041840472258627415,
-0.11306764930486679,
0.005863064434379339,
-0.05733761563897133,
-0.02697267010807991,
-0.0152755007147789,
-0.048292793333530426,
0.07548478245735168,
-0.09086789935827255,
-0.042781513184309006,
0.09045664221048355,
-0.016103561967611313,
0.08860067278146744,
-0.03323369100689888,
-0.08459524810314178,
0.030783414840698242,
0.031152570620179176,
-0.0005136480904184282,
0.03070400282740593,
-0.05333124101161957,
0.008383026346564293,
0.08595085144042969,
-0.031105944886803627,
0.01668172888457775,
-0.02544114552438259,
0.04013786092400551,
-0.04296896234154701,
0.08838573098182678,
-0.0694534108042717,
0.03732237219810486,
-0.028088649734854698,
0.09563065320253372,
-0.05491466075181961,
-0.024004511535167694,
0.03562711924314499,
0.033695366233587265,
0.011808807030320168,
-0.021425990387797356,
-0.0026653290260583162,
-0.02714010514318943,
-0.015143598429858685,
-0.021717876195907593,
-0.010350530035793781,
-0.09641168266534805,
0.019942913204431534,
-0.02818877622485161,
0.047694697976112366,
0.07666541635990143,
-2.3867747904454364e-33,
0.06593747437000275,
0.02643428184092045,
0.10014017671346664,
-0.07911428809165955,
-0.10058721899986267,
0.08908873051404953,
-0.03966555744409561,
0.011467288248240948,
0.0318748913705349,
-0.03602762147784233,
0.010812199674546719,
-0.006635991390794516,
0.0007338448776863515,
0.05329175293445587,
0.012081911787390709,
0.04774589091539383,
-0.025212349370121956,
-0.07554613053798676,
-0.016673240810632706,
0.007834620773792267,
0.04191139340400696,
-0.04649005085229874,
0.00016755852266214788,
0.014634515158832073,
0.029743792489171028,
-0.0012616845779120922,
0.017822187393903732,
0.0561712346971035,
0.0008677272126078606,
0.014882955700159073,
-0.00762201426550746,
0.013266071677207947,
0.0010652435012161732,
0.004122407641261816,
0.03358486667275429,
0.0018684947863221169,
0.028448674827814102,
0.009211775846779346,
0.01081614289432764,
0.023847972974181175,
-0.031231079250574112,
0.054800838232040405,
0.11957160383462906,
0.010426899418234825,
0.048929598182439804,
-0.023284096270799637,
0.10309445858001709,
0.11060096323490143,
-0.02849280647933483,
0.03161104395985603,
-0.04431461915373802,
-0.06843114644289017,
0.02888471819460392,
-0.014617498964071274,
0.01718420535326004,
-0.03222815319895744,
0.01743585243821144,
0.0009728018194437027,
0.03300376608967781,
-0.04369169473648071,
0.026806781068444252,
0.046734895557165146,
-0.03752698749303818,
0.03283839672803879,
-0.03573809564113617,
0.07380445301532745,
0.02543468214571476,
0.060665063560009,
0.06446650624275208,
-0.01182462926954031,
-0.035866424441337585,
0.003928263671696186,
0.06218463182449341,
0.007142788730561733,
0.035568512976169586,
-0.03757685050368309,
0.011975140310823917,
-0.03885078802704811,
0.020806968212127686,
0.029452161863446236,
0.03042694181203842,
0.056671567261219025,
0.018355144187808037,
0.0161206666380167,
-0.04053559899330139,
0.006100973580032587,
-0.053300660103559494,
-0.008640938438475132,
-0.020219039171934128,
-0.03854897990822792,
0.035370804369449615,
0.03328961506485939,
0.10809140652418137,
0.05414165183901787,
-0.0446787029504776,
-4.8774563055076214e-8,
-0.05438660830259323,
0.029333913698792458,
0.015421285293996334,
-0.0018377715023234487,
-0.012452322989702225,
0.05705245956778526,
0.0031736751552671194,
-0.09845328330993652,
-0.029482286423444748,
-0.041292957961559296,
-0.009744956158101559,
-0.019811293110251427,
-0.01434196624904871,
0.030533161014318466,
0.018853846937417984,
-0.0771443322300911,
0.03254000470042229,
-0.032910097390413284,
0.04226728156208992,
0.04347357526421547,
-0.013289868831634521,
-0.011012393981218338,
0.042497649788856506,
0.024565501138567924,
0.07219388335943222,
0.05037788301706314,
-0.11359339207410812,
-0.005692245904356241,
0.003984808921813965,
0.09839541465044022,
0.018860965967178345,
0.030544733628630638,
-0.005303238518536091,
0.1270982027053833,
0.014798429794609547,
0.00510941818356514,
-0.010414852760732174,
-0.05694353207945824,
0.02549380250275135,
0.02226143144071102,
-0.028064824640750885,
0.0760229304432869,
0.015942711383104324,
-0.04557187482714653,
-0.05369843915104866,
0.038320980966091156,
0.04635212570428848,
-0.16194000840187073,
-0.003775048768147826,
-0.0422893725335598,
0.03857209160923958,
0.0000988644314929843,
-0.052477266639471054,
0.07365919649600983,
0.10857266932725906,
0.08658827841281891,
0.06488403677940369,
-0.07845842093229294,
-0.021001802757382393,
-0.004576627630740404,
-0.09267900884151459,
-0.035952333360910416,
-0.05856283754110336,
0.009506525471806526
] |
1402.5613
|
Peng Bo
|
Bo Peng, Zhipeng Lu, T.C.E. Cheng
|
A Tabu Search/Path Relinking Algorithm to Solve the Job Shop Scheduling
Problem
| null | null | null | null |
cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present an algorithm that incorporates a tabu search procedure into the
framework of path relinking to tackle the job shop scheduling problem (JSP).
This tabu search/path relinking (TS/PR) algorithm comprises several
distinguishing features, such as a specific relinking procedure and a reference
solution determination method. To test the performance of TS/PR, we apply it to
tackle almost all of the benchmark JSP instances available in the literature.
The test results show that TS/PR obtains competitive results compared with
state-of-the-art algorithms for JSP in the literature, demonstrating its
efficacy in terms of both solution quality and computational efficiency. In
particular, TS/PR is able to improve the upper bounds for 49 out of the 205
tested instances and it solves a challenging instance that has remained
unsolved for over 20 years.
|
[
{
"created": "Sun, 23 Feb 2014 14:46:04 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Peng",
"Bo",
""
],
[
"Lu",
"Zhipeng",
""
],
[
"Cheng",
"T. C. E.",
""
]
] |
[
-0.05634189769625664,
-0.04154052957892418,
0.013046982698142529,
0.0446731373667717,
0.008239357732236385,
-0.0395905002951622,
-0.017238754779100418,
-0.035630710422992706,
-0.07114732265472412,
-0.03865595534443855,
-0.08433841168880463,
0.06379038840532303,
-0.010684320703148842,
0.0655851885676384,
-0.01055546011775732,
-0.0591653473675251,
0.06508791446685791,
-0.008704647421836853,
0.034468356519937515,
-0.08445076644420624,
0.004793529398739338,
-0.05289342999458313,
0.008315445855259895,
-0.10985726118087769,
-0.020438671112060547,
-0.03330392390489578,
0.011734607629477978,
-0.04023747518658638,
0.00994535256177187,
-0.024762412533164024,
-0.02453003078699112,
0.03539903461933136,
-0.07111649215221405,
-0.006184576544910669,
0.041789304465055466,
0.032498203217983246,
-0.08560387045145035,
-0.05576612800359726,
0.02055257186293602,
-0.027061281725764275,
-0.006229679565876722,
0.020564882084727287,
-0.08832588791847229,
-0.051548171788454056,
0.030991289764642715,
0.008990427479147911,
0.006994695868343115,
0.008407915942370892,
-0.03181121125817299,
0.026524193584918976,
-0.06781505793333054,
-0.015393847599625587,
-0.01938701421022415,
0.003573642112314701,
-0.06946562975645065,
0.051939595490694046,
0.03021489456295967,
-0.03376791998744011,
0.006746319122612476,
0.017327558249235153,
-0.018801914528012276,
-0.08258180320262909,
0.005983058363199234,
-0.016777025535702705,
0.00511724129319191,
-0.06945766508579254,
-0.024290770292282104,
0.024834787473082542,
0.001189319882541895,
-0.06608446687459946,
-0.004107320681214333,
0.032763514667749405,
-0.032406553626060486,
0.08499585837125778,
0.00844136904925108,
0.04855828732252121,
0.059009138494729996,
0.01938794180750847,
-0.023443909361958504,
-0.08680038899183273,
-0.007391375955194235,
-0.06654626876115799,
-0.08128220587968826,
0.07333210110664368,
0.0770958662033081,
-0.04017007723450661,
0.05494634062051773,
0.033170510083436966,
0.10349397361278534,
0.022993819788098335,
0.05925926938652992,
0.028489219024777412,
0.00947494525462389,
-0.06507131457328796,
-0.011620504781603813,
0.00016385507478844374,
0.013287180103361607,
0.13350650668144226,
0.04989253357052803,
0.013221710920333862,
-0.024949824437499046,
0.06215697154402733,
0.07372482120990753,
0.01836232654750347,
-0.07079968601465225,
0.03287956491112709,
0.012861186638474464,
0.040013257414102554,
-0.011620369739830494,
-0.039855193346738815,
0.029358262196183205,
-0.0003436388506088406,
0.0471012257039547,
-0.09481704980134964,
-0.010005868040025234,
0.04453253000974655,
-0.08528721332550049,
0.014764148741960526,
-0.043772224336862564,
0.11737485975027084,
-0.00402122363448143,
0.04092908650636673,
0.008741380646824837,
0.007618880830705166,
-0.054218485951423645,
0.09421204775571823,
-0.02903764881193638,
3.787558143732585e-33,
0.0014882050454616547,
0.05166864022612572,
-0.025618474930524826,
-0.06881879270076752,
0.10912199318408966,
-0.09463588893413544,
-0.007274334318935871,
0.08140204101800919,
0.0031861253082752228,
-0.008808868005871773,
-0.11008891463279724,
-0.014835609123110771,
-0.05561986193060875,
-0.07928718626499176,
0.01827757991850376,
-0.003133889054879546,
-0.018982697278261185,
0.11344868689775467,
-0.07945161312818527,
-0.04156448692083359,
-0.006648006848990917,
-0.04794272035360336,
-0.03543619439005852,
-0.011805551126599312,
0.11397557705640793,
0.02334657683968544,
0.02827148698270321,
-0.006201616954058409,
0.10767491906881332,
-0.0011829431168735027,
0.07191003113985062,
0.06510576605796814,
-0.031751230359077454,
0.12096545100212097,
-0.02875332161784172,
0.002657430712133646,
-0.04161376878619194,
-0.026427771896123886,
0.03932296112179756,
0.10096383839845657,
-0.05067168548703194,
-0.0008457605144940317,
0.057881493121385574,
0.009857231751084328,
-0.0003023887984454632,
-0.10177803784608841,
0.005497898906469345,
0.003306644270196557,
0.003645139280706644,
0.12379125505685806,
-0.0045064655132591724,
0.0033884053118526936,
0.07710730284452438,
0.042920421808958054,
-0.058620646595954895,
-0.029913226142525673,
0.017422080039978027,
0.01398742850869894,
0.07127809524536133,
0.14675554633140564,
0.020015310496091843,
0.018983328714966774,
-0.05183437839150429,
0.04986007884144783,
-0.05734233930706978,
-0.05020816624164581,
0.03189065679907799,
-0.013489900156855583,
0.10474234819412231,
0.017369817942380905,
-0.0039009670726954937,
0.019602803513407707,
0.0861765518784523,
-0.04129009321331978,
0.06439324468374252,
-0.01186561118811369,
0.04037630930542946,
0.04812740162014961,
-0.0334620475769043,
-0.04116164520382881,
-0.004585009068250656,
0.07455375790596008,
-0.042254943400621414,
-0.03417762368917465,
0.09352617710828781,
-0.008314719423651695,
0.010506873019039631,
-0.07760003209114075,
-0.0074079702608287334,
-0.006410355679690838,
0.05273948609828949,
0.07303759455680847,
-0.04830893501639366,
0.04820604249835014,
0.08965973556041718,
-3.000554573952486e-33,
0.036567989736795425,
-0.0389908105134964,
0.041750967502593994,
0.051684848964214325,
0.010286509990692139,
-0.015265045687556267,
0.005431664176285267,
-0.1075533926486969,
0.025786560028791428,
0.013437882997095585,
-0.09416679292917252,
0.010406101122498512,
0.08661641925573349,
0.01496015302836895,
-0.06586509197950363,
0.04585915431380272,
0.04117361456155777,
-0.04262904077768326,
-0.06146059185266495,
0.014308071695268154,
0.03395521640777588,
0.0499795563519001,
-0.038008347153663635,
-0.03428635373711586,
-0.02042023092508316,
0.0009884641040116549,
0.06515733152627945,
-0.02495044656097889,
-0.01663423515856266,
0.016281336545944214,
-0.035574499517679214,
-0.047332342714071274,
-0.11137398332357407,
-0.026023076847195625,
0.06463329493999481,
0.002683135913684964,
-0.032977789640426636,
0.07895871251821518,
0.03784734010696411,
0.09817685931921005,
0.10037591308355331,
-0.048987146466970444,
-0.04735448211431503,
-0.03831972926855087,
-0.015062854625284672,
0.07405547052621841,
-0.012295185588300228,
-0.020170321688055992,
-0.004865051247179508,
-0.020156973972916603,
-0.09057536721229553,
0.005322671495378017,
-0.06087113544344902,
-0.02821417897939682,
0.02951645292341709,
-0.04706106707453728,
-0.11470390856266022,
0.0035475632175803185,
-0.08739284425973892,
0.058884527534246445,
0.028105389326810837,
0.01989467442035675,
0.1011584922671318,
0.05870261788368225,
-0.006550089921802282,
-0.05631101876497269,
0.05402344465255737,
-0.06972897797822952,
-0.06369335949420929,
-0.005873019341379404,
-0.048123013228178024,
0.02363966591656208,
0.04521159082651138,
0.0008878940134309232,
-0.07624627649784088,
0.021114887669682503,
0.02151516266167164,
0.009299107827246189,
-0.05690382793545723,
-0.036993835121393204,
-0.008350327610969543,
0.0248982235789299,
-0.009352159686386585,
-0.04048715531826019,
-0.0586676262319088,
0.10396423190832138,
0.02234732173383236,
0.06778984516859055,
-0.011599382385611534,
-0.020165903493762016,
-0.014320706948637962,
-0.04580383375287056,
0.02958482876420021,
0.048161499202251434,
-0.01173780020326376,
-4.420900623358648e-8,
0.07159880548715591,
0.00009144766954705119,
-0.0009036795236170292,
0.01103412639349699,
0.11774709820747375,
-0.06751928478479385,
0.0316733792424202,
0.09180440753698349,
-0.003391262609511614,
0.037916284054517746,
0.07228792458772659,
-0.010884145274758339,
-0.00570182828232646,
0.011673853732645512,
0.026095209643244743,
0.06003785505890846,
-0.023625945672392845,
-0.05354953557252884,
-0.03376339003443718,
-0.04420977458357811,
0.05802953615784645,
0.06399321556091309,
0.036307718604803085,
0.08203432708978653,
-0.009541958570480347,
0.012202811427414417,
-0.01680563949048519,
0.008813022635877132,
0.07122515141963959,
-0.0701487734913826,
-0.03146551176905632,
-0.008167630061507225,
0.003963840659707785,
-0.03840475156903267,
0.05778578296303749,
-0.08936136215925217,
-0.04000330716371536,
-0.006179592572152615,
-0.0617852509021759,
-0.01432301476597786,
0.12310352176427841,
-0.012009618803858757,
-0.024422548711299896,
0.008779728785157204,
0.06720384210348129,
0.0188647098839283,
-0.09277474135160446,
0.016154229640960693,
-0.03829070180654526,
-0.07006843388080597,
-0.030180221423506737,
-0.0026397041510790586,
-0.01765742525458336,
-0.015842948108911514,
0.03187362477183342,
0.011623332276940346,
-0.0060967071913182735,
-0.08756235986948013,
0.04809768497943878,
-0.0019887008238583803,
-0.033730026334524155,
-0.04469582438468933,
-0.05170566216111183,
-0.02703099511563778
] |
A Tabu Search/Path Relinking Algorithm to Solve the Job Shop Scheduling Problem
|
https://arxiv.org/abs/1402.5613v1
|
https://arxiv.org/pdf/1402.5613v1.pdf
|
https://github.com/thomasWeise/jsspInstancesAndResults
| false | false |
https://paperswithcode.com/paper/a-tabu-searchpath-relinking-algorithm-to
|
[
-0.05634189769625664,
-0.04154052957892418,
0.013046982698142529,
0.0446731373667717,
0.008239357732236385,
-0.0395905002951622,
-0.017238754779100418,
-0.035630710422992706,
-0.07114732265472412,
-0.03865595534443855,
-0.08433841168880463,
0.06379038840532303,
-0.010684320703148842,
0.0655851885676384,
-0.01055546011775732,
-0.0591653473675251,
0.06508791446685791,
-0.008704647421836853,
0.034468356519937515,
-0.08445076644420624,
0.004793529398739338,
-0.05289342999458313,
0.008315445855259895,
-0.10985726118087769,
-0.020438671112060547,
-0.03330392390489578,
0.011734607629477978,
-0.04023747518658638,
0.00994535256177187,
-0.024762412533164024,
-0.02453003078699112,
0.03539903461933136,
-0.07111649215221405,
-0.006184576544910669,
0.041789304465055466,
0.032498203217983246,
-0.08560387045145035,
-0.05576612800359726,
0.02055257186293602,
-0.027061281725764275,
-0.006229679565876722,
0.020564882084727287,
-0.08832588791847229,
-0.051548171788454056,
0.030991289764642715,
0.008990427479147911,
0.006994695868343115,
0.008407915942370892,
-0.03181121125817299,
0.026524193584918976,
-0.06781505793333054,
-0.015393847599625587,
-0.01938701421022415,
0.003573642112314701,
-0.06946562975645065,
0.051939595490694046,
0.03021489456295967,
-0.03376791998744011,
0.006746319122612476,
0.017327558249235153,
-0.018801914528012276,
-0.08258180320262909,
0.005983058363199234,
-0.016777025535702705,
0.00511724129319191,
-0.06945766508579254,
-0.024290770292282104,
0.024834787473082542,
0.001189319882541895,
-0.06608446687459946,
-0.004107320681214333,
0.032763514667749405,
-0.032406553626060486,
0.08499585837125778,
0.00844136904925108,
0.04855828732252121,
0.059009138494729996,
0.01938794180750847,
-0.023443909361958504,
-0.08680038899183273,
-0.007391375955194235,
-0.06654626876115799,
-0.08128220587968826,
0.07333210110664368,
0.0770958662033081,
-0.04017007723450661,
0.05494634062051773,
0.033170510083436966,
0.10349397361278534,
0.022993819788098335,
0.05925926938652992,
0.028489219024777412,
0.00947494525462389,
-0.06507131457328796,
-0.011620504781603813,
0.00016385507478844374,
0.013287180103361607,
0.13350650668144226,
0.04989253357052803,
0.013221710920333862,
-0.024949824437499046,
0.06215697154402733,
0.07372482120990753,
0.01836232654750347,
-0.07079968601465225,
0.03287956491112709,
0.012861186638474464,
0.040013257414102554,
-0.011620369739830494,
-0.039855193346738815,
0.029358262196183205,
-0.0003436388506088406,
0.0471012257039547,
-0.09481704980134964,
-0.010005868040025234,
0.04453253000974655,
-0.08528721332550049,
0.014764148741960526,
-0.043772224336862564,
0.11737485975027084,
-0.00402122363448143,
0.04092908650636673,
0.008741380646824837,
0.007618880830705166,
-0.054218485951423645,
0.09421204775571823,
-0.02903764881193638,
3.787558143732585e-33,
0.0014882050454616547,
0.05166864022612572,
-0.025618474930524826,
-0.06881879270076752,
0.10912199318408966,
-0.09463588893413544,
-0.007274334318935871,
0.08140204101800919,
0.0031861253082752228,
-0.008808868005871773,
-0.11008891463279724,
-0.014835609123110771,
-0.05561986193060875,
-0.07928718626499176,
0.01827757991850376,
-0.003133889054879546,
-0.018982697278261185,
0.11344868689775467,
-0.07945161312818527,
-0.04156448692083359,
-0.006648006848990917,
-0.04794272035360336,
-0.03543619439005852,
-0.011805551126599312,
0.11397557705640793,
0.02334657683968544,
0.02827148698270321,
-0.006201616954058409,
0.10767491906881332,
-0.0011829431168735027,
0.07191003113985062,
0.06510576605796814,
-0.031751230359077454,
0.12096545100212097,
-0.02875332161784172,
0.002657430712133646,
-0.04161376878619194,
-0.026427771896123886,
0.03932296112179756,
0.10096383839845657,
-0.05067168548703194,
-0.0008457605144940317,
0.057881493121385574,
0.009857231751084328,
-0.0003023887984454632,
-0.10177803784608841,
0.005497898906469345,
0.003306644270196557,
0.003645139280706644,
0.12379125505685806,
-0.0045064655132591724,
0.0033884053118526936,
0.07710730284452438,
0.042920421808958054,
-0.058620646595954895,
-0.029913226142525673,
0.017422080039978027,
0.01398742850869894,
0.07127809524536133,
0.14675554633140564,
0.020015310496091843,
0.018983328714966774,
-0.05183437839150429,
0.04986007884144783,
-0.05734233930706978,
-0.05020816624164581,
0.03189065679907799,
-0.013489900156855583,
0.10474234819412231,
0.017369817942380905,
-0.0039009670726954937,
0.019602803513407707,
0.0861765518784523,
-0.04129009321331978,
0.06439324468374252,
-0.01186561118811369,
0.04037630930542946,
0.04812740162014961,
-0.0334620475769043,
-0.04116164520382881,
-0.004585009068250656,
0.07455375790596008,
-0.042254943400621414,
-0.03417762368917465,
0.09352617710828781,
-0.008314719423651695,
0.010506873019039631,
-0.07760003209114075,
-0.0074079702608287334,
-0.006410355679690838,
0.05273948609828949,
0.07303759455680847,
-0.04830893501639366,
0.04820604249835014,
0.08965973556041718,
-3.000554573952486e-33,
0.036567989736795425,
-0.0389908105134964,
0.041750967502593994,
0.051684848964214325,
0.010286509990692139,
-0.015265045687556267,
0.005431664176285267,
-0.1075533926486969,
0.025786560028791428,
0.013437882997095585,
-0.09416679292917252,
0.010406101122498512,
0.08661641925573349,
0.01496015302836895,
-0.06586509197950363,
0.04585915431380272,
0.04117361456155777,
-0.04262904077768326,
-0.06146059185266495,
0.014308071695268154,
0.03395521640777588,
0.0499795563519001,
-0.038008347153663635,
-0.03428635373711586,
-0.02042023092508316,
0.0009884641040116549,
0.06515733152627945,
-0.02495044656097889,
-0.01663423515856266,
0.016281336545944214,
-0.035574499517679214,
-0.047332342714071274,
-0.11137398332357407,
-0.026023076847195625,
0.06463329493999481,
0.002683135913684964,
-0.032977789640426636,
0.07895871251821518,
0.03784734010696411,
0.09817685931921005,
0.10037591308355331,
-0.048987146466970444,
-0.04735448211431503,
-0.03831972926855087,
-0.015062854625284672,
0.07405547052621841,
-0.012295185588300228,
-0.020170321688055992,
-0.004865051247179508,
-0.020156973972916603,
-0.09057536721229553,
0.005322671495378017,
-0.06087113544344902,
-0.02821417897939682,
0.02951645292341709,
-0.04706106707453728,
-0.11470390856266022,
0.0035475632175803185,
-0.08739284425973892,
0.058884527534246445,
0.028105389326810837,
0.01989467442035675,
0.1011584922671318,
0.05870261788368225,
-0.006550089921802282,
-0.05631101876497269,
0.05402344465255737,
-0.06972897797822952,
-0.06369335949420929,
-0.005873019341379404,
-0.048123013228178024,
0.02363966591656208,
0.04521159082651138,
0.0008878940134309232,
-0.07624627649784088,
0.021114887669682503,
0.02151516266167164,
0.009299107827246189,
-0.05690382793545723,
-0.036993835121393204,
-0.008350327610969543,
0.0248982235789299,
-0.009352159686386585,
-0.04048715531826019,
-0.0586676262319088,
0.10396423190832138,
0.02234732173383236,
0.06778984516859055,
-0.011599382385611534,
-0.020165903493762016,
-0.014320706948637962,
-0.04580383375287056,
0.02958482876420021,
0.048161499202251434,
-0.01173780020326376,
-4.420900623358648e-8,
0.07159880548715591,
0.00009144766954705119,
-0.0009036795236170292,
0.01103412639349699,
0.11774709820747375,
-0.06751928478479385,
0.0316733792424202,
0.09180440753698349,
-0.003391262609511614,
0.037916284054517746,
0.07228792458772659,
-0.010884145274758339,
-0.00570182828232646,
0.011673853732645512,
0.026095209643244743,
0.06003785505890846,
-0.023625945672392845,
-0.05354953557252884,
-0.03376339003443718,
-0.04420977458357811,
0.05802953615784645,
0.06399321556091309,
0.036307718604803085,
0.08203432708978653,
-0.009541958570480347,
0.012202811427414417,
-0.01680563949048519,
0.008813022635877132,
0.07122515141963959,
-0.0701487734913826,
-0.03146551176905632,
-0.008167630061507225,
0.003963840659707785,
-0.03840475156903267,
0.05778578296303749,
-0.08936136215925217,
-0.04000330716371536,
-0.006179592572152615,
-0.0617852509021759,
-0.01432301476597786,
0.12310352176427841,
-0.012009618803858757,
-0.024422548711299896,
0.008779728785157204,
0.06720384210348129,
0.0188647098839283,
-0.09277474135160446,
0.016154229640960693,
-0.03829070180654526,
-0.07006843388080597,
-0.030180221423506737,
-0.0026397041510790586,
-0.01765742525458336,
-0.015842948108911514,
0.03187362477183342,
0.011623332276940346,
-0.0060967071913182735,
-0.08756235986948013,
0.04809768497943878,
-0.0019887008238583803,
-0.033730026334524155,
-0.04469582438468933,
-0.05170566216111183,
-0.02703099511563778
] |
1402.5617
|
V Karthikeyan VKK
|
V.Karthikeyan V. J. Vijayalakshmi
|
Control Loop Feedback Mechanism for Generic Array Logic Chip
Multiprocessor
|
4 pages and 8 figures
| null | null | null |
cs.OH
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Control Loop Feedback Mechanism for Generic Array Logic Chip Multiprocessor
is presented. The approach is based on control-loop feedback mechanism to
maximize the efficiency on exploiting available resources such as CPU time,
operating frequency, etc. Each Processing Element (PE) in the architecture is
equipped with a frequency scaling module responsible for tuning the frequency
of processors at run-time according to the application requirements. We show
that generic array logic Chip Multiprocessors with large inter-processor First
In First Outputs (First In First Outs) buffers can inherently hide much of the
Generic Array Logic performance penalty while executing applications that have
been mapped with few communication loops. In fact, the penalty can be driven to
zero with sufficiently large First In First Outs and the removal of
multiple-loop communication links. We present an example mesh-connected Generic
Array Logic chip multiprocessor and show it has a less than 1% performance
(throughput) reduction on average compared to the corresponding synchronous
system for many DSP workloads. Furthermore, adaptive clock and voltage scaling
for each processor provides an approximately 40% power savings without any
performance reduction.
|
[
{
"created": "Sun, 23 Feb 2014 15:17:09 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Vijayalakshmi",
"V. Karthikeyan V. J.",
""
]
] |
[
0.1112212985754013,
0.1007450520992279,
-0.0409097746014595,
0.016497625038027763,
-0.04279583320021629,
-0.05761759728193283,
0.0039241439662873745,
-0.012810859829187393,
0.05556400492787361,
-0.036693472415208817,
-0.06283318996429443,
0.035780880600214005,
-0.07767558097839355,
-0.048177506774663925,
0.013856224715709686,
0.03982742130756378,
0.06608816981315613,
0.04872426018118858,
-0.00419815955683589,
-0.04219174012541771,
0.016766155138611794,
-0.025302615016698837,
-0.04562533274292946,
-0.044455647468566895,
-0.06750155240297318,
0.03844013810157776,
-0.045919205993413925,
-0.022908784449100494,
-0.03514133393764496,
-0.017314890399575233,
-0.02964906208217144,
-0.05614366754889488,
0.04446398466825485,
0.03361070156097412,
-0.02498987689614296,
-0.009919953532516956,
0.028719864785671234,
-0.006572610232979059,
0.028474487364292145,
-0.028321104124188423,
0.010862025432288647,
0.011537851765751839,
-0.0030307944398373365,
-0.034253865480422974,
-0.07244221866130829,
-0.052704717963933945,
-0.06509948521852493,
0.0004770004306919873,
-0.09550763666629791,
0.020936818793416023,
0.016029255464673042,
-0.03433327376842499,
0.003363013733178377,
-0.03658372536301613,
0.040256086736917496,
-0.02936190739274025,
0.016714535653591156,
0.000033842930861283094,
-0.013817284256219864,
-0.022625446319580078,
-0.051898300647735596,
-0.04743146151304245,
0.025176096707582474,
0.02234650030732155,
-0.012364410795271397,
0.04528413340449333,
0.16443291306495667,
-0.015663186088204384,
0.0653691366314888,
-0.0413203090429306,
-0.041591908782720566,
-0.024062586948275566,
0.004351694602519274,
0.010245979763567448,
0.013739909045398235,
-0.013157044537365437,
-0.013283493928611279,
-0.033839911222457886,
0.004457192029803991,
-0.0662168636918068,
-0.03151268512010574,
0.018447870388627052,
-0.07531210780143738,
-0.07507792860269547,
0.009584460407495499,
-0.020026346668601036,
-0.08833679556846619,
0.008567333221435547,
0.10750608146190643,
-0.13352644443511963,
0.009903665632009506,
0.03541911393404007,
0.024778611958026886,
0.012247988022863865,
0.05436543747782707,
0.003704297123476863,
0.007050835993140936,
-0.015764368698000908,
-0.0837496668100357,
0.04621509462594986,
0.053475845605134964,
-0.02245520055294037,
0.07343845069408417,
0.04963962733745575,
0.040707703679800034,
0.028691597282886505,
0.03645380586385727,
0.06599647551774979,
-0.14182013273239136,
-0.045640356838703156,
-0.025844497606158257,
0.1211586594581604,
0.019007349386811256,
0.08303965628147125,
-0.01843639649450779,
0.005255239084362984,
-0.04859401285648346,
-0.006244325079023838,
0.08426941186189651,
0.03595394268631935,
-0.0651523768901825,
-0.06439175456762314,
-0.01942163147032261,
0.04538777098059654,
0.008285160176455975,
0.007395547349005938,
-0.12111737579107285,
5.839422838685243e-33,
-0.04457177594304085,
0.07992570847272873,
0.01192695926874876,
-0.08675023913383484,
0.05873207747936249,
0.036433182656764984,
0.06572363525629044,
0.008618935942649841,
-0.01558527909219265,
0.02573678083717823,
-0.045628443360328674,
-0.06933750212192535,
-0.018735719844698906,
0.05168147757649422,
0.05652078986167908,
-0.013608630746603012,
0.012958687730133533,
0.021267017349600792,
0.06592944264411926,
-0.016840191558003426,
0.026297979056835175,
0.022490881383419037,
-0.047989629209041595,
0.025031130760908127,
-0.01699868217110634,
0.012991596013307571,
0.0054472642950713634,
-0.031801529228687286,
-0.059579458087682724,
-0.009998255409300327,
0.042564067989587784,
-0.013775961473584175,
0.04636663571000099,
-0.018068401142954826,
0.05320682004094124,
-0.02912461757659912,
0.02283949963748455,
-0.032635241746902466,
0.044890645891427994,
0.08364298194646835,
-0.012572805397212505,
-0.004882880952209234,
0.004277558531612158,
-0.0605941116809845,
-0.07116635888814926,
-0.01366917509585619,
-0.016744578257203102,
0.041110143065452576,
-0.09511060267686844,
-0.010040354914963245,
0.00908227264881134,
0.07697531580924988,
0.04388369247317314,
0.004425378050655127,
0.0682583898305893,
-0.08653964847326279,
-0.020081091672182083,
0.02818801999092102,
0.08860993385314941,
0.2526475787162781,
-0.09399562329053879,
-0.04016086086630821,
-0.07974134385585785,
0.04892049357295036,
-0.04153517633676529,
-0.023901449516415596,
0.026272116228938103,
0.03736492246389389,
-0.04761568084359169,
0.04929821565747261,
-0.007299823220819235,
0.07834184169769287,
-0.009542877785861492,
0.016046227887272835,
0.004632347729057074,
0.04697639122605324,
-0.023526588454842567,
-0.09031209349632263,
-0.046289730817079544,
-0.04839969798922539,
0.08349544554948807,
0.07304848730564117,
-0.005136946681886911,
-0.029004236683249474,
0.030982060357928276,
-0.07046660780906677,
-0.024350402876734734,
0.023158833384513855,
-0.004568389616906643,
-0.06864194571971893,
-0.038836970925331116,
0.040845032781362534,
0.05748940631747246,
-0.07839354872703552,
-0.0394611656665802,
-5.8036540149576596e-33,
0.07244448363780975,
-0.03732072561979294,
0.0018173066200688481,
0.0884454995393753,
0.04972976818680763,
-0.002661616075783968,
0.036420002579689026,
-0.03487682715058327,
-0.05160604789853096,
-0.09784892201423645,
-0.09116902947425842,
-0.04471765086054802,
0.02364661544561386,
0.01331617683172226,
0.06516604870557785,
0.0040227933786809444,
-0.04175928607583046,
-0.03260635584592819,
0.018812280148267746,
-0.02393919602036476,
0.0071539743803441525,
0.03588347136974335,
0.038308028131723404,
-0.05736665427684784,
-0.08729329705238342,
-0.012520705349743366,
-0.03875159099698067,
0.045600179582834244,
0.0076738023199141026,
0.0007767552160657942,
-0.01662215031683445,
0.0029597890097647905,
0.13296300172805786,
0.036630723625421524,
0.10345318168401718,
0.04836912825703621,
0.030323712155222893,
0.0075422627851367,
0.050429392606019974,
0.009597333148121834,
0.0023019418586045504,
-0.042979687452316284,
-0.0399513766169548,
0.0033563910983502865,
0.04405944049358368,
0.07518544793128967,
-0.06990674138069153,
0.013453020714223385,
-0.08283288776874542,
-0.04452173784375191,
-0.09937392920255661,
-0.05142093077301979,
0.06237109377980232,
-0.03989730402827263,
0.0006839925772510469,
-0.02694273181259632,
0.04371487721800804,
0.044753558933734894,
0.022586487233638763,
-0.0036195707507431507,
0.03742023929953575,
-0.04250231385231018,
0.05681176483631134,
-0.025361375883221626,
0.11190256476402283,
-0.004296305123716593,
0.05216477811336517,
-0.09623286128044128,
0.02818712405860424,
0.05453770235180855,
-0.0251901987940073,
-0.031810566782951355,
-0.09455230087041855,
-0.056468114256858826,
-0.05627991631627083,
0.028545087203383446,
-0.017754731699824333,
-0.06709840148687363,
-0.00838968064635992,
0.07216966897249222,
-0.10201208293437958,
0.053962163627147675,
-0.0023096681106835604,
-0.01728249341249466,
-0.03437018394470215,
0.023697039112448692,
0.00747632933780551,
-0.037062618881464005,
-0.050954416394233704,
-0.0024440616834908724,
-0.025500135496258736,
0.015468482859432697,
0.017154239118099213,
0.06730679422616959,
-0.03907112404704094,
-5.012202208831695e-8,
0.06743267178535461,
-0.040597572922706604,
-0.02867436408996582,
0.07337348908185959,
0.04653347283601761,
-0.05661532282829285,
0.020194297656416893,
-0.06971792131662369,
0.045973215252161026,
-0.0002816967898979783,
0.03186377137899399,
-0.09830675274133682,
0.02009991556406021,
0.029005542397499084,
0.10676826536655426,
-0.0000870574513101019,
-0.01559363678097725,
-0.0353560633957386,
-0.014292591251432896,
-0.046590786427259445,
-0.0333714485168457,
0.07009204477071762,
-0.0017166465986520052,
-0.003273376729339361,
0.026261107996106148,
-0.013693951070308685,
0.09135200828313828,
0.09044432640075684,
0.08552079647779465,
0.02690296061336994,
-0.049878548830747604,
-0.02760523185133934,
0.07123194634914398,
0.042488034814596176,
0.09375981241464615,
-0.056864455342292786,
0.017907340079545975,
0.042244452983140945,
0.0815713033080101,
-0.03202252462506294,
-0.013213117606937885,
-0.003188866889104247,
-0.040855079889297485,
0.024332432076334953,
0.06792770326137543,
-0.037076108157634735,
-0.05199660360813141,
0.005449243821203709,
-0.011920854449272156,
0.01711774244904518,
0.021795032545924187,
0.07490949332714081,
-0.018349412828683853,
0.03179795667529106,
-0.035652581602334976,
-0.02177404798567295,
-0.0395028255879879,
-0.029432740062475204,
0.04906816780567169,
0.06022455543279648,
-0.006716631818562746,
-0.043080806732177734,
-0.03059343993663788,
-0.07406346499919891
] | null | null | null | null | null | null | null |
[
0.1112212985754013,
0.1007450520992279,
-0.0409097746014595,
0.016497625038027763,
-0.04279583320021629,
-0.05761759728193283,
0.0039241439662873745,
-0.012810859829187393,
0.05556400492787361,
-0.036693472415208817,
-0.06283318996429443,
0.035780880600214005,
-0.07767558097839355,
-0.048177506774663925,
0.013856224715709686,
0.03982742130756378,
0.06608816981315613,
0.04872426018118858,
-0.00419815955683589,
-0.04219174012541771,
0.016766155138611794,
-0.025302615016698837,
-0.04562533274292946,
-0.044455647468566895,
-0.06750155240297318,
0.03844013810157776,
-0.045919205993413925,
-0.022908784449100494,
-0.03514133393764496,
-0.017314890399575233,
-0.02964906208217144,
-0.05614366754889488,
0.04446398466825485,
0.03361070156097412,
-0.02498987689614296,
-0.009919953532516956,
0.028719864785671234,
-0.006572610232979059,
0.028474487364292145,
-0.028321104124188423,
0.010862025432288647,
0.011537851765751839,
-0.0030307944398373365,
-0.034253865480422974,
-0.07244221866130829,
-0.052704717963933945,
-0.06509948521852493,
0.0004770004306919873,
-0.09550763666629791,
0.020936818793416023,
0.016029255464673042,
-0.03433327376842499,
0.003363013733178377,
-0.03658372536301613,
0.040256086736917496,
-0.02936190739274025,
0.016714535653591156,
0.000033842930861283094,
-0.013817284256219864,
-0.022625446319580078,
-0.051898300647735596,
-0.04743146151304245,
0.025176096707582474,
0.02234650030732155,
-0.012364410795271397,
0.04528413340449333,
0.16443291306495667,
-0.015663186088204384,
0.0653691366314888,
-0.0413203090429306,
-0.041591908782720566,
-0.024062586948275566,
0.004351694602519274,
0.010245979763567448,
0.013739909045398235,
-0.013157044537365437,
-0.013283493928611279,
-0.033839911222457886,
0.004457192029803991,
-0.0662168636918068,
-0.03151268512010574,
0.018447870388627052,
-0.07531210780143738,
-0.07507792860269547,
0.009584460407495499,
-0.020026346668601036,
-0.08833679556846619,
0.008567333221435547,
0.10750608146190643,
-0.13352644443511963,
0.009903665632009506,
0.03541911393404007,
0.024778611958026886,
0.012247988022863865,
0.05436543747782707,
0.003704297123476863,
0.007050835993140936,
-0.015764368698000908,
-0.0837496668100357,
0.04621509462594986,
0.053475845605134964,
-0.02245520055294037,
0.07343845069408417,
0.04963962733745575,
0.040707703679800034,
0.028691597282886505,
0.03645380586385727,
0.06599647551774979,
-0.14182013273239136,
-0.045640356838703156,
-0.025844497606158257,
0.1211586594581604,
0.019007349386811256,
0.08303965628147125,
-0.01843639649450779,
0.005255239084362984,
-0.04859401285648346,
-0.006244325079023838,
0.08426941186189651,
0.03595394268631935,
-0.0651523768901825,
-0.06439175456762314,
-0.01942163147032261,
0.04538777098059654,
0.008285160176455975,
0.007395547349005938,
-0.12111737579107285,
5.839422838685243e-33,
-0.04457177594304085,
0.07992570847272873,
0.01192695926874876,
-0.08675023913383484,
0.05873207747936249,
0.036433182656764984,
0.06572363525629044,
0.008618935942649841,
-0.01558527909219265,
0.02573678083717823,
-0.045628443360328674,
-0.06933750212192535,
-0.018735719844698906,
0.05168147757649422,
0.05652078986167908,
-0.013608630746603012,
0.012958687730133533,
0.021267017349600792,
0.06592944264411926,
-0.016840191558003426,
0.026297979056835175,
0.022490881383419037,
-0.047989629209041595,
0.025031130760908127,
-0.01699868217110634,
0.012991596013307571,
0.0054472642950713634,
-0.031801529228687286,
-0.059579458087682724,
-0.009998255409300327,
0.042564067989587784,
-0.013775961473584175,
0.04636663571000099,
-0.018068401142954826,
0.05320682004094124,
-0.02912461757659912,
0.02283949963748455,
-0.032635241746902466,
0.044890645891427994,
0.08364298194646835,
-0.012572805397212505,
-0.004882880952209234,
0.004277558531612158,
-0.0605941116809845,
-0.07116635888814926,
-0.01366917509585619,
-0.016744578257203102,
0.041110143065452576,
-0.09511060267686844,
-0.010040354914963245,
0.00908227264881134,
0.07697531580924988,
0.04388369247317314,
0.004425378050655127,
0.0682583898305893,
-0.08653964847326279,
-0.020081091672182083,
0.02818801999092102,
0.08860993385314941,
0.2526475787162781,
-0.09399562329053879,
-0.04016086086630821,
-0.07974134385585785,
0.04892049357295036,
-0.04153517633676529,
-0.023901449516415596,
0.026272116228938103,
0.03736492246389389,
-0.04761568084359169,
0.04929821565747261,
-0.007299823220819235,
0.07834184169769287,
-0.009542877785861492,
0.016046227887272835,
0.004632347729057074,
0.04697639122605324,
-0.023526588454842567,
-0.09031209349632263,
-0.046289730817079544,
-0.04839969798922539,
0.08349544554948807,
0.07304848730564117,
-0.005136946681886911,
-0.029004236683249474,
0.030982060357928276,
-0.07046660780906677,
-0.024350402876734734,
0.023158833384513855,
-0.004568389616906643,
-0.06864194571971893,
-0.038836970925331116,
0.040845032781362534,
0.05748940631747246,
-0.07839354872703552,
-0.0394611656665802,
-5.8036540149576596e-33,
0.07244448363780975,
-0.03732072561979294,
0.0018173066200688481,
0.0884454995393753,
0.04972976818680763,
-0.002661616075783968,
0.036420002579689026,
-0.03487682715058327,
-0.05160604789853096,
-0.09784892201423645,
-0.09116902947425842,
-0.04471765086054802,
0.02364661544561386,
0.01331617683172226,
0.06516604870557785,
0.0040227933786809444,
-0.04175928607583046,
-0.03260635584592819,
0.018812280148267746,
-0.02393919602036476,
0.0071539743803441525,
0.03588347136974335,
0.038308028131723404,
-0.05736665427684784,
-0.08729329705238342,
-0.012520705349743366,
-0.03875159099698067,
0.045600179582834244,
0.0076738023199141026,
0.0007767552160657942,
-0.01662215031683445,
0.0029597890097647905,
0.13296300172805786,
0.036630723625421524,
0.10345318168401718,
0.04836912825703621,
0.030323712155222893,
0.0075422627851367,
0.050429392606019974,
0.009597333148121834,
0.0023019418586045504,
-0.042979687452316284,
-0.0399513766169548,
0.0033563910983502865,
0.04405944049358368,
0.07518544793128967,
-0.06990674138069153,
0.013453020714223385,
-0.08283288776874542,
-0.04452173784375191,
-0.09937392920255661,
-0.05142093077301979,
0.06237109377980232,
-0.03989730402827263,
0.0006839925772510469,
-0.02694273181259632,
0.04371487721800804,
0.044753558933734894,
0.022586487233638763,
-0.0036195707507431507,
0.03742023929953575,
-0.04250231385231018,
0.05681176483631134,
-0.025361375883221626,
0.11190256476402283,
-0.004296305123716593,
0.05216477811336517,
-0.09623286128044128,
0.02818712405860424,
0.05453770235180855,
-0.0251901987940073,
-0.031810566782951355,
-0.09455230087041855,
-0.056468114256858826,
-0.05627991631627083,
0.028545087203383446,
-0.017754731699824333,
-0.06709840148687363,
-0.00838968064635992,
0.07216966897249222,
-0.10201208293437958,
0.053962163627147675,
-0.0023096681106835604,
-0.01728249341249466,
-0.03437018394470215,
0.023697039112448692,
0.00747632933780551,
-0.037062618881464005,
-0.050954416394233704,
-0.0024440616834908724,
-0.025500135496258736,
0.015468482859432697,
0.017154239118099213,
0.06730679422616959,
-0.03907112404704094,
-5.012202208831695e-8,
0.06743267178535461,
-0.040597572922706604,
-0.02867436408996582,
0.07337348908185959,
0.04653347283601761,
-0.05661532282829285,
0.020194297656416893,
-0.06971792131662369,
0.045973215252161026,
-0.0002816967898979783,
0.03186377137899399,
-0.09830675274133682,
0.02009991556406021,
0.029005542397499084,
0.10676826536655426,
-0.0000870574513101019,
-0.01559363678097725,
-0.0353560633957386,
-0.014292591251432896,
-0.046590786427259445,
-0.0333714485168457,
0.07009204477071762,
-0.0017166465986520052,
-0.003273376729339361,
0.026261107996106148,
-0.013693951070308685,
0.09135200828313828,
0.09044432640075684,
0.08552079647779465,
0.02690296061336994,
-0.049878548830747604,
-0.02760523185133934,
0.07123194634914398,
0.042488034814596176,
0.09375981241464615,
-0.056864455342292786,
0.017907340079545975,
0.042244452983140945,
0.0815713033080101,
-0.03202252462506294,
-0.013213117606937885,
-0.003188866889104247,
-0.040855079889297485,
0.024332432076334953,
0.06792770326137543,
-0.037076108157634735,
-0.05199660360813141,
0.005449243821203709,
-0.011920854449272156,
0.01711774244904518,
0.021795032545924187,
0.07490949332714081,
-0.018349412828683853,
0.03179795667529106,
-0.035652581602334976,
-0.02177404798567295,
-0.0395028255879879,
-0.029432740062475204,
0.04906816780567169,
0.06022455543279648,
-0.006716631818562746,
-0.043080806732177734,
-0.03059343993663788,
-0.07406346499919891
] |
1402.5619
|
V Karthikeyan VKK
|
V. Karthikeyan
|
A Novel Histogram Based Robust Image Registration Technique
|
5 pages and 6 figures. submit/0850305
| null | null | null |
cs.CV
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, a method for Automatic Image Registration (AIR) through
histogram is proposed. Automatic image registration is one of the crucial steps
in the analysis of remotely sensed data. A new acquired image must be
transformed, using image registration techniques, to match the orientation and
scale of previous related images. This new approach combines several
segmentations of the pair of images to be registered. A relaxation parameter on
the histogram modes delineation is introduced. It is followed by
characterization of the extracted objects through the objects area, axis ratio,
and perimeter and fractal dimension. The matched objects are used for rotation
and translation estimation. It allows for the registration of pairs of images
with differences in rotation and translation. This method contributes to
subpixel accuracy.
|
[
{
"created": "Sun, 23 Feb 2014 15:24:27 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Karthikeyan",
"V.",
""
]
] |
[
0.03430619463324547,
-0.030529379844665527,
0.027744337916374207,
-0.03424818813800812,
-0.0042221564799547195,
-0.032245147973299026,
0.05360077694058418,
0.002707161009311676,
0.008467655628919601,
-0.07111822068691254,
0.028987739235162735,
-0.028586478903889656,
0.0779981017112732,
0.0044142999686300755,
-0.003925778437405825,
-0.09356635063886642,
-0.08217207342386246,
-0.014129151590168476,
-0.03276019170880318,
-0.04364248737692833,
-0.007288002409040928,
0.008358328603208065,
-0.08506711572408676,
-0.052665188908576965,
0.05150200054049492,
0.0627322718501091,
0.07247818261384964,
-0.02342349663376808,
0.02561282366514206,
0.007238623220473528,
0.04138155281543732,
0.09701450914144516,
0.07663772255182266,
0.021723607555031776,
0.057514842599630356,
0.00838508177548647,
-0.008135762065649033,
-0.0007213719072751701,
0.0023175773676484823,
-0.0012172181159257889,
-0.06461116671562195,
-0.019081292673945427,
0.00894769374281168,
-0.026271242648363113,
0.01915115863084793,
0.18197189271450043,
-0.0011527430033311248,
-0.007067417725920677,
0.06375022232532501,
0.008673914708197117,
-0.06062432378530502,
0.023871229961514473,
-0.05938541889190674,
-0.005070799496024847,
-0.031246256083250046,
0.021234795451164246,
0.054388102144002914,
-0.11177296191453934,
0.10531625151634216,
0.01311387587338686,
0.02202131226658821,
0.02519824728369713,
0.007138945162296295,
0.02305441163480282,
0.04522867500782013,
0.024241765961050987,
-0.018965501338243484,
-0.1261681765317917,
0.03620973974466324,
-0.03316088393330574,
-0.0824231281876564,
0.059588849544525146,
0.11925310641527176,
0.01787050999701023,
-0.12139137834310532,
-0.11507122218608856,
-0.06874079257249832,
-0.03754305839538574,
0.053010765463113785,
-0.08978838473558426,
0.0035738470032811165,
0.04160214960575104,
0.0692225769162178,
0.039581719785928726,
0.045003607869148254,
-0.011515544727444649,
-0.023064324632287025,
0.029932541772723198,
0.007675361819565296,
0.017111681401729584,
-0.0017801814246922731,
0.014521157369017601,
-0.08134172856807709,
-0.02429143711924553,
-0.0223374180495739,
-0.004268694203346968,
0.04861416667699814,
0.04020044952630997,
0.027016030624508858,
0.016459248960018158,
0.027828751131892204,
-0.013951652683317661,
-0.05716362223029137,
0.06444547325372696,
0.04355357587337494,
0.004616947844624519,
-0.002317572943866253,
-0.08267971128225327,
0.1323966532945633,
0.016392283141613007,
-0.06003762409090996,
-0.06292366236448288,
-0.02893000841140747,
0.02186221443116665,
-0.07726172357797623,
0.00012720163795165718,
-0.018647747114300728,
0.059607360512018204,
-0.08989202976226807,
-0.04198554903268814,
0.009168984368443489,
-0.061927225440740585,
0.028084149584174156,
0.025014668703079224,
0.04440964013338089,
-0.036066386848688126,
-0.031805891543626785,
-2.225213101993994e-34,
-0.03319888561964035,
0.01534009724855423,
-0.043822772800922394,
0.016036519780755043,
-0.053817011415958405,
-0.00833811890333891,
-0.059246111661195755,
-0.07309314608573914,
0.06298693269491196,
0.03235818073153496,
-0.05060718208551407,
0.06252110749483109,
0.03133373707532883,
0.0592578761279583,
-0.002815940650179982,
0.029750913381576538,
0.025164030492305756,
0.05065815895795822,
-0.059984833002090454,
0.006371413357555866,
-0.023169826716184616,
-0.02139517478644848,
0.06945236027240753,
0.0393359512090683,
-0.014145785011351109,
0.0017286426154896617,
0.04616513103246689,
0.04451732710003853,
0.0444922111928463,
0.000923125771805644,
0.05919501557946205,
-0.06225435063242912,
0.010200782679021358,
0.009037612937390804,
0.01732090301811695,
-0.038096703588962555,
0.006877921987324953,
-0.0023007967974990606,
-0.024611225351691246,
0.025782587006688118,
0.06259062886238098,
0.05904434993863106,
-0.010431023314595222,
-0.05872127413749695,
-0.0632479339838028,
0.03960893675684929,
0.020326001569628716,
0.028291355818510056,
0.024823704734444618,
-0.008926281705498695,
0.02006460353732109,
-0.00075300078606233,
-0.04605214297771454,
-0.10093943774700165,
0.001962613081559539,
0.02615988440811634,
0.008349031209945679,
0.03053686022758484,
0.01599474996328354,
0.06442239880561829,
-0.039569512009620667,
-0.022413602098822594,
0.026280630379915237,
0.011133433319628239,
0.07392536848783493,
-0.12273230403661728,
0.0851641297340393,
0.0442446805536747,
-0.05023762956261635,
0.04640278220176697,
-0.032346922904253006,
0.0155283622443676,
-0.04537921026349068,
-0.03731268644332886,
-0.02449200488626957,
-0.023557117208838463,
-0.034209784120321274,
0.050780244171619415,
-0.11878373473882675,
0.05104414001107216,
-0.07767576724290848,
0.04076658561825752,
0.037371519953012466,
-0.08273998647928238,
-0.015523337759077549,
-0.057031966745853424,
0.02554156631231308,
0.019227316603064537,
-0.04781011864542961,
0.017414549365639687,
-0.08555368334054947,
0.027990352362394333,
-0.026865093037486076,
0.02329392172396183,
0.04774977266788483,
-1.3819374467374564e-34,
-0.01900177262723446,
0.026046041399240494,
0.005083446390926838,
0.032515235245227814,
-0.07931336760520935,
-0.017519567161798477,
0.04567156732082367,
0.048417553305625916,
-0.057800281792879105,
-0.03863508999347687,
-0.0060179405845701694,
0.054373953491449356,
-0.02403813786804676,
-0.06951084733009338,
-0.037754155695438385,
-0.006805784069001675,
-0.026303887367248535,
0.004076471086591482,
-0.07423717528581619,
0.02199307084083557,
-0.015093310736119747,
0.05904972925782204,
-0.032623082399368286,
0.011343388818204403,
-0.05570850893855095,
0.07764966785907745,
0.029887869954109192,
0.05985765904188156,
-0.002022677334025502,
-0.0034833988174796104,
0.02006020024418831,
-0.019509200006723404,
0.04203306511044502,
0.03325512260198593,
0.000362774619134143,
-0.031582288444042206,
-0.0006788037135265768,
-0.008074553683400154,
-0.08262980729341507,
-0.0014245728962123394,
-0.023897413164377213,
0.06916413456201553,
-0.043393123894929886,
-0.07584530115127563,
-0.05219482630491257,
-0.05263090506196022,
0.03395974636077881,
0.08485693484544754,
0.011723034083843231,
0.023456938564777374,
-0.007758691441267729,
0.015060932375490665,
-0.09234399348497391,
0.06129389628767967,
0.08319267630577087,
0.08518073707818985,
-0.08063782006502151,
-0.04037307947874069,
0.06374850124120712,
-0.0664360523223877,
-0.0006588331889361143,
-0.0368802584707737,
0.03634036332368851,
0.029294796288013458,
-0.012733669020235538,
0.032765381038188934,
0.054715391248464584,
-0.000644820393063128,
-0.08893604576587677,
0.17216108739376068,
0.024655353277921677,
-0.011347680352628231,
0.020367508754134178,
0.02451384998857975,
-0.06599374860525131,
-0.03698982670903206,
0.05291430652141571,
0.019192315638065338,
-0.0356391966342926,
-0.08437833935022354,
-0.024593304842710495,
-0.09962914139032364,
-0.03143880516290665,
0.10387993603944778,
-0.0066903941333293915,
0.029627859592437744,
-0.011111849918961525,
-0.0979209840297699,
0.08347281813621521,
0.012043094262480736,
0.003389775287359953,
0.017232097685337067,
0.04149963706731796,
0.006301724351942539,
-0.016631929203867912,
-4.162265199170179e-8,
-0.04630489647388458,
-0.08431611955165863,
0.03201555833220482,
-0.034627024084329605,
0.027950633317232132,
0.009945095516741276,
0.006157682742923498,
0.0329715795814991,
0.011435916647315025,
-0.06890047341585159,
0.033852849155664444,
-0.09168685972690582,
-0.06668750941753387,
0.012670484371483326,
-0.04227416217327118,
-0.03830466419458389,
0.09483945369720459,
0.06952578574419022,
0.042387884110212326,
0.06289790570735931,
-0.0812622532248497,
-0.010644515976309776,
0.040796831250190735,
0.0024236806202679873,
0.03331292048096657,
0.009852355346083641,
0.018276680260896683,
-0.030555984005331993,
0.03273366391658783,
-0.046025607734918594,
-0.023430924862623215,
0.01908986270427704,
0.0858214795589447,
0.043763626366853714,
0.040532395243644714,
0.004887950606644154,
-0.06139637157320976,
0.049273863434791565,
-0.026903018355369568,
-0.05930960923433304,
0.10056792944669724,
0.07387475669384003,
-0.02331201173365116,
-0.02730591408908367,
0.02012171596288681,
0.04279209300875664,
0.16112656891345978,
-0.030756859108805656,
0.024739833548665047,
0.007020753342658281,
0.012184162624180317,
-0.01145885419100523,
-0.002454301342368126,
0.022907448932528496,
-0.0049924044869840145,
0.043493978679180145,
0.029472598806023598,
-0.0700208768248558,
0.13662666082382202,
0.09323762357234955,
-0.06421669572591782,
-0.008366736583411694,
-0.13229230046272278,
-0.0958605483174324
] | null | null | null | null | null | null | null |
[
0.03430619463324547,
-0.030529379844665527,
0.027744337916374207,
-0.03424818813800812,
-0.0042221564799547195,
-0.032245147973299026,
0.05360077694058418,
0.002707161009311676,
0.008467655628919601,
-0.07111822068691254,
0.028987739235162735,
-0.028586478903889656,
0.0779981017112732,
0.0044142999686300755,
-0.003925778437405825,
-0.09356635063886642,
-0.08217207342386246,
-0.014129151590168476,
-0.03276019170880318,
-0.04364248737692833,
-0.007288002409040928,
0.008358328603208065,
-0.08506711572408676,
-0.052665188908576965,
0.05150200054049492,
0.0627322718501091,
0.07247818261384964,
-0.02342349663376808,
0.02561282366514206,
0.007238623220473528,
0.04138155281543732,
0.09701450914144516,
0.07663772255182266,
0.021723607555031776,
0.057514842599630356,
0.00838508177548647,
-0.008135762065649033,
-0.0007213719072751701,
0.0023175773676484823,
-0.0012172181159257889,
-0.06461116671562195,
-0.019081292673945427,
0.00894769374281168,
-0.026271242648363113,
0.01915115863084793,
0.18197189271450043,
-0.0011527430033311248,
-0.007067417725920677,
0.06375022232532501,
0.008673914708197117,
-0.06062432378530502,
0.023871229961514473,
-0.05938541889190674,
-0.005070799496024847,
-0.031246256083250046,
0.021234795451164246,
0.054388102144002914,
-0.11177296191453934,
0.10531625151634216,
0.01311387587338686,
0.02202131226658821,
0.02519824728369713,
0.007138945162296295,
0.02305441163480282,
0.04522867500782013,
0.024241765961050987,
-0.018965501338243484,
-0.1261681765317917,
0.03620973974466324,
-0.03316088393330574,
-0.0824231281876564,
0.059588849544525146,
0.11925310641527176,
0.01787050999701023,
-0.12139137834310532,
-0.11507122218608856,
-0.06874079257249832,
-0.03754305839538574,
0.053010765463113785,
-0.08978838473558426,
0.0035738470032811165,
0.04160214960575104,
0.0692225769162178,
0.039581719785928726,
0.045003607869148254,
-0.011515544727444649,
-0.023064324632287025,
0.029932541772723198,
0.007675361819565296,
0.017111681401729584,
-0.0017801814246922731,
0.014521157369017601,
-0.08134172856807709,
-0.02429143711924553,
-0.0223374180495739,
-0.004268694203346968,
0.04861416667699814,
0.04020044952630997,
0.027016030624508858,
0.016459248960018158,
0.027828751131892204,
-0.013951652683317661,
-0.05716362223029137,
0.06444547325372696,
0.04355357587337494,
0.004616947844624519,
-0.002317572943866253,
-0.08267971128225327,
0.1323966532945633,
0.016392283141613007,
-0.06003762409090996,
-0.06292366236448288,
-0.02893000841140747,
0.02186221443116665,
-0.07726172357797623,
0.00012720163795165718,
-0.018647747114300728,
0.059607360512018204,
-0.08989202976226807,
-0.04198554903268814,
0.009168984368443489,
-0.061927225440740585,
0.028084149584174156,
0.025014668703079224,
0.04440964013338089,
-0.036066386848688126,
-0.031805891543626785,
-2.225213101993994e-34,
-0.03319888561964035,
0.01534009724855423,
-0.043822772800922394,
0.016036519780755043,
-0.053817011415958405,
-0.00833811890333891,
-0.059246111661195755,
-0.07309314608573914,
0.06298693269491196,
0.03235818073153496,
-0.05060718208551407,
0.06252110749483109,
0.03133373707532883,
0.0592578761279583,
-0.002815940650179982,
0.029750913381576538,
0.025164030492305756,
0.05065815895795822,
-0.059984833002090454,
0.006371413357555866,
-0.023169826716184616,
-0.02139517478644848,
0.06945236027240753,
0.0393359512090683,
-0.014145785011351109,
0.0017286426154896617,
0.04616513103246689,
0.04451732710003853,
0.0444922111928463,
0.000923125771805644,
0.05919501557946205,
-0.06225435063242912,
0.010200782679021358,
0.009037612937390804,
0.01732090301811695,
-0.038096703588962555,
0.006877921987324953,
-0.0023007967974990606,
-0.024611225351691246,
0.025782587006688118,
0.06259062886238098,
0.05904434993863106,
-0.010431023314595222,
-0.05872127413749695,
-0.0632479339838028,
0.03960893675684929,
0.020326001569628716,
0.028291355818510056,
0.024823704734444618,
-0.008926281705498695,
0.02006460353732109,
-0.00075300078606233,
-0.04605214297771454,
-0.10093943774700165,
0.001962613081559539,
0.02615988440811634,
0.008349031209945679,
0.03053686022758484,
0.01599474996328354,
0.06442239880561829,
-0.039569512009620667,
-0.022413602098822594,
0.026280630379915237,
0.011133433319628239,
0.07392536848783493,
-0.12273230403661728,
0.0851641297340393,
0.0442446805536747,
-0.05023762956261635,
0.04640278220176697,
-0.032346922904253006,
0.0155283622443676,
-0.04537921026349068,
-0.03731268644332886,
-0.02449200488626957,
-0.023557117208838463,
-0.034209784120321274,
0.050780244171619415,
-0.11878373473882675,
0.05104414001107216,
-0.07767576724290848,
0.04076658561825752,
0.037371519953012466,
-0.08273998647928238,
-0.015523337759077549,
-0.057031966745853424,
0.02554156631231308,
0.019227316603064537,
-0.04781011864542961,
0.017414549365639687,
-0.08555368334054947,
0.027990352362394333,
-0.026865093037486076,
0.02329392172396183,
0.04774977266788483,
-1.3819374467374564e-34,
-0.01900177262723446,
0.026046041399240494,
0.005083446390926838,
0.032515235245227814,
-0.07931336760520935,
-0.017519567161798477,
0.04567156732082367,
0.048417553305625916,
-0.057800281792879105,
-0.03863508999347687,
-0.0060179405845701694,
0.054373953491449356,
-0.02403813786804676,
-0.06951084733009338,
-0.037754155695438385,
-0.006805784069001675,
-0.026303887367248535,
0.004076471086591482,
-0.07423717528581619,
0.02199307084083557,
-0.015093310736119747,
0.05904972925782204,
-0.032623082399368286,
0.011343388818204403,
-0.05570850893855095,
0.07764966785907745,
0.029887869954109192,
0.05985765904188156,
-0.002022677334025502,
-0.0034833988174796104,
0.02006020024418831,
-0.019509200006723404,
0.04203306511044502,
0.03325512260198593,
0.000362774619134143,
-0.031582288444042206,
-0.0006788037135265768,
-0.008074553683400154,
-0.08262980729341507,
-0.0014245728962123394,
-0.023897413164377213,
0.06916413456201553,
-0.043393123894929886,
-0.07584530115127563,
-0.05219482630491257,
-0.05263090506196022,
0.03395974636077881,
0.08485693484544754,
0.011723034083843231,
0.023456938564777374,
-0.007758691441267729,
0.015060932375490665,
-0.09234399348497391,
0.06129389628767967,
0.08319267630577087,
0.08518073707818985,
-0.08063782006502151,
-0.04037307947874069,
0.06374850124120712,
-0.0664360523223877,
-0.0006588331889361143,
-0.0368802584707737,
0.03634036332368851,
0.029294796288013458,
-0.012733669020235538,
0.032765381038188934,
0.054715391248464584,
-0.000644820393063128,
-0.08893604576587677,
0.17216108739376068,
0.024655353277921677,
-0.011347680352628231,
0.020367508754134178,
0.02451384998857975,
-0.06599374860525131,
-0.03698982670903206,
0.05291430652141571,
0.019192315638065338,
-0.0356391966342926,
-0.08437833935022354,
-0.024593304842710495,
-0.09962914139032364,
-0.03143880516290665,
0.10387993603944778,
-0.0066903941333293915,
0.029627859592437744,
-0.011111849918961525,
-0.0979209840297699,
0.08347281813621521,
0.012043094262480736,
0.003389775287359953,
0.017232097685337067,
0.04149963706731796,
0.006301724351942539,
-0.016631929203867912,
-4.162265199170179e-8,
-0.04630489647388458,
-0.08431611955165863,
0.03201555833220482,
-0.034627024084329605,
0.027950633317232132,
0.009945095516741276,
0.006157682742923498,
0.0329715795814991,
0.011435916647315025,
-0.06890047341585159,
0.033852849155664444,
-0.09168685972690582,
-0.06668750941753387,
0.012670484371483326,
-0.04227416217327118,
-0.03830466419458389,
0.09483945369720459,
0.06952578574419022,
0.042387884110212326,
0.06289790570735931,
-0.0812622532248497,
-0.010644515976309776,
0.040796831250190735,
0.0024236806202679873,
0.03331292048096657,
0.009852355346083641,
0.018276680260896683,
-0.030555984005331993,
0.03273366391658783,
-0.046025607734918594,
-0.023430924862623215,
0.01908986270427704,
0.0858214795589447,
0.043763626366853714,
0.040532395243644714,
0.004887950606644154,
-0.06139637157320976,
0.049273863434791565,
-0.026903018355369568,
-0.05930960923433304,
0.10056792944669724,
0.07387475669384003,
-0.02331201173365116,
-0.02730591408908367,
0.02012171596288681,
0.04279209300875664,
0.16112656891345978,
-0.030756859108805656,
0.024739833548665047,
0.007020753342658281,
0.012184162624180317,
-0.01145885419100523,
-0.002454301342368126,
0.022907448932528496,
-0.0049924044869840145,
0.043493978679180145,
0.029472598806023598,
-0.0700208768248558,
0.13662666082382202,
0.09323762357234955,
-0.06421669572591782,
-0.008366736583411694,
-0.13229230046272278,
-0.0958605483174324
] |
1402.5620
|
Olga Smirnova
|
Lisa Torlina, Felipe Morales, Jivesh Kaushal, Harm Geert Muller, Igor
Ivanov, Anatoli Kheifets, Alejandro Zielinski, Armin Scrinzi, Suren
Sukiasyan, Misha Ivanov and Olga Smirnova
|
Interpreting Attoclock Measurements of Tunnelling Times
|
33 pages, 10 figures, 3 appendixes
| null | null | null |
physics.atom-ph physics.optics quant-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Resolving in time the dynamics of light absorption by atoms and molecules,
and the electronic rearrangement this induces, is among the most challenging
goals of attosecond spectroscopy. The attoclock is an elegant approach to this
problem, which encodes ionization times in the strong-field regime. However,
the accurate reconstruction of these times from experimental data presents a
formidable theoretical challenge. Here, we solve this problem by combining
analytical theory with ab-initio numerical simulations. We apply our theory to
numerical attoclock experiments on the hydrogen atom to extract ionization time
delays and analyse their nature. Strong field ionization is often viewed as
optical tunnelling through the barrier created by the field and the core
potential. We show that, in the hydrogen atom, optical tunnelling is
instantaneous. By calibrating the attoclock using the hydrogen atom, our method
opens the way to identify possible delays associated with multielectron
dynamics during strong-field ionization.
|
[
{
"created": "Sun, 23 Feb 2014 15:42:32 GMT",
"version": "v1"
},
{
"created": "Fri, 27 Feb 2015 11:45:14 GMT",
"version": "v2"
}
] |
2015-03-02
|
[
[
"Torlina",
"Lisa",
""
],
[
"Morales",
"Felipe",
""
],
[
"Kaushal",
"Jivesh",
""
],
[
"Muller",
"Harm Geert",
""
],
[
"Ivanov",
"Igor",
""
],
[
"Kheifets",
"Anatoli",
""
],
[
"Zielinski",
"Alejandro",
""
],
[
"Scrinzi",
"Armin",
""
],
[
"Sukiasyan",
"Suren",
""
],
[
"Ivanov",
"Misha",
""
],
[
"Smirnova",
"Olga",
""
]
] |
[
-0.022186413407325745,
-0.02172706089913845,
-0.04608513042330742,
0.04886037856340408,
0.016797726973891258,
-0.03953256458044052,
0.05086415633559227,
0.0017642636084929109,
0.02761772647500038,
-0.017267879098653793,
-0.0015434094239026308,
0.011784075759351254,
-0.09197589010000229,
-0.036518752574920654,
0.014445817098021507,
0.02527616173028946,
0.011898426339030266,
0.007844824343919754,
-0.019550442695617676,
-0.013419007882475853,
-0.06642964482307434,
-0.09527271240949631,
0.050883784890174866,
-0.005291428416967392,
0.040983498096466064,
-0.02365843579173088,
-0.007781054358929396,
-0.02311655320227146,
-0.030662095174193382,
-0.007136476691812277,
0.03214636817574501,
-0.05298566818237305,
-0.03152342140674591,
0.06293883919715881,
-0.022957194596529007,
0.04135749489068985,
0.019830290228128433,
0.01982407458126545,
-0.025364050641655922,
-0.015540734864771366,
0.07340806722640991,
0.0026986717712134123,
-0.004247584845870733,
0.00000318309616886836,
0.000520647328812629,
-0.03587360680103302,
0.09053196758031845,
-0.06896346062421799,
2.7214758802074357e-7,
-0.02918955683708191,
0.027285706251859665,
0.08681882172822952,
0.0006465591141022742,
-0.047519758343696594,
-0.01733478531241417,
0.08453177660703659,
0.018089890480041504,
0.0283038392663002,
-0.009211651980876923,
-0.020314138382673264,
-0.043454792350530624,
-0.023149587213993073,
0.033900078386068344,
0.0389876551926136,
0.07265686243772507,
0.011152281425893307,
0.0896882489323616,
-0.05008365958929062,
-0.0079052047803998,
0.02999269589781761,
-0.010259750299155712,
-0.009938245639204979,
-0.005234533920884132,
-0.016586648300290108,
0.012292895466089249,
-0.0026249894872307777,
-0.015303212217986584,
0.09391233325004578,
0.017289191484451294,
-0.12038017064332962,
0.07037030160427094,
0.005186400376260281,
-0.02135596238076687,
-0.009894348680973053,
-0.05442372336983681,
0.021055852994322777,
0.008615423925220966,
0.007588671520352364,
-0.042100124061107635,
-0.08705313503742218,
-0.02621558867394924,
-0.06720108538866043,
-0.028054943308234215,
-0.009656816720962524,
0.0495285801589489,
0.004111722111701965,
0.13247250020503998,
-0.056219007819890976,
0.018137747421860695,
0.02747558057308197,
0.07093934714794159,
0.042066529393196106,
-0.034047216176986694,
0.06985931843519211,
-0.025415407493710518,
0.01210815366357565,
0.05724233016371727,
0.09415163099765778,
-0.10126881301403046,
0.11029857397079468,
0.11670845746994019,
-0.021877270191907883,
0.04777514562010765,
0.04728491231799126,
0.02571880631148815,
0.07131095230579376,
-0.01663363166153431,
0.018016226589679718,
0.11486925929784775,
0.03981544449925423,
-0.05659926310181618,
0.03601926937699318,
0.03189989551901817,
0.03331669047474861,
0.017654117196798325,
0.03277929872274399,
-0.005862725432962179,
4.370036165716168e-34,
0.013124720193445683,
0.008450518362224102,
-0.01607176847755909,
-0.0024696069303900003,
-0.04243584722280502,
-0.038807231932878494,
0.007875990122556686,
-0.009043495170772076,
-0.10693433880805969,
0.07252492010593414,
-0.02393466793000698,
-0.045145366340875626,
0.06974508613348007,
-0.1057530865073204,
-0.022409796714782715,
-0.029749536886811256,
-0.010476741008460522,
0.04435669630765915,
-0.004146280232816935,
0.0667279064655304,
-0.011473169550299644,
-0.0667443796992302,
-0.02430645562708378,
0.043230317533016205,
-0.06883227080106735,
0.04760376363992691,
0.008874660357832909,
-0.0049818092957139015,
0.00040370115311816335,
0.009887821972370148,
0.03126884251832962,
0.06976211071014404,
-0.06941264122724533,
0.03520909324288368,
0.06749514490365982,
-0.015572980977594852,
0.05895206332206726,
0.035667166113853455,
0.0020473236218094826,
-0.05855296552181244,
-0.08754309266805649,
-0.02160554751753807,
0.0330037996172905,
-0.06616239249706268,
0.009811016730964184,
-0.06905590742826462,
-0.007124539464712143,
0.03339492157101631,
0.007392566651105881,
0.04115628823637962,
-0.033470913767814636,
-0.05213940888643265,
0.021718623116612434,
-0.04353943467140198,
0.046276308596134186,
0.0013935130555182695,
0.07587029784917831,
0.04479694738984108,
0.0374634824693203,
0.06821203976869583,
0.08279137313365936,
0.035697005689144135,
-0.008429475128650665,
0.015566731803119183,
-0.08931849151849747,
0.07201364636421204,
-0.12027738988399506,
-0.04537695273756981,
0.030239559710025787,
0.05390802398324013,
-0.012877112254500389,
0.029721787199378014,
0.03502297401428223,
-0.038218285888433456,
0.054565202444791794,
0.05421742424368858,
0.016133686527609825,
-0.025905128568410873,
0.016498666256666183,
0.00865946989506483,
0.011982911266386509,
-0.06454087048768997,
0.05484543740749359,
0.03904741257429123,
-0.08153718709945679,
-0.052193447947502136,
-0.08274874836206436,
-0.03763310983777046,
-0.09866475313901901,
-0.055539075285196304,
0.012662733905017376,
-0.004538276698440313,
0.05370823293924332,
-0.10048283636569977,
-0.08445566892623901,
-1.3992474964494021e-33,
0.051696669310331345,
-0.010042337700724602,
0.028559722006320953,
0.04935450106859207,
0.1029655709862709,
0.0427669882774353,
0.01442868821322918,
0.04128023609519005,
-0.03351697698235512,
-0.0029901445377618074,
0.07919242978096008,
0.012354269623756409,
-0.0720323771238327,
-0.09795701503753662,
0.01685536839067936,
0.01379904430359602,
0.06822506338357925,
-0.05269336700439453,
0.13289126753807068,
0.03683674335479736,
0.005976739805191755,
-0.023912260308861732,
0.057394836097955704,
-0.037052955478429794,
0.002342273946851492,
0.012628898955881596,
0.052429355680942535,
-0.05771632120013237,
0.006389155052602291,
-0.05453120544552803,
-0.06503133475780487,
-0.009117871522903442,
-0.06399253010749817,
-0.004942765459418297,
-0.10911769419908524,
0.09830090403556824,
-0.058772191405296326,
0.011371110565960407,
-0.0544176809489727,
-0.019727278500795364,
0.003889170940965414,
-0.027277717366814613,
-0.07154562324285507,
-0.04900069162249565,
0.04254520684480667,
0.0696253776550293,
-0.11317833513021469,
0.02774875983595848,
-0.010466093197464943,
-0.07088658213615417,
0.010282880626618862,
-0.00900182407349348,
0.10578650236129761,
-0.0020884331315755844,
-0.06211765855550766,
0.08095164597034454,
0.04069013148546219,
0.03521004319190979,
0.03849991038441658,
0.04424785450100899,
-0.04856516420841217,
-0.06118974834680557,
0.13797757029533386,
0.016123207286000252,
-0.022858520969748497,
-0.06328790634870529,
-0.037713468074798584,
-0.02445097640156746,
-0.04142787680029869,
-0.055107131600379944,
0.025759749114513397,
-0.022513017058372498,
-0.0015432417858392,
0.08765057474374771,
0.007979225367307663,
-0.06398989260196686,
0.050107501447200775,
-0.07918328046798706,
0.03187142685055733,
-0.0009167795651592314,
0.02476116456091404,
0.07055294513702393,
-0.06929381191730499,
0.013383102603256702,
0.06718635559082031,
0.04008091986179352,
-0.04023921862244606,
0.01773177832365036,
-0.014498194679617882,
-0.06342270970344543,
-0.012252126820385456,
0.05842401087284088,
0.014230542816221714,
-0.10195227712392807,
0.062143053859472275,
-4.070740899919656e-8,
0.1229681521654129,
-0.03248294070363045,
0.03392750769853592,
0.03878818452358246,
0.0697498768568039,
0.0617792010307312,
-0.03861911594867706,
-0.04176740720868111,
0.017628518864512444,
-0.09736195206642151,
-0.0007004652288742363,
-0.021719060838222504,
0.025321107357740402,
-0.000640609476249665,
-0.007165526505559683,
0.06902413815259933,
-0.004293257836252451,
-0.0932699665427208,
-0.042359914630651474,
0.018090642988681793,
-0.06458601355552673,
0.04532702639698982,
0.043090224266052246,
-0.07753981649875641,
0.01403351966291666,
-0.003907280974090099,
-0.06963508576154709,
-0.04642651230096817,
0.07769470661878586,
-0.07336676120758057,
-0.02106533572077751,
-0.0032477667555212975,
0.05569196864962578,
0.08999593555927277,
-0.06647052615880966,
0.0037929927930235863,
-0.07979195564985275,
0.06417576968669891,
-0.0602818988263607,
-0.014648872427642345,
-0.09294212609529495,
0.04765951260924339,
-0.011774042621254921,
-0.004907432943582535,
0.02895345725119114,
0.07638872414827347,
-0.1020900160074234,
0.06361386179924011,
-0.055250782519578934,
0.049649883061647415,
-0.03688061982393265,
0.01676131971180439,
-0.06399798393249512,
-0.04550674185156822,
-0.022130675613880157,
-0.05901528522372246,
-0.021357674151659012,
-0.07659711688756943,
0.043572865426540375,
0.03273528441786766,
0.01678793877363205,
-0.033702507615089417,
-0.08412981778383255,
-0.0030601536855101585
] | null | null | null | null | null | null | null |
[
-0.022186413407325745,
-0.02172706089913845,
-0.04608513042330742,
0.04886037856340408,
0.016797726973891258,
-0.03953256458044052,
0.05086415633559227,
0.0017642636084929109,
0.02761772647500038,
-0.017267879098653793,
-0.0015434094239026308,
0.011784075759351254,
-0.09197589010000229,
-0.036518752574920654,
0.014445817098021507,
0.02527616173028946,
0.011898426339030266,
0.007844824343919754,
-0.019550442695617676,
-0.013419007882475853,
-0.06642964482307434,
-0.09527271240949631,
0.050883784890174866,
-0.005291428416967392,
0.040983498096466064,
-0.02365843579173088,
-0.007781054358929396,
-0.02311655320227146,
-0.030662095174193382,
-0.007136476691812277,
0.03214636817574501,
-0.05298566818237305,
-0.03152342140674591,
0.06293883919715881,
-0.022957194596529007,
0.04135749489068985,
0.019830290228128433,
0.01982407458126545,
-0.025364050641655922,
-0.015540734864771366,
0.07340806722640991,
0.0026986717712134123,
-0.004247584845870733,
0.00000318309616886836,
0.000520647328812629,
-0.03587360680103302,
0.09053196758031845,
-0.06896346062421799,
2.7214758802074357e-7,
-0.02918955683708191,
0.027285706251859665,
0.08681882172822952,
0.0006465591141022742,
-0.047519758343696594,
-0.01733478531241417,
0.08453177660703659,
0.018089890480041504,
0.0283038392663002,
-0.009211651980876923,
-0.020314138382673264,
-0.043454792350530624,
-0.023149587213993073,
0.033900078386068344,
0.0389876551926136,
0.07265686243772507,
0.011152281425893307,
0.0896882489323616,
-0.05008365958929062,
-0.0079052047803998,
0.02999269589781761,
-0.010259750299155712,
-0.009938245639204979,
-0.005234533920884132,
-0.016586648300290108,
0.012292895466089249,
-0.0026249894872307777,
-0.015303212217986584,
0.09391233325004578,
0.017289191484451294,
-0.12038017064332962,
0.07037030160427094,
0.005186400376260281,
-0.02135596238076687,
-0.009894348680973053,
-0.05442372336983681,
0.021055852994322777,
0.008615423925220966,
0.007588671520352364,
-0.042100124061107635,
-0.08705313503742218,
-0.02621558867394924,
-0.06720108538866043,
-0.028054943308234215,
-0.009656816720962524,
0.0495285801589489,
0.004111722111701965,
0.13247250020503998,
-0.056219007819890976,
0.018137747421860695,
0.02747558057308197,
0.07093934714794159,
0.042066529393196106,
-0.034047216176986694,
0.06985931843519211,
-0.025415407493710518,
0.01210815366357565,
0.05724233016371727,
0.09415163099765778,
-0.10126881301403046,
0.11029857397079468,
0.11670845746994019,
-0.021877270191907883,
0.04777514562010765,
0.04728491231799126,
0.02571880631148815,
0.07131095230579376,
-0.01663363166153431,
0.018016226589679718,
0.11486925929784775,
0.03981544449925423,
-0.05659926310181618,
0.03601926937699318,
0.03189989551901817,
0.03331669047474861,
0.017654117196798325,
0.03277929872274399,
-0.005862725432962179,
4.370036165716168e-34,
0.013124720193445683,
0.008450518362224102,
-0.01607176847755909,
-0.0024696069303900003,
-0.04243584722280502,
-0.038807231932878494,
0.007875990122556686,
-0.009043495170772076,
-0.10693433880805969,
0.07252492010593414,
-0.02393466793000698,
-0.045145366340875626,
0.06974508613348007,
-0.1057530865073204,
-0.022409796714782715,
-0.029749536886811256,
-0.010476741008460522,
0.04435669630765915,
-0.004146280232816935,
0.0667279064655304,
-0.011473169550299644,
-0.0667443796992302,
-0.02430645562708378,
0.043230317533016205,
-0.06883227080106735,
0.04760376363992691,
0.008874660357832909,
-0.0049818092957139015,
0.00040370115311816335,
0.009887821972370148,
0.03126884251832962,
0.06976211071014404,
-0.06941264122724533,
0.03520909324288368,
0.06749514490365982,
-0.015572980977594852,
0.05895206332206726,
0.035667166113853455,
0.0020473236218094826,
-0.05855296552181244,
-0.08754309266805649,
-0.02160554751753807,
0.0330037996172905,
-0.06616239249706268,
0.009811016730964184,
-0.06905590742826462,
-0.007124539464712143,
0.03339492157101631,
0.007392566651105881,
0.04115628823637962,
-0.033470913767814636,
-0.05213940888643265,
0.021718623116612434,
-0.04353943467140198,
0.046276308596134186,
0.0013935130555182695,
0.07587029784917831,
0.04479694738984108,
0.0374634824693203,
0.06821203976869583,
0.08279137313365936,
0.035697005689144135,
-0.008429475128650665,
0.015566731803119183,
-0.08931849151849747,
0.07201364636421204,
-0.12027738988399506,
-0.04537695273756981,
0.030239559710025787,
0.05390802398324013,
-0.012877112254500389,
0.029721787199378014,
0.03502297401428223,
-0.038218285888433456,
0.054565202444791794,
0.05421742424368858,
0.016133686527609825,
-0.025905128568410873,
0.016498666256666183,
0.00865946989506483,
0.011982911266386509,
-0.06454087048768997,
0.05484543740749359,
0.03904741257429123,
-0.08153718709945679,
-0.052193447947502136,
-0.08274874836206436,
-0.03763310983777046,
-0.09866475313901901,
-0.055539075285196304,
0.012662733905017376,
-0.004538276698440313,
0.05370823293924332,
-0.10048283636569977,
-0.08445566892623901,
-1.3992474964494021e-33,
0.051696669310331345,
-0.010042337700724602,
0.028559722006320953,
0.04935450106859207,
0.1029655709862709,
0.0427669882774353,
0.01442868821322918,
0.04128023609519005,
-0.03351697698235512,
-0.0029901445377618074,
0.07919242978096008,
0.012354269623756409,
-0.0720323771238327,
-0.09795701503753662,
0.01685536839067936,
0.01379904430359602,
0.06822506338357925,
-0.05269336700439453,
0.13289126753807068,
0.03683674335479736,
0.005976739805191755,
-0.023912260308861732,
0.057394836097955704,
-0.037052955478429794,
0.002342273946851492,
0.012628898955881596,
0.052429355680942535,
-0.05771632120013237,
0.006389155052602291,
-0.05453120544552803,
-0.06503133475780487,
-0.009117871522903442,
-0.06399253010749817,
-0.004942765459418297,
-0.10911769419908524,
0.09830090403556824,
-0.058772191405296326,
0.011371110565960407,
-0.0544176809489727,
-0.019727278500795364,
0.003889170940965414,
-0.027277717366814613,
-0.07154562324285507,
-0.04900069162249565,
0.04254520684480667,
0.0696253776550293,
-0.11317833513021469,
0.02774875983595848,
-0.010466093197464943,
-0.07088658213615417,
0.010282880626618862,
-0.00900182407349348,
0.10578650236129761,
-0.0020884331315755844,
-0.06211765855550766,
0.08095164597034454,
0.04069013148546219,
0.03521004319190979,
0.03849991038441658,
0.04424785450100899,
-0.04856516420841217,
-0.06118974834680557,
0.13797757029533386,
0.016123207286000252,
-0.022858520969748497,
-0.06328790634870529,
-0.037713468074798584,
-0.02445097640156746,
-0.04142787680029869,
-0.055107131600379944,
0.025759749114513397,
-0.022513017058372498,
-0.0015432417858392,
0.08765057474374771,
0.007979225367307663,
-0.06398989260196686,
0.050107501447200775,
-0.07918328046798706,
0.03187142685055733,
-0.0009167795651592314,
0.02476116456091404,
0.07055294513702393,
-0.06929381191730499,
0.013383102603256702,
0.06718635559082031,
0.04008091986179352,
-0.04023921862244606,
0.01773177832365036,
-0.014498194679617882,
-0.06342270970344543,
-0.012252126820385456,
0.05842401087284088,
0.014230542816221714,
-0.10195227712392807,
0.062143053859472275,
-4.070740899919656e-8,
0.1229681521654129,
-0.03248294070363045,
0.03392750769853592,
0.03878818452358246,
0.0697498768568039,
0.0617792010307312,
-0.03861911594867706,
-0.04176740720868111,
0.017628518864512444,
-0.09736195206642151,
-0.0007004652288742363,
-0.021719060838222504,
0.025321107357740402,
-0.000640609476249665,
-0.007165526505559683,
0.06902413815259933,
-0.004293257836252451,
-0.0932699665427208,
-0.042359914630651474,
0.018090642988681793,
-0.06458601355552673,
0.04532702639698982,
0.043090224266052246,
-0.07753981649875641,
0.01403351966291666,
-0.003907280974090099,
-0.06963508576154709,
-0.04642651230096817,
0.07769470661878586,
-0.07336676120758057,
-0.02106533572077751,
-0.0032477667555212975,
0.05569196864962578,
0.08999593555927277,
-0.06647052615880966,
0.0037929927930235863,
-0.07979195564985275,
0.06417576968669891,
-0.0602818988263607,
-0.014648872427642345,
-0.09294212609529495,
0.04765951260924339,
-0.011774042621254921,
-0.004907432943582535,
0.02895345725119114,
0.07638872414827347,
-0.1020900160074234,
0.06361386179924011,
-0.055250782519578934,
0.049649883061647415,
-0.03688061982393265,
0.01676131971180439,
-0.06399798393249512,
-0.04550674185156822,
-0.022130675613880157,
-0.05901528522372246,
-0.021357674151659012,
-0.07659711688756943,
0.043572865426540375,
0.03273528441786766,
0.01678793877363205,
-0.033702507615089417,
-0.08412981778383255,
-0.0030601536855101585
] |
1402.5623
|
V Karthikeyan VKK
|
V.Karthikeyan and V.J.Vijayalakshmi
|
Localization of License Plate Using Morphological Operations
|
6 PAGES 12 FIGURES
| null | null | null |
cs.CV
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
It is believed that there are currently millions of vehicles on the roads
worldwide. The over speed of vehicles,theft of vehicles, disobeying traffic
rules in public, an unauthorized person entering the restricted area are keep
on increasing. In order restrict against these criminal activities, we need an
automatic public security system. Each vehicle has their own Vehicle
Identification Number (VIN) as their primary identifier. The VIN is actually a
License Number which states a legal license to participate in the public
traffic. The proposed paper is to identify the vehicle with the help of
vehicles License Plate (LP).LPRS is one the most important part of the
Intelligent Transportation System (ITS) to locate the LP. In this paper certain
existing algorithm drawbacks are overcome by the proposed morphological
operations for LPRS. Morphological operation is chosen due to its higher
efficiency, noise filter capacity, accuracy, exact localization of LP and
speed.
|
[
{
"created": "Sun, 23 Feb 2014 16:08:09 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Karthikeyan",
"V.",
""
],
[
"Vijayalakshmi",
"V. J.",
""
]
] |
[
-0.03691548854112625,
0.04666871204972267,
-0.031913917511701584,
-0.08677466958761215,
-0.008797826245427132,
0.026780743151903152,
0.06883779168128967,
-0.013411345891654491,
0.02103164792060852,
-0.08729205280542374,
0.042653121054172516,
0.006785518955439329,
0.015004829503595829,
0.01538740936666727,
-0.0769033133983612,
-0.086881622672081,
-0.0038485308177769184,
0.01350498665124178,
-0.003932655323296785,
0.0016314411768689752,
-0.013379297219216824,
0.03715801611542702,
-0.04347791522741318,
-0.006902759429067373,
-0.007311420980840921,
0.07694685459136963,
-0.0008300096378661692,
0.04531921073794365,
0.017285745590925217,
-0.05768843740224838,
0.037446118891239166,
-0.0071568614803254604,
0.10049441456794739,
0.005033059045672417,
0.012510883621871471,
-0.11915860325098038,
-0.022639200091362,
0.053664177656173706,
0.027175281196832657,
-0.05158231034874916,
-0.03328661620616913,
-0.09706691652536392,
-0.04163782671093941,
0.02153530903160572,
0.03261837363243103,
0.08547873795032501,
0.007851434871554375,
0.046087056398391724,
0.050397440791130066,
-0.1142621859908104,
-0.026223912835121155,
0.0009582288912497461,
-0.004797871224582195,
0.046075522899627686,
-0.11241509020328522,
-0.01566152274608612,
-0.014617777429521084,
0.015395699068903923,
-0.032202817499637604,
0.06366424262523651,
-0.011083770543336868,
-0.009696949273347855,
0.062387291342020035,
0.025268396362662315,
-0.06767972558736801,
0.06780765950679779,
0.018040042370557785,
-0.0736934021115303,
-0.004727924708276987,
-0.008437816053628922,
0.03503186255693436,
0.1363649070262909,
0.06190633773803711,
0.04633289575576782,
0.010756315663456917,
0.010803950019180775,
-0.014301222749054432,
0.00041433257865719497,
0.012170558795332909,
-0.006274969782680273,
-0.015530304051935673,
0.012713572010397911,
0.07114715129137039,
0.01867668144404888,
0.01742986962199211,
0.010093288496136665,
-0.07114460319280624,
0.03667663410305977,
0.030540799722075462,
0.051807694137096405,
-0.01727699488401413,
-0.019068695604801178,
0.04909966140985489,
-0.0800773873925209,
0.014556070789694786,
0.02308497205376625,
0.004220080561935902,
0.0030676505994051695,
0.06608618050813675,
0.07201104611158371,
-0.015452000312507153,
-0.003841142635792494,
-0.03292984887957573,
-0.02765234187245369,
0.024670297279953957,
0.1262463927268982,
0.029151303693652153,
-0.0359451025724411,
0.10794948041439056,
-0.03448889032006264,
0.09574630111455917,
-0.04554993286728859,
-0.061965785920619965,
-0.06945613026618958,
-0.05743008106946945,
-0.031633637845516205,
-0.0023882214445620775,
0.07819882780313492,
0.0512244738638401,
-0.012717991136014462,
-0.04813080653548241,
-0.10678014904260635,
-0.0044908709824085236,
0.005864049773663282,
0.03088841214776039,
0.020700305700302124,
0.00434156134724617,
-2.621538828390902e-34,
-0.13583756983280182,
0.05678496137261391,
-0.03746519982814789,
-0.017669375985860825,
-0.007872740738093853,
-0.023645371198654175,
-0.05169132351875305,
0.012171274982392788,
-0.007870449684560299,
0.016504185274243355,
-0.05600247159600258,
-0.06592042744159698,
0.021516647189855576,
-0.02127472497522831,
0.08346058428287506,
0.013529898598790169,
-0.013886477798223495,
0.03015824221074581,
-0.0016572319436818361,
-0.01583712175488472,
0.0009819872211664915,
-0.021908076480031013,
0.09556104987859726,
-0.0192909874022007,
0.03046056069433689,
0.03605132922530174,
-0.028805842623114586,
-0.08473949879407883,
0.08809500187635422,
0.0034562593791633844,
-0.02123187854886055,
-0.006260470952838659,
0.048761993646621704,
0.059379514306783676,
0.013046855106949806,
-0.012081006541848183,
-0.09087476879358292,
-0.030074646696448326,
-0.010883795097470284,
-0.06083962321281433,
0.07510539144277573,
-0.015283102169632912,
-0.06382862478494644,
-0.019587652757763863,
-0.023283762857317924,
0.06684128940105438,
-0.006341914180666208,
0.07202677428722382,
-0.03225480765104294,
0.03346812352538109,
0.03796037286520004,
-0.05449280887842178,
-0.06026551499962807,
-0.005774802528321743,
-0.05865767225623131,
0.05192292109131813,
-0.057034607976675034,
0.08488145470619202,
-0.012440257705748081,
-0.005852363537997007,
-0.04214887693524361,
0.042133040726184845,
0.022612515836954117,
-0.017023427411913872,
0.05662676692008972,
-0.10055000334978104,
0.027529709041118622,
-0.046366460621356964,
-0.024513648822903633,
0.053946636617183685,
0.06682321429252625,
-0.06726135313510895,
0.0015285658882930875,
0.053138624876737595,
0.020126620307564735,
0.03447221964597702,
0.04976827651262283,
-0.006090191658586264,
-0.0030747847631573677,
0.011565515771508217,
-0.09917319566011429,
0.08120114356279373,
-0.00711269024759531,
-0.027541887015104294,
0.054752472788095474,
0.07423698157072067,
0.060927312821149826,
-0.05581409111618996,
-0.0075163282454013824,
-0.009207225404679775,
-0.0053068604320287704,
-0.00043252098839730024,
-0.0738997533917427,
0.09272315353155136,
-0.012043166905641556,
-1.2723178919541e-33,
0.03927706554532051,
0.002724490826949477,
0.035618335008621216,
-0.03656962886452675,
-0.028044933453202248,
-0.039075396955013275,
-0.004225798882544041,
0.016941672191023827,
0.017555974423885345,
0.03866836056113243,
0.014920391142368317,
-0.016835540533065796,
0.00846468098461628,
-0.010428503155708313,
0.09898432344198227,
-0.05121792107820511,
0.0255441814661026,
0.017904696986079216,
-0.05841163918375969,
0.06336774677038193,
-0.07108429819345474,
0.04989289119839668,
-0.07096527516841888,
0.027768678963184357,
0.00416935421526432,
-0.02114383690059185,
-0.03252991661429405,
0.014372137375175953,
0.0027690096758306026,
0.015969237312674522,
-0.10678492486476898,
-0.03689747676253319,
-0.029145458713173866,
-0.0523480623960495,
-0.027140673249959946,
-0.008327807299792767,
0.01644732616841793,
0.016769228503108025,
0.03785571828484535,
0.02030624821782112,
-0.07543458789587021,
0.0732359066605568,
-0.023205583915114403,
-0.02286722883582115,
-0.12111294269561768,
-0.048168472945690155,
0.049286823719739914,
0.11217793077230453,
-0.042546339333057404,
0.029140127822756767,
0.008912734687328339,
0.0027998783625662327,
-0.07421987503767014,
0.07969943434000015,
0.02951100282371044,
0.08740926533937454,
0.0021857849787920713,
0.043129246681928635,
-0.032836660742759705,
0.03432176634669304,
0.010754093527793884,
0.023807642981410027,
-0.038019511848688126,
0.07490824908018112,
0.033220887184143066,
-0.040862444788217545,
-0.10868166387081146,
-0.06612036377191544,
-0.14030465483665466,
-0.024547481909394264,
0.05404011905193329,
0.005832442082464695,
0.0010363850742578506,
0.030922988429665565,
-0.06042752042412758,
-0.059543177485466,
0.01069836039096117,
-0.021259531378746033,
0.024544116109609604,
-0.06287959963083267,
0.01727704517543316,
-0.01478191651403904,
-0.03297838196158409,
0.07936753332614899,
-0.008752202615141869,
-0.01483486033976078,
0.041318267583847046,
-0.11195442080497742,
0.08594892919063568,
0.0264119915664196,
-0.028292572125792503,
0.07459420710802078,
-0.012834195978939533,
0.04357178509235382,
-0.06290207803249359,
-4.393490726783966e-8,
0.05617758259177208,
-0.02008129097521305,
-0.07197275012731552,
-0.11006862670183182,
0.07247480750083923,
0.04254022240638733,
-0.019354667514562607,
0.029766976833343506,
-0.11558492481708527,
-0.10262411087751389,
0.10531403869390488,
-0.09293639659881592,
-0.04314867779612541,
-0.0171694103628397,
-0.027324633672833443,
-0.0008038661908358335,
0.04220204055309296,
-0.020232388749718666,
-0.06913398951292038,
0.01204065140336752,
-0.027474604547023773,
-0.02987825497984886,
0.0025716645177453756,
0.06186693161725998,
-0.011582198552787304,
-0.07795453816652298,
-0.013631139881908894,
-0.03253376483917236,
0.049421507865190506,
-0.00937547069042921,
-0.055615030229091644,
0.0663151890039444,
0.08628425747156143,
0.06411895900964737,
0.13271865248680115,
0.0534706749022007,
-0.037848878651857376,
0.02253163419663906,
-0.039325665682554245,
0.00784373376518488,
0.07116971164941788,
-0.0005386073025874794,
-0.02505902200937271,
-0.017757495865225792,
0.03629549220204353,
0.012869888916611671,
0.04877123236656189,
-0.07555392384529114,
-0.006072209216654301,
0.004115650430321693,
0.08537539094686508,
-0.03252086415886879,
-0.05224130302667618,
0.0818241611123085,
-0.08171108365058899,
-0.05014388635754585,
0.050874847918748856,
-0.03129470720887184,
0.05916449800133705,
0.0769130289554596,
-0.040010325610637665,
0.09380796551704407,
0.08994054794311523,
-0.04003119468688965
] | null | null | null | null | null | null | null |
[
-0.03691548854112625,
0.04666871204972267,
-0.031913917511701584,
-0.08677466958761215,
-0.008797826245427132,
0.026780743151903152,
0.06883779168128967,
-0.013411345891654491,
0.02103164792060852,
-0.08729205280542374,
0.042653121054172516,
0.006785518955439329,
0.015004829503595829,
0.01538740936666727,
-0.0769033133983612,
-0.086881622672081,
-0.0038485308177769184,
0.01350498665124178,
-0.003932655323296785,
0.0016314411768689752,
-0.013379297219216824,
0.03715801611542702,
-0.04347791522741318,
-0.006902759429067373,
-0.007311420980840921,
0.07694685459136963,
-0.0008300096378661692,
0.04531921073794365,
0.017285745590925217,
-0.05768843740224838,
0.037446118891239166,
-0.0071568614803254604,
0.10049441456794739,
0.005033059045672417,
0.012510883621871471,
-0.11915860325098038,
-0.022639200091362,
0.053664177656173706,
0.027175281196832657,
-0.05158231034874916,
-0.03328661620616913,
-0.09706691652536392,
-0.04163782671093941,
0.02153530903160572,
0.03261837363243103,
0.08547873795032501,
0.007851434871554375,
0.046087056398391724,
0.050397440791130066,
-0.1142621859908104,
-0.026223912835121155,
0.0009582288912497461,
-0.004797871224582195,
0.046075522899627686,
-0.11241509020328522,
-0.01566152274608612,
-0.014617777429521084,
0.015395699068903923,
-0.032202817499637604,
0.06366424262523651,
-0.011083770543336868,
-0.009696949273347855,
0.062387291342020035,
0.025268396362662315,
-0.06767972558736801,
0.06780765950679779,
0.018040042370557785,
-0.0736934021115303,
-0.004727924708276987,
-0.008437816053628922,
0.03503186255693436,
0.1363649070262909,
0.06190633773803711,
0.04633289575576782,
0.010756315663456917,
0.010803950019180775,
-0.014301222749054432,
0.00041433257865719497,
0.012170558795332909,
-0.006274969782680273,
-0.015530304051935673,
0.012713572010397911,
0.07114715129137039,
0.01867668144404888,
0.01742986962199211,
0.010093288496136665,
-0.07114460319280624,
0.03667663410305977,
0.030540799722075462,
0.051807694137096405,
-0.01727699488401413,
-0.019068695604801178,
0.04909966140985489,
-0.0800773873925209,
0.014556070789694786,
0.02308497205376625,
0.004220080561935902,
0.0030676505994051695,
0.06608618050813675,
0.07201104611158371,
-0.015452000312507153,
-0.003841142635792494,
-0.03292984887957573,
-0.02765234187245369,
0.024670297279953957,
0.1262463927268982,
0.029151303693652153,
-0.0359451025724411,
0.10794948041439056,
-0.03448889032006264,
0.09574630111455917,
-0.04554993286728859,
-0.061965785920619965,
-0.06945613026618958,
-0.05743008106946945,
-0.031633637845516205,
-0.0023882214445620775,
0.07819882780313492,
0.0512244738638401,
-0.012717991136014462,
-0.04813080653548241,
-0.10678014904260635,
-0.0044908709824085236,
0.005864049773663282,
0.03088841214776039,
0.020700305700302124,
0.00434156134724617,
-2.621538828390902e-34,
-0.13583756983280182,
0.05678496137261391,
-0.03746519982814789,
-0.017669375985860825,
-0.007872740738093853,
-0.023645371198654175,
-0.05169132351875305,
0.012171274982392788,
-0.007870449684560299,
0.016504185274243355,
-0.05600247159600258,
-0.06592042744159698,
0.021516647189855576,
-0.02127472497522831,
0.08346058428287506,
0.013529898598790169,
-0.013886477798223495,
0.03015824221074581,
-0.0016572319436818361,
-0.01583712175488472,
0.0009819872211664915,
-0.021908076480031013,
0.09556104987859726,
-0.0192909874022007,
0.03046056069433689,
0.03605132922530174,
-0.028805842623114586,
-0.08473949879407883,
0.08809500187635422,
0.0034562593791633844,
-0.02123187854886055,
-0.006260470952838659,
0.048761993646621704,
0.059379514306783676,
0.013046855106949806,
-0.012081006541848183,
-0.09087476879358292,
-0.030074646696448326,
-0.010883795097470284,
-0.06083962321281433,
0.07510539144277573,
-0.015283102169632912,
-0.06382862478494644,
-0.019587652757763863,
-0.023283762857317924,
0.06684128940105438,
-0.006341914180666208,
0.07202677428722382,
-0.03225480765104294,
0.03346812352538109,
0.03796037286520004,
-0.05449280887842178,
-0.06026551499962807,
-0.005774802528321743,
-0.05865767225623131,
0.05192292109131813,
-0.057034607976675034,
0.08488145470619202,
-0.012440257705748081,
-0.005852363537997007,
-0.04214887693524361,
0.042133040726184845,
0.022612515836954117,
-0.017023427411913872,
0.05662676692008972,
-0.10055000334978104,
0.027529709041118622,
-0.046366460621356964,
-0.024513648822903633,
0.053946636617183685,
0.06682321429252625,
-0.06726135313510895,
0.0015285658882930875,
0.053138624876737595,
0.020126620307564735,
0.03447221964597702,
0.04976827651262283,
-0.006090191658586264,
-0.0030747847631573677,
0.011565515771508217,
-0.09917319566011429,
0.08120114356279373,
-0.00711269024759531,
-0.027541887015104294,
0.054752472788095474,
0.07423698157072067,
0.060927312821149826,
-0.05581409111618996,
-0.0075163282454013824,
-0.009207225404679775,
-0.0053068604320287704,
-0.00043252098839730024,
-0.0738997533917427,
0.09272315353155136,
-0.012043166905641556,
-1.2723178919541e-33,
0.03927706554532051,
0.002724490826949477,
0.035618335008621216,
-0.03656962886452675,
-0.028044933453202248,
-0.039075396955013275,
-0.004225798882544041,
0.016941672191023827,
0.017555974423885345,
0.03866836056113243,
0.014920391142368317,
-0.016835540533065796,
0.00846468098461628,
-0.010428503155708313,
0.09898432344198227,
-0.05121792107820511,
0.0255441814661026,
0.017904696986079216,
-0.05841163918375969,
0.06336774677038193,
-0.07108429819345474,
0.04989289119839668,
-0.07096527516841888,
0.027768678963184357,
0.00416935421526432,
-0.02114383690059185,
-0.03252991661429405,
0.014372137375175953,
0.0027690096758306026,
0.015969237312674522,
-0.10678492486476898,
-0.03689747676253319,
-0.029145458713173866,
-0.0523480623960495,
-0.027140673249959946,
-0.008327807299792767,
0.01644732616841793,
0.016769228503108025,
0.03785571828484535,
0.02030624821782112,
-0.07543458789587021,
0.0732359066605568,
-0.023205583915114403,
-0.02286722883582115,
-0.12111294269561768,
-0.048168472945690155,
0.049286823719739914,
0.11217793077230453,
-0.042546339333057404,
0.029140127822756767,
0.008912734687328339,
0.0027998783625662327,
-0.07421987503767014,
0.07969943434000015,
0.02951100282371044,
0.08740926533937454,
0.0021857849787920713,
0.043129246681928635,
-0.032836660742759705,
0.03432176634669304,
0.010754093527793884,
0.023807642981410027,
-0.038019511848688126,
0.07490824908018112,
0.033220887184143066,
-0.040862444788217545,
-0.10868166387081146,
-0.06612036377191544,
-0.14030465483665466,
-0.024547481909394264,
0.05404011905193329,
0.005832442082464695,
0.0010363850742578506,
0.030922988429665565,
-0.06042752042412758,
-0.059543177485466,
0.01069836039096117,
-0.021259531378746033,
0.024544116109609604,
-0.06287959963083267,
0.01727704517543316,
-0.01478191651403904,
-0.03297838196158409,
0.07936753332614899,
-0.008752202615141869,
-0.01483486033976078,
0.041318267583847046,
-0.11195442080497742,
0.08594892919063568,
0.0264119915664196,
-0.028292572125792503,
0.07459420710802078,
-0.012834195978939533,
0.04357178509235382,
-0.06290207803249359,
-4.393490726783966e-8,
0.05617758259177208,
-0.02008129097521305,
-0.07197275012731552,
-0.11006862670183182,
0.07247480750083923,
0.04254022240638733,
-0.019354667514562607,
0.029766976833343506,
-0.11558492481708527,
-0.10262411087751389,
0.10531403869390488,
-0.09293639659881592,
-0.04314867779612541,
-0.0171694103628397,
-0.027324633672833443,
-0.0008038661908358335,
0.04220204055309296,
-0.020232388749718666,
-0.06913398951292038,
0.01204065140336752,
-0.027474604547023773,
-0.02987825497984886,
0.0025716645177453756,
0.06186693161725998,
-0.011582198552787304,
-0.07795453816652298,
-0.013631139881908894,
-0.03253376483917236,
0.049421507865190506,
-0.00937547069042921,
-0.055615030229091644,
0.0663151890039444,
0.08628425747156143,
0.06411895900964737,
0.13271865248680115,
0.0534706749022007,
-0.037848878651857376,
0.02253163419663906,
-0.039325665682554245,
0.00784373376518488,
0.07116971164941788,
-0.0005386073025874794,
-0.02505902200937271,
-0.017757495865225792,
0.03629549220204353,
0.012869888916611671,
0.04877123236656189,
-0.07555392384529114,
-0.006072209216654301,
0.004115650430321693,
0.08537539094686508,
-0.03252086415886879,
-0.05224130302667618,
0.0818241611123085,
-0.08171108365058899,
-0.05014388635754585,
0.050874847918748856,
-0.03129470720887184,
0.05916449800133705,
0.0769130289554596,
-0.040010325610637665,
0.09380796551704407,
0.08994054794311523,
-0.04003119468688965
] |
1402.5631
|
Jiutao Wu
|
B. Ning, S. Y. Zhang, D. Hou, J. T. Wu, Z. B. Li, and J. Y. Zhao
|
High-precision Distribution of Highly-stable Optical Pulse Trains with
Sub-10-fs Timing Jitter
|
24 pages, 4 figures
| null | null | null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
High-precision optical pulse trains distribution via fibre links has made
huge impacts in many fields. In most published works, the accuracies are still
fundamentally limited by some unavoidable noises, such as thermal and shot
noise from conventional photodiodes, thermal noise from mixers. Here, we
demonstrate a new high-precision timing distribution system by using
highly-precision phase detector to overcome the limitations. Instead of using
photodiodes and microwave mixers, we use several fibre Sagnac-loop-based
optical-microwave phase detectors to realize optical-electrical conversion and
phase measurements, for suppressing the noises and achieving ultra-high
accuracy. A 10-km fibre link distribution experiment shows our system provides
a residual instability at the level of 4.6*10-15@1-s and 6.1*10-18@10000-s,
with an integrated timing jitter as low as 3.8 fs in a bandwidth of 1 Hz to 100
KHz. This low instability and timing jitter makes it possible that our system
can be used in the optical clock distribution or the applications for the
facilities which require extremely accuracy frequency time synchronization.
|
[
{
"created": "Sun, 23 Feb 2014 16:33:38 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Ning",
"B.",
""
],
[
"Zhang",
"S. Y.",
""
],
[
"Hou",
"D.",
""
],
[
"Wu",
"J. T.",
""
],
[
"Li",
"Z. B.",
""
],
[
"Zhao",
"J. Y.",
""
]
] |
[
-0.013546445406973362,
0.0070573328994214535,
-0.048952966928482056,
0.06233777850866318,
-0.014998122118413448,
-0.03653555363416672,
-0.026781152933835983,
-0.056210968643426895,
-0.0005893649649806321,
-0.056233152747154236,
-0.0005385845433920622,
-0.017398638650774956,
-0.05100208893418312,
-0.04709353297948837,
-0.007664402015507221,
-0.051222074776887894,
0.07359232753515244,
0.0272477138787508,
0.03199893236160278,
0.04789960756897926,
-0.044540274888277054,
-0.08227699995040894,
-0.052459556609392166,
0.026209363713860512,
0.015015961602330208,
-0.056850843131542206,
-0.05030050128698349,
-0.1011400818824768,
-0.017608070746064186,
-0.012265949510037899,
0.0671125128865242,
-0.019051359966397285,
-0.021637648344039917,
0.05822744220495224,
0.03317894786596298,
0.021651821210980415,
0.16906893253326416,
-0.08714140951633453,
0.09649258106946945,
0.02468295209109783,
0.06497547030448914,
-0.05704299360513687,
0.09365680813789368,
0.02442016266286373,
-0.01943334937095642,
0.016639644280076027,
0.059081099927425385,
-0.03843570500612259,
-0.11733034253120422,
-0.032614972442388535,
0.004268056713044643,
-0.014760520309209824,
0.039158426225185394,
-0.01004993636161089,
0.024538708850741386,
0.0697207972407341,
0.046673938632011414,
0.02827303297817707,
-0.03721817210316658,
0.07994554936885834,
0.001889555947855115,
-0.03446677699685097,
-0.07131090015172958,
-0.05006935074925423,
-0.007330562453716993,
0.020357973873615265,
0.04853576794266701,
0.0565398745238781,
0.07568088918924332,
-0.0460151843726635,
0.004514118656516075,
0.021714696660637856,
0.034883495420217514,
0.08170626312494278,
0.0015286084963008761,
0.036725278943777084,
0.01602260209619999,
0.03306504338979721,
0.0007910758722573519,
0.04233984649181366,
-0.01073240302503109,
-0.059732887893915176,
-0.023993734270334244,
-0.09276817739009857,
0.05857453867793083,
0.003824374871328473,
0.12939971685409546,
0.08521252870559692,
-0.09830334037542343,
-0.11223051697015762,
-0.07783129811286926,
-0.010662056505680084,
0.04304342344403267,
-0.013163028284907341,
0.12353198975324631,
0.049238696694374084,
0.04222114384174347,
0.016103442758321762,
0.06512151658535004,
-0.01335162203758955,
0.06062578409910202,
-0.07183148711919785,
-0.07859579473733902,
0.004402154590934515,
-0.02648296020925045,
-0.011588867753744125,
0.026463761925697327,
0.07853829115629196,
-0.03772978112101555,
-0.012411722913384438,
0.038423940539360046,
-0.012479321099817753,
-0.01655968837440014,
-0.0390615239739418,
0.054803140461444855,
0.017124751582741737,
-0.08701126277446747,
0.052775781601667404,
-0.013525158166885376,
-0.07875209301710129,
-0.06036994978785515,
-0.004183610901236534,
-0.023419229313731194,
-0.02107022888958454,
0.006275452207773924,
0.024603091180324554,
0.07889696955680847,
1.9409197014121278e-33,
-0.05582944303750992,
0.06216595321893692,
-0.03758867084980011,
-0.07667375355958939,
-0.02777901105582714,
-0.04168638959527016,
-0.049710020422935486,
-0.006903680507093668,
0.02230583131313324,
0.06351175159215927,
0.056908294558525085,
-0.09897806495428085,
-0.0725206658244133,
-0.03017379716038704,
0.02515549398958683,
-0.03968134522438049,
0.004701856058090925,
0.028242984786629677,
0.05258192867040634,
0.039779629558324814,
0.0314541794359684,
-0.1271243691444397,
-0.001181921223178506,
-0.004916501697152853,
0.03249215707182884,
0.025058923289179802,
0.036962613463401794,
0.08172780275344849,
0.00573820061981678,
-0.004007117357105017,
0.01701226644217968,
0.04924962297081947,
0.0019787163473665714,
0.02811998873949051,
0.071407251060009,
-0.05678429454565048,
0.039371926337480545,
0.07050437480211258,
-0.05160078778862953,
0.1030116081237793,
0.031672313809394836,
0.025261105969548225,
-0.0011106786550953984,
0.021977735683321953,
0.03987334296107292,
-0.0206853449344635,
-0.05578869208693504,
0.0012530455132946372,
-0.003160173073410988,
0.018344465643167496,
-0.014150301925837994,
-0.01608448103070259,
0.0008630265365354717,
0.02743121050298214,
0.08657488226890564,
-0.03463579714298248,
0.06695711612701416,
-0.01569756120443344,
-0.0023058722727000713,
0.04391828179359436,
0.059304386377334595,
-0.10204827785491943,
-0.007174982223659754,
-0.07608041912317276,
-0.009655787609517574,
0.06309676915407181,
0.037604376673698425,
0.011015493422746658,
-0.04461397975683212,
0.01640116423368454,
-0.0005114866653457284,
0.00028006371576339006,
0.031874146312475204,
-0.04541153460741043,
0.06611336022615433,
0.04089321941137314,
0.024090416729450226,
0.12862597405910492,
-0.026530830189585686,
0.007702752016484737,
0.0007567256689071655,
-0.05914326384663582,
-0.03704742714762688,
0.03057566098868847,
-0.027690459042787552,
0.02811502479016781,
-0.08037067204713821,
0.030431300401687622,
-0.11390508711338043,
-0.033638495951890945,
0.05017053335905075,
0.053072743117809296,
0.0580376461148262,
0.04867848381400108,
-0.104670450091362,
-4.718474272641491e-34,
0.104853056371212,
0.016926385462284088,
0.05187297612428665,
0.08238432556390762,
-0.006573340855538845,
0.022503847256302834,
0.08754858374595642,
0.04853134974837303,
0.022027453407645226,
0.042148444801568985,
0.03675302490592003,
-0.051371462643146515,
-0.07409675419330597,
-0.0197397843003273,
-0.036929573863744736,
-0.028198949992656708,
0.024118393659591675,
-0.0252600759267807,
0.07828036695718765,
0.006578950677067041,
0.10144547373056412,
-0.014513267204165459,
0.02563445270061493,
-0.03939412161707878,
0.08951281011104584,
0.03847348690032959,
-0.0015150789404287934,
-0.01972927153110504,
-0.008964329957962036,
-0.019363494589924812,
0.007892623543739319,
-0.018468566238880157,
0.0650433823466301,
-0.06290393322706223,
-0.042057011276483536,
0.03576890006661415,
0.03514360636472702,
-0.007944092154502869,
0.052735116332769394,
-0.034732453525066376,
0.00972358975559473,
0.036092955619096756,
-0.05818614736199379,
-0.001000815536826849,
0.01847015880048275,
0.00373986572958529,
-0.07120353728532791,
0.022251291200518608,
-0.02366100624203682,
0.011072039604187012,
-0.003788148984313011,
0.015967000275850296,
0.019657665863633156,
0.007927295751869678,
0.08049318939447403,
-0.004854364320635796,
-0.07424459606409073,
0.042758628726005554,
-0.008188367821276188,
0.03737183287739754,
-0.06847269833087921,
0.012738707475364208,
-0.0001497513148933649,
0.0070611038245260715,
0.06131233647465706,
0.06265418231487274,
-0.008101532235741615,
-0.02678487077355385,
0.015804650261998177,
0.05165449157357216,
0.08613955974578857,
0.03698522970080376,
0.016680222004652023,
-0.0010110882576555014,
-0.029726406559348106,
0.012269127182662487,
-0.00855868961662054,
0.028630807995796204,
0.09258612990379333,
0.06897160410881042,
-0.02781529538333416,
-0.00471334857866168,
-0.03437381237745285,
0.029026251286268234,
-0.038561899214982986,
-0.002846352057531476,
0.005702249240130186,
-0.059386372566223145,
0.04518166929483414,
-0.0646393746137619,
-0.0036401147954165936,
0.017847377806901932,
0.022648343816399574,
-0.008853818289935589,
0.05037355795502663,
-4.804881115205717e-8,
-0.015147323720157146,
0.05286332592368126,
-0.07629673182964325,
-0.059069905430078506,
0.010456007905304432,
-0.046943020075559616,
-0.025645703077316284,
0.014436539262533188,
0.07093016803264618,
-0.07055582106113434,
0.041177600622177124,
-0.04459904134273529,
-0.01717553474009037,
-0.03650585189461708,
0.018866149708628654,
-0.09394856542348862,
-0.03265419229865074,
0.006304705515503883,
0.002995123388245702,
0.014676133170723915,
0.0032919123768806458,
-0.015490506775677204,
0.09430379420518875,
-0.05470912531018257,
-0.042170993983745575,
-0.004230095539242029,
0.00048341345973312855,
0.16503968834877014,
0.06170366704463959,
-0.0506557822227478,
-0.029963091015815735,
-0.05794946849346161,
-0.04398396983742714,
0.06988747417926788,
-0.0969882607460022,
-0.010573047213256359,
-0.14755257964134216,
0.024479052051901817,
0.1121583804488182,
0.03993789479136467,
-0.014919087290763855,
-0.04388530179858208,
-0.06875565648078918,
0.003581032156944275,
-0.050516825169324875,
-0.041865330189466476,
-0.026792433112859726,
0.004537656437605619,
-0.0947846993803978,
0.06981956958770752,
-0.0109103349968791,
0.08682361990213394,
-0.05379517748951912,
-0.08539868891239166,
0.0006111445254646242,
-0.036218397319316864,
0.009021592326462269,
-0.06800537556409836,
-0.10621163994073868,
0.074628546833992,
-0.05689549446105957,
-0.01379405427724123,
-0.06306501477956772,
-0.0009928001090884209
] | null | null | null | null | null | null | null |
[
-0.013546445406973362,
0.0070573328994214535,
-0.048952966928482056,
0.06233777850866318,
-0.014998122118413448,
-0.03653555363416672,
-0.026781152933835983,
-0.056210968643426895,
-0.0005893649649806321,
-0.056233152747154236,
-0.0005385845433920622,
-0.017398638650774956,
-0.05100208893418312,
-0.04709353297948837,
-0.007664402015507221,
-0.051222074776887894,
0.07359232753515244,
0.0272477138787508,
0.03199893236160278,
0.04789960756897926,
-0.044540274888277054,
-0.08227699995040894,
-0.052459556609392166,
0.026209363713860512,
0.015015961602330208,
-0.056850843131542206,
-0.05030050128698349,
-0.1011400818824768,
-0.017608070746064186,
-0.012265949510037899,
0.0671125128865242,
-0.019051359966397285,
-0.021637648344039917,
0.05822744220495224,
0.03317894786596298,
0.021651821210980415,
0.16906893253326416,
-0.08714140951633453,
0.09649258106946945,
0.02468295209109783,
0.06497547030448914,
-0.05704299360513687,
0.09365680813789368,
0.02442016266286373,
-0.01943334937095642,
0.016639644280076027,
0.059081099927425385,
-0.03843570500612259,
-0.11733034253120422,
-0.032614972442388535,
0.004268056713044643,
-0.014760520309209824,
0.039158426225185394,
-0.01004993636161089,
0.024538708850741386,
0.0697207972407341,
0.046673938632011414,
0.02827303297817707,
-0.03721817210316658,
0.07994554936885834,
0.001889555947855115,
-0.03446677699685097,
-0.07131090015172958,
-0.05006935074925423,
-0.007330562453716993,
0.020357973873615265,
0.04853576794266701,
0.0565398745238781,
0.07568088918924332,
-0.0460151843726635,
0.004514118656516075,
0.021714696660637856,
0.034883495420217514,
0.08170626312494278,
0.0015286084963008761,
0.036725278943777084,
0.01602260209619999,
0.03306504338979721,
0.0007910758722573519,
0.04233984649181366,
-0.01073240302503109,
-0.059732887893915176,
-0.023993734270334244,
-0.09276817739009857,
0.05857453867793083,
0.003824374871328473,
0.12939971685409546,
0.08521252870559692,
-0.09830334037542343,
-0.11223051697015762,
-0.07783129811286926,
-0.010662056505680084,
0.04304342344403267,
-0.013163028284907341,
0.12353198975324631,
0.049238696694374084,
0.04222114384174347,
0.016103442758321762,
0.06512151658535004,
-0.01335162203758955,
0.06062578409910202,
-0.07183148711919785,
-0.07859579473733902,
0.004402154590934515,
-0.02648296020925045,
-0.011588867753744125,
0.026463761925697327,
0.07853829115629196,
-0.03772978112101555,
-0.012411722913384438,
0.038423940539360046,
-0.012479321099817753,
-0.01655968837440014,
-0.0390615239739418,
0.054803140461444855,
0.017124751582741737,
-0.08701126277446747,
0.052775781601667404,
-0.013525158166885376,
-0.07875209301710129,
-0.06036994978785515,
-0.004183610901236534,
-0.023419229313731194,
-0.02107022888958454,
0.006275452207773924,
0.024603091180324554,
0.07889696955680847,
1.9409197014121278e-33,
-0.05582944303750992,
0.06216595321893692,
-0.03758867084980011,
-0.07667375355958939,
-0.02777901105582714,
-0.04168638959527016,
-0.049710020422935486,
-0.006903680507093668,
0.02230583131313324,
0.06351175159215927,
0.056908294558525085,
-0.09897806495428085,
-0.0725206658244133,
-0.03017379716038704,
0.02515549398958683,
-0.03968134522438049,
0.004701856058090925,
0.028242984786629677,
0.05258192867040634,
0.039779629558324814,
0.0314541794359684,
-0.1271243691444397,
-0.001181921223178506,
-0.004916501697152853,
0.03249215707182884,
0.025058923289179802,
0.036962613463401794,
0.08172780275344849,
0.00573820061981678,
-0.004007117357105017,
0.01701226644217968,
0.04924962297081947,
0.0019787163473665714,
0.02811998873949051,
0.071407251060009,
-0.05678429454565048,
0.039371926337480545,
0.07050437480211258,
-0.05160078778862953,
0.1030116081237793,
0.031672313809394836,
0.025261105969548225,
-0.0011106786550953984,
0.021977735683321953,
0.03987334296107292,
-0.0206853449344635,
-0.05578869208693504,
0.0012530455132946372,
-0.003160173073410988,
0.018344465643167496,
-0.014150301925837994,
-0.01608448103070259,
0.0008630265365354717,
0.02743121050298214,
0.08657488226890564,
-0.03463579714298248,
0.06695711612701416,
-0.01569756120443344,
-0.0023058722727000713,
0.04391828179359436,
0.059304386377334595,
-0.10204827785491943,
-0.007174982223659754,
-0.07608041912317276,
-0.009655787609517574,
0.06309676915407181,
0.037604376673698425,
0.011015493422746658,
-0.04461397975683212,
0.01640116423368454,
-0.0005114866653457284,
0.00028006371576339006,
0.031874146312475204,
-0.04541153460741043,
0.06611336022615433,
0.04089321941137314,
0.024090416729450226,
0.12862597405910492,
-0.026530830189585686,
0.007702752016484737,
0.0007567256689071655,
-0.05914326384663582,
-0.03704742714762688,
0.03057566098868847,
-0.027690459042787552,
0.02811502479016781,
-0.08037067204713821,
0.030431300401687622,
-0.11390508711338043,
-0.033638495951890945,
0.05017053335905075,
0.053072743117809296,
0.0580376461148262,
0.04867848381400108,
-0.104670450091362,
-4.718474272641491e-34,
0.104853056371212,
0.016926385462284088,
0.05187297612428665,
0.08238432556390762,
-0.006573340855538845,
0.022503847256302834,
0.08754858374595642,
0.04853134974837303,
0.022027453407645226,
0.042148444801568985,
0.03675302490592003,
-0.051371462643146515,
-0.07409675419330597,
-0.0197397843003273,
-0.036929573863744736,
-0.028198949992656708,
0.024118393659591675,
-0.0252600759267807,
0.07828036695718765,
0.006578950677067041,
0.10144547373056412,
-0.014513267204165459,
0.02563445270061493,
-0.03939412161707878,
0.08951281011104584,
0.03847348690032959,
-0.0015150789404287934,
-0.01972927153110504,
-0.008964329957962036,
-0.019363494589924812,
0.007892623543739319,
-0.018468566238880157,
0.0650433823466301,
-0.06290393322706223,
-0.042057011276483536,
0.03576890006661415,
0.03514360636472702,
-0.007944092154502869,
0.052735116332769394,
-0.034732453525066376,
0.00972358975559473,
0.036092955619096756,
-0.05818614736199379,
-0.001000815536826849,
0.01847015880048275,
0.00373986572958529,
-0.07120353728532791,
0.022251291200518608,
-0.02366100624203682,
0.011072039604187012,
-0.003788148984313011,
0.015967000275850296,
0.019657665863633156,
0.007927295751869678,
0.08049318939447403,
-0.004854364320635796,
-0.07424459606409073,
0.042758628726005554,
-0.008188367821276188,
0.03737183287739754,
-0.06847269833087921,
0.012738707475364208,
-0.0001497513148933649,
0.0070611038245260715,
0.06131233647465706,
0.06265418231487274,
-0.008101532235741615,
-0.02678487077355385,
0.015804650261998177,
0.05165449157357216,
0.08613955974578857,
0.03698522970080376,
0.016680222004652023,
-0.0010110882576555014,
-0.029726406559348106,
0.012269127182662487,
-0.00855868961662054,
0.028630807995796204,
0.09258612990379333,
0.06897160410881042,
-0.02781529538333416,
-0.00471334857866168,
-0.03437381237745285,
0.029026251286268234,
-0.038561899214982986,
-0.002846352057531476,
0.005702249240130186,
-0.059386372566223145,
0.04518166929483414,
-0.0646393746137619,
-0.0036401147954165936,
0.017847377806901932,
0.022648343816399574,
-0.008853818289935589,
0.05037355795502663,
-4.804881115205717e-8,
-0.015147323720157146,
0.05286332592368126,
-0.07629673182964325,
-0.059069905430078506,
0.010456007905304432,
-0.046943020075559616,
-0.025645703077316284,
0.014436539262533188,
0.07093016803264618,
-0.07055582106113434,
0.041177600622177124,
-0.04459904134273529,
-0.01717553474009037,
-0.03650585189461708,
0.018866149708628654,
-0.09394856542348862,
-0.03265419229865074,
0.006304705515503883,
0.002995123388245702,
0.014676133170723915,
0.0032919123768806458,
-0.015490506775677204,
0.09430379420518875,
-0.05470912531018257,
-0.042170993983745575,
-0.004230095539242029,
0.00048341345973312855,
0.16503968834877014,
0.06170366704463959,
-0.0506557822227478,
-0.029963091015815735,
-0.05794946849346161,
-0.04398396983742714,
0.06988747417926788,
-0.0969882607460022,
-0.010573047213256359,
-0.14755257964134216,
0.024479052051901817,
0.1121583804488182,
0.03993789479136467,
-0.014919087290763855,
-0.04388530179858208,
-0.06875565648078918,
0.003581032156944275,
-0.050516825169324875,
-0.041865330189466476,
-0.026792433112859726,
0.004537656437605619,
-0.0947846993803978,
0.06981956958770752,
-0.0109103349968791,
0.08682361990213394,
-0.05379517748951912,
-0.08539868891239166,
0.0006111445254646242,
-0.036218397319316864,
0.009021592326462269,
-0.06800537556409836,
-0.10621163994073868,
0.074628546833992,
-0.05689549446105957,
-0.01379405427724123,
-0.06306501477956772,
-0.0009928001090884209
] |
1402.5634
|
Gaurav Pandey
|
Gaurav Pandey and Ambedkar Dukkipati
|
To go deep or wide in learning?
|
9 pages, 1 figure, Accepted for publication in Seventeenth
International Conference on Artificial Intelligence and Statistics
| null | null | null |
cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
To achieve acceptable performance for AI tasks, one can either use
sophisticated feature extraction methods as the first layer in a two-layered
supervised learning model, or learn the features directly using a deep
(multi-layered) model. While the first approach is very problem-specific, the
second approach has computational overheads in learning multiple layers and
fine-tuning of the model. In this paper, we propose an approach called wide
learning based on arc-cosine kernels, that learns a single layer of infinite
width. We propose exact and inexact learning strategies for wide learning and
show that wide learning with single layer outperforms single layer as well as
deep architectures of finite width for some benchmark datasets.
|
[
{
"created": "Sun, 23 Feb 2014 16:51:51 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Pandey",
"Gaurav",
""
],
[
"Dukkipati",
"Ambedkar",
""
]
] |
[
0.0037029613740742207,
-0.05848129466176033,
0.05142753943800926,
0.01965007558465004,
0.07816816121339798,
0.0003349576727487147,
-0.060040056705474854,
-0.030881313607096672,
-0.08994772285223007,
-0.08677138388156891,
0.005382325034588575,
-0.06710806488990784,
-0.06791136413812637,
0.01096484623849392,
-0.019176138564944267,
0.00941696111112833,
0.08318755030632019,
0.04550163075327873,
-0.07112826406955719,
-0.07086579501628876,
0.061538368463516235,
0.037085581570863724,
-0.0014117294922471046,
0.021596508100628853,
-0.00608726916834712,
0.054770078510046005,
0.03207900747656822,
-0.0931975468993187,
-0.0010707180481404066,
-0.05305754765868187,
0.051554176956415176,
-0.058698076754808426,
-0.062391795217990875,
0.04316462203860283,
-0.05987900123000145,
0.01178841944783926,
-0.03850230202078819,
0.017515292391180992,
0.05055692791938782,
-0.046697553247213364,
0.04341401904821396,
0.01746489480137825,
0.01596369780600071,
0.033173102885484695,
0.10601136833429337,
0.08329417556524277,
-0.03818130120635033,
-0.0901864618062973,
0.12507310509681702,
0.044157467782497406,
-0.05650212615728378,
0.0068638501688838005,
-0.024090297520160675,
0.10336681455373764,
0.016614224761724472,
-0.007349154446274042,
0.00630600843578577,
0.04346364736557007,
0.04411989822983742,
0.00944205466657877,
0.022864485159516335,
-0.11616615206003189,
0.04877128824591637,
-0.020560050383210182,
0.0012194979935884476,
-0.03945500776171684,
-0.010773306712508202,
-0.010353508405387402,
-0.04309612885117531,
-0.04784088209271431,
0.0067578512243926525,
0.10778491199016571,
-0.05398491770029068,
0.0530979298055172,
0.062061160802841187,
0.05860552936792374,
-0.062103986740112305,
0.006104437168687582,
0.05750391259789467,
-0.05011764168739319,
-0.014330613426864147,
-0.0006726073916070163,
0.07157228142023087,
-0.006923743523657322,
0.14007993042469025,
0.020822608843445778,
0.0005183995235711336,
-0.007854701019823551,
-0.021599214524030685,
0.018411023542284966,
0.023029150441288948,
-0.07256155461072922,
0.04965054243803024,
-0.03638743236660957,
0.023284312337636948,
-0.04784562066197395,
-0.0046597858890891075,
-0.05104762688279152,
-0.11684103310108185,
0.05731474980711937,
-0.04007976874709129,
0.0135326087474823,
-0.02288423478603363,
0.03634189814329147,
0.02909473516047001,
0.039553944021463394,
0.05705342814326286,
0.057646267116069794,
0.11314691603183746,
-0.16762229800224304,
0.06706612557172775,
-0.04900488629937172,
0.005857890006154776,
-0.04993464797735214,
0.09958293288946152,
-0.028728265315294266,
-0.00754878344014287,
0.03364211320877075,
0.04660503938794136,
0.09233024716377258,
-0.04158928990364075,
-0.0033923564478754997,
-0.08204932510852814,
0.10203395038843155,
0.004322835709899664,
0.007677054964005947,
-0.008120866492390633,
3.8593290533479934e-33,
-0.038739096373319626,
0.08149292320013046,
0.022153640165925026,
0.02210981771349907,
-0.00893607921898365,
-0.03697870299220085,
0.019598688930273056,
0.05998743325471878,
0.03189004585146904,
0.05882322043180466,
-0.04859992861747742,
-0.02281680889427662,
-0.055069003254175186,
0.06972967833280563,
0.11150617152452469,
-0.019378069788217545,
-0.027756528928875923,
0.021702319383621216,
0.03880934789776802,
-0.05552346631884575,
0.02646363340318203,
-0.03322366252541542,
0.013558262959122658,
0.005877239163964987,
0.0051782638765871525,
-0.06903864443302155,
0.049290936440229416,
-0.0423114076256752,
-0.06958102434873581,
0.02737283520400524,
-0.06771868467330933,
0.0010020299814641476,
-0.0021351890172809362,
0.08538579940795898,
0.015749815851449966,
-0.021467726677656174,
-0.02794932946562767,
0.025351760908961296,
-0.010174518451094627,
0.03469916433095932,
-0.050787076354026794,
0.0055551971308887005,
0.018928037956357002,
-0.026110630482435226,
-0.07333040982484818,
-0.05570298060774803,
0.006034003105014563,
0.006014198064804077,
-0.06429498642683029,
-0.04287143796682358,
0.007550649344921112,
0.01122169941663742,
-0.07555298507213593,
-0.0633903220295906,
0.039936963468790054,
0.04670131206512451,
0.025377541780471802,
0.023792199790477753,
0.026765290647745132,
0.0018608380341902375,
0.03673720732331276,
0.01040681079030037,
-0.05870530754327774,
0.11426392942667007,
-0.08279916644096375,
0.06621184200048447,
0.036215994507074356,
0.014575858600437641,
0.06000126898288727,
-0.01068172138184309,
-0.026949062943458557,
0.010779274627566338,
0.06693200767040253,
-0.08139106631278992,
-0.013557873666286469,
-0.014692059718072414,
0.041178397834300995,
-0.13376842439174652,
0.04069414362311363,
0.0512082576751709,
-0.047734688967466354,
0.01339696068316698,
0.04190973564982414,
-0.10055825859308243,
0.012822550721466541,
-0.001689633121713996,
-0.06634654104709625,
-0.03062617965042591,
0.006847569718956947,
0.0534917376935482,
-0.09631408751010895,
0.03658439218997955,
0.018975678831338882,
-0.04031218960881233,
-0.03633936494588852,
-2.8945743910052486e-33,
0.0024705003015697002,
0.0647052749991417,
-0.06398967653512955,
-0.04691252484917641,
-0.00014490688045043498,
0.02294396609067917,
-0.0858863890171051,
0.048029039055109024,
-0.004727205261588097,
-0.009758561849594116,
0.04773940145969391,
-0.021262314170598984,
-0.006138266529887915,
-0.04664970561861992,
0.025819487869739532,
0.04467500373721123,
-0.024648310616612434,
0.029668640345335007,
0.017391156405210495,
0.05893789604306221,
-0.05869908258318901,
0.004158412106335163,
-0.0063867997378110886,
0.07261407375335693,
0.0028047780506312847,
0.03966055065393448,
-0.0735011026263237,
0.031206557527184486,
0.06466202437877655,
0.02149909920990467,
-0.0814894586801529,
-0.06448841094970703,
0.0023299178574234247,
-0.006157423835247755,
-0.048295486718416214,
0.02073783613741398,
0.009955961257219315,
-0.059134528040885925,
0.032840609550476074,
0.06492473930120468,
-0.009517437778413296,
-0.07671374827623367,
-0.07375054061412811,
-0.008262060582637787,
-0.009701943024992943,
-0.05421692505478859,
-0.01254159864038229,
0.06739912927150726,
-0.04303466156125069,
0.0594949871301651,
-0.01248699426651001,
0.022149713709950447,
-0.10654162615537643,
-0.023203440010547638,
-0.09525176882743835,
-0.03325292095541954,
-0.06738301366567612,
-0.005856490693986416,
0.015114805661141872,
-0.007352892775088549,
-0.044353559613227844,
-0.03492043912410736,
0.02234063483774662,
0.03942713141441345,
0.012720390222966671,
-0.0005611502565443516,
-0.011638524010777473,
0.01893082819879055,
-0.024304689839482307,
0.053820595145225525,
0.01465990673750639,
-0.020461251959204674,
-0.0025772959925234318,
0.01160940621048212,
-0.09338591247797012,
-0.017605401575565338,
0.011685741133987904,
-0.08151178807020187,
-0.01653481461107731,
-0.01396931242197752,
-0.03385172039270401,
-0.03385061025619507,
0.025230249390006065,
0.08851833641529083,
0.11296496540307999,
0.08323277533054352,
0.03673449158668518,
0.05133524537086487,
0.025091104209423065,
0.012835906818509102,
-0.011108974926173687,
0.028132343664765358,
0.029758267104625702,
-0.038764119148254395,
-0.013767465017735958,
-3.99718054211462e-8,
-0.06436377763748169,
0.06449969857931137,
0.07212722301483154,
-0.05406821146607399,
0.071551114320755,
0.017799101769924164,
0.020139630883932114,
0.1285076141357422,
-0.037491150200366974,
-0.010884114541113377,
-0.026348330080509186,
0.0321924053132534,
0.011089662089943886,
-0.02461377903819084,
0.03658577799797058,
0.0413646474480629,
-0.042606111615896225,
0.03725064545869827,
0.0319255031645298,
-0.018259285017848015,
0.04811461269855499,
-0.05255031958222389,
0.06057555973529816,
-0.02609378658235073,
-0.00989753007888794,
-0.07563867419958115,
-0.06059260666370392,
0.0721656009554863,
0.004988048225641251,
0.024615764617919922,
-0.05427616834640503,
0.0010506340768188238,
0.022521058097481728,
-0.029655808582901955,
0.12103698402643204,
0.04548609256744385,
0.09114006906747818,
-0.00235691643320024,
-0.04608771577477455,
-0.011552252806723118,
-0.046897005289793015,
0.1632058322429657,
0.0048262071795761585,
0.004803398624062538,
0.03923935443162918,
-0.011477749794721603,
0.0985553041100502,
-0.08600833266973495,
-0.004217806737869978,
-0.009936382994055748,
0.03625229373574257,
0.022767046466469765,
-0.0013259556144475937,
0.11084754019975662,
0.07351116836071014,
0.00953103881329298,
0.012020442634820938,
-0.09643959999084473,
-0.03674224019050598,
0.05744130164384842,
-0.0136106563732028,
0.014079472981393337,
-0.04840349778532982,
0.0064478106796741486
] | null | null | null | null | null | null | null |
[
0.0037029613740742207,
-0.05848129466176033,
0.05142753943800926,
0.01965007558465004,
0.07816816121339798,
0.0003349576727487147,
-0.060040056705474854,
-0.030881313607096672,
-0.08994772285223007,
-0.08677138388156891,
0.005382325034588575,
-0.06710806488990784,
-0.06791136413812637,
0.01096484623849392,
-0.019176138564944267,
0.00941696111112833,
0.08318755030632019,
0.04550163075327873,
-0.07112826406955719,
-0.07086579501628876,
0.061538368463516235,
0.037085581570863724,
-0.0014117294922471046,
0.021596508100628853,
-0.00608726916834712,
0.054770078510046005,
0.03207900747656822,
-0.0931975468993187,
-0.0010707180481404066,
-0.05305754765868187,
0.051554176956415176,
-0.058698076754808426,
-0.062391795217990875,
0.04316462203860283,
-0.05987900123000145,
0.01178841944783926,
-0.03850230202078819,
0.017515292391180992,
0.05055692791938782,
-0.046697553247213364,
0.04341401904821396,
0.01746489480137825,
0.01596369780600071,
0.033173102885484695,
0.10601136833429337,
0.08329417556524277,
-0.03818130120635033,
-0.0901864618062973,
0.12507310509681702,
0.044157467782497406,
-0.05650212615728378,
0.0068638501688838005,
-0.024090297520160675,
0.10336681455373764,
0.016614224761724472,
-0.007349154446274042,
0.00630600843578577,
0.04346364736557007,
0.04411989822983742,
0.00944205466657877,
0.022864485159516335,
-0.11616615206003189,
0.04877128824591637,
-0.020560050383210182,
0.0012194979935884476,
-0.03945500776171684,
-0.010773306712508202,
-0.010353508405387402,
-0.04309612885117531,
-0.04784088209271431,
0.0067578512243926525,
0.10778491199016571,
-0.05398491770029068,
0.0530979298055172,
0.062061160802841187,
0.05860552936792374,
-0.062103986740112305,
0.006104437168687582,
0.05750391259789467,
-0.05011764168739319,
-0.014330613426864147,
-0.0006726073916070163,
0.07157228142023087,
-0.006923743523657322,
0.14007993042469025,
0.020822608843445778,
0.0005183995235711336,
-0.007854701019823551,
-0.021599214524030685,
0.018411023542284966,
0.023029150441288948,
-0.07256155461072922,
0.04965054243803024,
-0.03638743236660957,
0.023284312337636948,
-0.04784562066197395,
-0.0046597858890891075,
-0.05104762688279152,
-0.11684103310108185,
0.05731474980711937,
-0.04007976874709129,
0.0135326087474823,
-0.02288423478603363,
0.03634189814329147,
0.02909473516047001,
0.039553944021463394,
0.05705342814326286,
0.057646267116069794,
0.11314691603183746,
-0.16762229800224304,
0.06706612557172775,
-0.04900488629937172,
0.005857890006154776,
-0.04993464797735214,
0.09958293288946152,
-0.028728265315294266,
-0.00754878344014287,
0.03364211320877075,
0.04660503938794136,
0.09233024716377258,
-0.04158928990364075,
-0.0033923564478754997,
-0.08204932510852814,
0.10203395038843155,
0.004322835709899664,
0.007677054964005947,
-0.008120866492390633,
3.8593290533479934e-33,
-0.038739096373319626,
0.08149292320013046,
0.022153640165925026,
0.02210981771349907,
-0.00893607921898365,
-0.03697870299220085,
0.019598688930273056,
0.05998743325471878,
0.03189004585146904,
0.05882322043180466,
-0.04859992861747742,
-0.02281680889427662,
-0.055069003254175186,
0.06972967833280563,
0.11150617152452469,
-0.019378069788217545,
-0.027756528928875923,
0.021702319383621216,
0.03880934789776802,
-0.05552346631884575,
0.02646363340318203,
-0.03322366252541542,
0.013558262959122658,
0.005877239163964987,
0.0051782638765871525,
-0.06903864443302155,
0.049290936440229416,
-0.0423114076256752,
-0.06958102434873581,
0.02737283520400524,
-0.06771868467330933,
0.0010020299814641476,
-0.0021351890172809362,
0.08538579940795898,
0.015749815851449966,
-0.021467726677656174,
-0.02794932946562767,
0.025351760908961296,
-0.010174518451094627,
0.03469916433095932,
-0.050787076354026794,
0.0055551971308887005,
0.018928037956357002,
-0.026110630482435226,
-0.07333040982484818,
-0.05570298060774803,
0.006034003105014563,
0.006014198064804077,
-0.06429498642683029,
-0.04287143796682358,
0.007550649344921112,
0.01122169941663742,
-0.07555298507213593,
-0.0633903220295906,
0.039936963468790054,
0.04670131206512451,
0.025377541780471802,
0.023792199790477753,
0.026765290647745132,
0.0018608380341902375,
0.03673720732331276,
0.01040681079030037,
-0.05870530754327774,
0.11426392942667007,
-0.08279916644096375,
0.06621184200048447,
0.036215994507074356,
0.014575858600437641,
0.06000126898288727,
-0.01068172138184309,
-0.026949062943458557,
0.010779274627566338,
0.06693200767040253,
-0.08139106631278992,
-0.013557873666286469,
-0.014692059718072414,
0.041178397834300995,
-0.13376842439174652,
0.04069414362311363,
0.0512082576751709,
-0.047734688967466354,
0.01339696068316698,
0.04190973564982414,
-0.10055825859308243,
0.012822550721466541,
-0.001689633121713996,
-0.06634654104709625,
-0.03062617965042591,
0.006847569718956947,
0.0534917376935482,
-0.09631408751010895,
0.03658439218997955,
0.018975678831338882,
-0.04031218960881233,
-0.03633936494588852,
-2.8945743910052486e-33,
0.0024705003015697002,
0.0647052749991417,
-0.06398967653512955,
-0.04691252484917641,
-0.00014490688045043498,
0.02294396609067917,
-0.0858863890171051,
0.048029039055109024,
-0.004727205261588097,
-0.009758561849594116,
0.04773940145969391,
-0.021262314170598984,
-0.006138266529887915,
-0.04664970561861992,
0.025819487869739532,
0.04467500373721123,
-0.024648310616612434,
0.029668640345335007,
0.017391156405210495,
0.05893789604306221,
-0.05869908258318901,
0.004158412106335163,
-0.0063867997378110886,
0.07261407375335693,
0.0028047780506312847,
0.03966055065393448,
-0.0735011026263237,
0.031206557527184486,
0.06466202437877655,
0.02149909920990467,
-0.0814894586801529,
-0.06448841094970703,
0.0023299178574234247,
-0.006157423835247755,
-0.048295486718416214,
0.02073783613741398,
0.009955961257219315,
-0.059134528040885925,
0.032840609550476074,
0.06492473930120468,
-0.009517437778413296,
-0.07671374827623367,
-0.07375054061412811,
-0.008262060582637787,
-0.009701943024992943,
-0.05421692505478859,
-0.01254159864038229,
0.06739912927150726,
-0.04303466156125069,
0.0594949871301651,
-0.01248699426651001,
0.022149713709950447,
-0.10654162615537643,
-0.023203440010547638,
-0.09525176882743835,
-0.03325292095541954,
-0.06738301366567612,
-0.005856490693986416,
0.015114805661141872,
-0.007352892775088549,
-0.044353559613227844,
-0.03492043912410736,
0.02234063483774662,
0.03942713141441345,
0.012720390222966671,
-0.0005611502565443516,
-0.011638524010777473,
0.01893082819879055,
-0.024304689839482307,
0.053820595145225525,
0.01465990673750639,
-0.020461251959204674,
-0.0025772959925234318,
0.01160940621048212,
-0.09338591247797012,
-0.017605401575565338,
0.011685741133987904,
-0.08151178807020187,
-0.01653481461107731,
-0.01396931242197752,
-0.03385172039270401,
-0.03385061025619507,
0.025230249390006065,
0.08851833641529083,
0.11296496540307999,
0.08323277533054352,
0.03673449158668518,
0.05133524537086487,
0.025091104209423065,
0.012835906818509102,
-0.011108974926173687,
0.028132343664765358,
0.029758267104625702,
-0.038764119148254395,
-0.013767465017735958,
-3.99718054211462e-8,
-0.06436377763748169,
0.06449969857931137,
0.07212722301483154,
-0.05406821146607399,
0.071551114320755,
0.017799101769924164,
0.020139630883932114,
0.1285076141357422,
-0.037491150200366974,
-0.010884114541113377,
-0.026348330080509186,
0.0321924053132534,
0.011089662089943886,
-0.02461377903819084,
0.03658577799797058,
0.0413646474480629,
-0.042606111615896225,
0.03725064545869827,
0.0319255031645298,
-0.018259285017848015,
0.04811461269855499,
-0.05255031958222389,
0.06057555973529816,
-0.02609378658235073,
-0.00989753007888794,
-0.07563867419958115,
-0.06059260666370392,
0.0721656009554863,
0.004988048225641251,
0.024615764617919922,
-0.05427616834640503,
0.0010506340768188238,
0.022521058097481728,
-0.029655808582901955,
0.12103698402643204,
0.04548609256744385,
0.09114006906747818,
-0.00235691643320024,
-0.04608771577477455,
-0.011552252806723118,
-0.046897005289793015,
0.1632058322429657,
0.0048262071795761585,
0.004803398624062538,
0.03923935443162918,
-0.011477749794721603,
0.0985553041100502,
-0.08600833266973495,
-0.004217806737869978,
-0.009936382994055748,
0.03625229373574257,
0.022767046466469765,
-0.0013259556144475937,
0.11084754019975662,
0.07351116836071014,
0.00953103881329298,
0.012020442634820938,
-0.09643959999084473,
-0.03674224019050598,
0.05744130164384842,
-0.0136106563732028,
0.014079472981393337,
-0.04840349778532982,
0.0064478106796741486
] |
1402.5637
|
Pascal Marquet
|
Pascal Marquet
|
On the concept of pseudo-energy of T. G. Shepherd. A close link with
exergy functions
|
An annotated, corrected and augmented copy of a Note submitted in
January 1994 to the Quarterly Journal of the Royal Meteorological Society.
Published in Volume 121, Issue 522, pages 455--459, January 1995 Part B.
http://onlinelibrary.wiley.com/doi/10.1002/qj.49712152212/abstract (9 pages,
1 Figure)
| null |
10.1002/qj.49712152212
| null |
physics.ao-ph physics.flu-dyn physics.geo-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Shepherd (1993) derived a general expression for the available potential
energy for compressible, hydrostatic flow, where the sum of this available
energy and the kinetic energy is called pseudo-energy. He demonstrated that for
a special basic state the small-amplitude limit of the generalized available
potential energy reduces to the well-known approximate form of Lorenz (1955)
expressed in a pressure vertical coordinate.
Other forms of available energies exist in atmospheric energetics and in
thermodynamics, where the name exergy has been coined by Rant (1956) to denote
the maximum work that can be extracted from any system when it is subject to
some constraints (adiabatic transformations or constant total energy for
instance).
The purpose of this note is to show that the specific available enthalpy
function denoted by $a_h = (h - h_r) - T_r \: (s - s_r)$ in Marquet (1991) can
be obtained from the generalized approach of Shepherd for another basic state.
This special form of pseudo-energy also leads to the global hydrostatic
concepts of Dutton (1973) and Pichler (1977). The function $a_h$ only depends
on the specific enthalpy $h$ and entropy $s$ at any point, the values $h_r$ and
$s_r$ refer to the special dead state at temperature $T_r$ and pressure $p_r$.
It is explained that for another choice of the basic state, the generalized
expression of Shepherd reduces with a good accuracy to the approximate
functions introduced by Pearce (1978) or Blackburn (1983) in meteorology and
Thomson (1853, Lord Kelvin) in thermodynamics.
|
[
{
"created": "Sun, 23 Feb 2014 17:07:52 GMT",
"version": "v1"
}
] |
2014-02-26
|
[
[
"Marquet",
"Pascal",
""
]
] |
[
-0.13573676347732544,
0.04860522970557213,
0.025285502895712852,
0.038413580507040024,
0.016229595988988876,
-0.016917387023568153,
0.02465905249118805,
0.06569132208824158,
0.03814152255654335,
-0.0069841742515563965,
-0.07624660432338715,
-0.028374167159199715,
-0.0050353859551250935,
0.0051752193830907345,
-0.012755921110510826,
-0.004423399455845356,
-0.0541289821267128,
0.02190442383289337,
-0.007655053865164518,
-0.017867710441350937,
0.05528242513537407,
0.04451083391904831,
-0.015818564221262932,
0.04364864155650139,
0.09843786805868149,
-0.02120172418653965,
-0.055172886699438095,
0.07363804429769516,
0.045105740427970886,
0.05481096729636192,
-0.028465861454606056,
-0.05765455961227417,
0.02608887106180191,
-0.03051120601594448,
0.05612914636731148,
0.14344066381454468,
0.014153230004012585,
0.06314866244792938,
-0.06513515114784241,
0.023445744067430496,
-0.047990404069423676,
0.046403542160987854,
0.003922725096344948,
0.03919466957449913,
-0.07560757547616959,
0.006635584402829409,
0.07264827191829681,
-0.06716488301753998,
-0.08237369358539581,
0.03221534937620163,
0.03299342840909958,
0.08094718307256699,
-0.014413595199584961,
0.06051797792315483,
0.003504908876493573,
-0.01925627514719963,
-0.007114086300134659,
-0.027619248256087303,
-0.06994081288576126,
-0.03838242590427399,
-0.10043389350175858,
0.012316929176449776,
-0.022500276565551758,
-0.004365266766399145,
0.03054570034146309,
-0.013725491240620613,
-0.016292646527290344,
0.027023540809750557,
-0.026571813970804214,
0.018738580867648125,
-0.09663313627243042,
-0.06571564823389053,
-0.009764875285327435,
-0.08797510713338852,
-0.012374352663755417,
-0.04100855439901352,
0.02532508410513401,
0.03401951119303703,
0.03777407482266426,
-0.014101780951023102,
0.025265298783779144,
-0.02331087924540043,
-0.10593054443597794,
-0.06864975392818451,
-0.05801791697740555,
0.04090319201350212,
-0.030646923929452896,
0.03115292824804783,
0.17037278413772583,
-0.051300182938575745,
-0.09130099415779114,
-0.13157473504543304,
-0.09593929350376129,
-0.0010562576353549957,
0.06402890384197235,
-0.025026967748999596,
-0.023934733122587204,
-0.013552112504839897,
0.03695371374487877,
-0.015149853192269802,
0.00010972031304845586,
-0.034626107662916183,
0.026358963921666145,
-0.02219945378601551,
0.07652217894792557,
-0.08313839137554169,
-0.018335958942770958,
0.08742394298315048,
0.04033984988927841,
0.021164799109101295,
-0.04879721626639366,
-0.016112279146909714,
0.014847250655293465,
-0.041263509541749954,
-0.014874584972858429,
0.016975151374936104,
-0.0370757058262825,
-0.05856562778353691,
0.009765897877514362,
-0.07663988322019577,
0.036352768540382385,
-0.01062442734837532,
0.007867311127483845,
0.020836329087615013,
-0.03268764913082123,
-0.006029588170349598,
0.009388475678861141,
2.8275330094419765e-33,
-0.01553057786077261,
-0.03107900731265545,
0.09458209574222565,
0.002203441457822919,
-0.05712641775608063,
0.04139476269483566,
0.002904618391767144,
0.06093841791152954,
-0.0027394145727157593,
-0.015430301427841187,
-0.028800394386053085,
0.0818333700299263,
0.04718385264277458,
0.028140095993876457,
-0.0983777791261673,
-0.018241969868540764,
0.05550025776028633,
0.0058173974975943565,
0.032601431012153625,
-0.015651796013116837,
0.023016566410660744,
0.08935592323541641,
-0.003984841518104076,
0.022289659827947617,
-0.009206362999975681,
0.018154868856072426,
0.06902362406253815,
-0.046794578433036804,
-0.028228988870978355,
0.033601317554712296,
0.007100793533027172,
-0.031988151371479034,
-0.04789302125573158,
-0.011252996511757374,
-0.008462939411401749,
0.04534327611327171,
-0.03277919441461563,
-0.007268930785357952,
0.049384817481040955,
0.07756640017032623,
0.025031542405486107,
0.036126114428043365,
0.0245667677372694,
0.00711375055834651,
-0.03968349099159241,
0.014682307839393616,
0.10772968083620071,
0.08322591334581375,
-0.06557825952768326,
-0.026501309126615524,
-0.00027129624504595995,
0.048407647758722305,
-0.0002254098653793335,
-0.01807585544884205,
0.003334546461701393,
-0.004292914178222418,
0.007571419235318899,
0.09782865643501282,
0.04177245497703552,
0.04845988377928734,
-0.04273592680692673,
0.03327158838510513,
0.019726743921637535,
-0.044042348861694336,
0.04202650859951973,
-0.00942327082157135,
-0.06911170482635498,
-0.013776103965938091,
0.03186864033341408,
-0.01200215145945549,
-0.014642673544585705,
0.03190743550658226,
0.06317691504955292,
0.0015565813519060612,
0.07707933336496353,
-0.014966563321650028,
0.08247675746679306,
-0.05042123794555664,
-0.08418545871973038,
0.01932133361697197,
-0.16958598792552948,
0.033394329249858856,
0.053718164563179016,
0.04589797183871269,
-0.05202851817011833,
-0.09715794026851654,
-0.027359064668416977,
0.042220745235681534,
-0.1007482185959816,
0.002921533538028598,
-0.028677750378847122,
-0.057235702872276306,
-0.012178326025605202,
-0.05460197851061821,
-0.016184303909540176,
-5.215010157762029e-33,
0.004068938549607992,
0.022283049300312996,
-0.10832351446151733,
-0.04031045362353325,
0.08242934942245483,
0.026569083333015442,
0.029119454324245453,
0.02829231694340706,
-0.03510358929634094,
-0.0912260189652443,
0.005159181542694569,
0.002190050669014454,
0.03285299614071846,
0.020882995799183846,
-0.002688431181013584,
0.027692018076777458,
-0.06802460551261902,
0.03533846512436867,
0.006398370489478111,
0.03454487398266792,
0.0027968077920377254,
0.046572960913181305,
-0.011737119406461716,
0.026747625321149826,
0.016279447823762894,
0.021960724145174026,
-0.00588324386626482,
-0.021673012524843216,
-0.045314427465200424,
0.005022592842578888,
-0.0479656383395195,
0.027548128738999367,
-0.13344421982765198,
0.015872126445174217,
-0.054576534777879715,
0.04336821287870407,
0.010797438211739063,
0.0749882310628891,
-0.032312750816345215,
0.050797805190086365,
0.03950243443250656,
-0.021598851308226585,
0.11614924669265747,
-0.019569773226976395,
0.014603253453969955,
0.061494048684835434,
-0.046997204422950745,
-0.10002142935991287,
-0.009670000523328781,
0.01819731295108795,
0.014385167509317398,
-0.03127633035182953,
-0.09021284431219101,
0.09343849867582321,
-0.017330100759863853,
-0.01827910915017128,
-0.0886019840836525,
0.0014534777728840709,
0.010290710255503654,
-0.04931110888719559,
0.016628140583634377,
-0.04692990705370903,
0.03606891632080078,
0.07074908167123795,
-0.08285250514745712,
-0.04684590920805931,
-0.06561868637800217,
-0.06177578493952751,
0.05311894789338112,
-0.06673812866210938,
-0.017517533153295517,
0.007010777480900288,
0.02863050438463688,
0.09072630107402802,
0.021993406116962433,
0.06999339163303375,
0.11981218308210373,
-0.11255498230457306,
-0.06069076806306839,
-0.0019711763598024845,
-0.020467592403292656,
0.06796842813491821,
0.03142077475786209,
0.01709134876728058,
0.03772290423512459,
-0.05752827972173691,
-0.03189682960510254,
0.004299186170101166,
0.005961489863693714,
-0.024202294647693634,
-0.010322327725589275,
-0.016455622389912605,
-0.0406842939555645,
0.07172852009534836,
0.02847067080438137,
-5.940924197034292e-8,
-0.022668510675430298,
-0.02948176860809326,
0.02392582967877388,
-0.010919255204498768,
-0.004855997394770384,
0.05938687175512314,
-0.04908331111073494,
-0.015283230692148209,
0.0227547287940979,
-0.034094635397195816,
0.08975990116596222,
-0.02959960326552391,
0.09145435690879822,
-0.03587840870022774,
-0.07048262655735016,
-0.0010458524338901043,
0.010699206031858921,
0.016637597233057022,
-0.026043977588415146,
-0.03703928738832474,
0.01621713489294052,
0.005752162542194128,
-0.07515020668506622,
-0.04174620285630226,
0.05390886589884758,
-0.010549359954893589,
-0.03639773651957512,
-0.09411149471998215,
0.043938782066106796,
-0.03868037834763527,
-0.01198266725987196,
0.07090158760547638,
0.024065472185611725,
-0.01399897038936615,
-0.03726375848054886,
-0.0076250010170042515,
-0.04004529118537903,
0.0610659085214138,
-0.09384103864431381,
0.02964356541633606,
0.03837381675839424,
-0.0019344299798831344,
0.011054289527237415,
-0.008941533975303173,
0.048301100730895996,
0.11365441977977753,
-0.14541074633598328,
0.027277877554297447,
-0.0037882160395383835,
0.08157776296138763,
-0.026642916724085808,
0.0989021584391594,
0.028300292789936066,
0.024235527962446213,
0.05093056708574295,
-0.04001481458544731,
-0.0913415476679802,
-0.09613403677940369,
-0.054256148636341095,
-0.07652372121810913,
0.04073620215058327,
0.09794435650110245,
-0.023835429921746254,
0.03813302144408226
] | null | null | null | null | null | null | null |
[
-0.13573676347732544,
0.04860522970557213,
0.025285502895712852,
0.038413580507040024,
0.016229595988988876,
-0.016917387023568153,
0.02465905249118805,
0.06569132208824158,
0.03814152255654335,
-0.0069841742515563965,
-0.07624660432338715,
-0.028374167159199715,
-0.0050353859551250935,
0.0051752193830907345,
-0.012755921110510826,
-0.004423399455845356,
-0.0541289821267128,
0.02190442383289337,
-0.007655053865164518,
-0.017867710441350937,
0.05528242513537407,
0.04451083391904831,
-0.015818564221262932,
0.04364864155650139,
0.09843786805868149,
-0.02120172418653965,
-0.055172886699438095,
0.07363804429769516,
0.045105740427970886,
0.05481096729636192,
-0.028465861454606056,
-0.05765455961227417,
0.02608887106180191,
-0.03051120601594448,
0.05612914636731148,
0.14344066381454468,
0.014153230004012585,
0.06314866244792938,
-0.06513515114784241,
0.023445744067430496,
-0.047990404069423676,
0.046403542160987854,
0.003922725096344948,
0.03919466957449913,
-0.07560757547616959,
0.006635584402829409,
0.07264827191829681,
-0.06716488301753998,
-0.08237369358539581,
0.03221534937620163,
0.03299342840909958,
0.08094718307256699,
-0.014413595199584961,
0.06051797792315483,
0.003504908876493573,
-0.01925627514719963,
-0.007114086300134659,
-0.027619248256087303,
-0.06994081288576126,
-0.03838242590427399,
-0.10043389350175858,
0.012316929176449776,
-0.022500276565551758,
-0.004365266766399145,
0.03054570034146309,
-0.013725491240620613,
-0.016292646527290344,
0.027023540809750557,
-0.026571813970804214,
0.018738580867648125,
-0.09663313627243042,
-0.06571564823389053,
-0.009764875285327435,
-0.08797510713338852,
-0.012374352663755417,
-0.04100855439901352,
0.02532508410513401,
0.03401951119303703,
0.03777407482266426,
-0.014101780951023102,
0.025265298783779144,
-0.02331087924540043,
-0.10593054443597794,
-0.06864975392818451,
-0.05801791697740555,
0.04090319201350212,
-0.030646923929452896,
0.03115292824804783,
0.17037278413772583,
-0.051300182938575745,
-0.09130099415779114,
-0.13157473504543304,
-0.09593929350376129,
-0.0010562576353549957,
0.06402890384197235,
-0.025026967748999596,
-0.023934733122587204,
-0.013552112504839897,
0.03695371374487877,
-0.015149853192269802,
0.00010972031304845586,
-0.034626107662916183,
0.026358963921666145,
-0.02219945378601551,
0.07652217894792557,
-0.08313839137554169,
-0.018335958942770958,
0.08742394298315048,
0.04033984988927841,
0.021164799109101295,
-0.04879721626639366,
-0.016112279146909714,
0.014847250655293465,
-0.041263509541749954,
-0.014874584972858429,
0.016975151374936104,
-0.0370757058262825,
-0.05856562778353691,
0.009765897877514362,
-0.07663988322019577,
0.036352768540382385,
-0.01062442734837532,
0.007867311127483845,
0.020836329087615013,
-0.03268764913082123,
-0.006029588170349598,
0.009388475678861141,
2.8275330094419765e-33,
-0.01553057786077261,
-0.03107900731265545,
0.09458209574222565,
0.002203441457822919,
-0.05712641775608063,
0.04139476269483566,
0.002904618391767144,
0.06093841791152954,
-0.0027394145727157593,
-0.015430301427841187,
-0.028800394386053085,
0.0818333700299263,
0.04718385264277458,
0.028140095993876457,
-0.0983777791261673,
-0.018241969868540764,
0.05550025776028633,
0.0058173974975943565,
0.032601431012153625,
-0.015651796013116837,
0.023016566410660744,
0.08935592323541641,
-0.003984841518104076,
0.022289659827947617,
-0.009206362999975681,
0.018154868856072426,
0.06902362406253815,
-0.046794578433036804,
-0.028228988870978355,
0.033601317554712296,
0.007100793533027172,
-0.031988151371479034,
-0.04789302125573158,
-0.011252996511757374,
-0.008462939411401749,
0.04534327611327171,
-0.03277919441461563,
-0.007268930785357952,
0.049384817481040955,
0.07756640017032623,
0.025031542405486107,
0.036126114428043365,
0.0245667677372694,
0.00711375055834651,
-0.03968349099159241,
0.014682307839393616,
0.10772968083620071,
0.08322591334581375,
-0.06557825952768326,
-0.026501309126615524,
-0.00027129624504595995,
0.048407647758722305,
-0.0002254098653793335,
-0.01807585544884205,
0.003334546461701393,
-0.004292914178222418,
0.007571419235318899,
0.09782865643501282,
0.04177245497703552,
0.04845988377928734,
-0.04273592680692673,
0.03327158838510513,
0.019726743921637535,
-0.044042348861694336,
0.04202650859951973,
-0.00942327082157135,
-0.06911170482635498,
-0.013776103965938091,
0.03186864033341408,
-0.01200215145945549,
-0.014642673544585705,
0.03190743550658226,
0.06317691504955292,
0.0015565813519060612,
0.07707933336496353,
-0.014966563321650028,
0.08247675746679306,
-0.05042123794555664,
-0.08418545871973038,
0.01932133361697197,
-0.16958598792552948,
0.033394329249858856,
0.053718164563179016,
0.04589797183871269,
-0.05202851817011833,
-0.09715794026851654,
-0.027359064668416977,
0.042220745235681534,
-0.1007482185959816,
0.002921533538028598,
-0.028677750378847122,
-0.057235702872276306,
-0.012178326025605202,
-0.05460197851061821,
-0.016184303909540176,
-5.215010157762029e-33,
0.004068938549607992,
0.022283049300312996,
-0.10832351446151733,
-0.04031045362353325,
0.08242934942245483,
0.026569083333015442,
0.029119454324245453,
0.02829231694340706,
-0.03510358929634094,
-0.0912260189652443,
0.005159181542694569,
0.002190050669014454,
0.03285299614071846,
0.020882995799183846,
-0.002688431181013584,
0.027692018076777458,
-0.06802460551261902,
0.03533846512436867,
0.006398370489478111,
0.03454487398266792,
0.0027968077920377254,
0.046572960913181305,
-0.011737119406461716,
0.026747625321149826,
0.016279447823762894,
0.021960724145174026,
-0.00588324386626482,
-0.021673012524843216,
-0.045314427465200424,
0.005022592842578888,
-0.0479656383395195,
0.027548128738999367,
-0.13344421982765198,
0.015872126445174217,
-0.054576534777879715,
0.04336821287870407,
0.010797438211739063,
0.0749882310628891,
-0.032312750816345215,
0.050797805190086365,
0.03950243443250656,
-0.021598851308226585,
0.11614924669265747,
-0.019569773226976395,
0.014603253453969955,
0.061494048684835434,
-0.046997204422950745,
-0.10002142935991287,
-0.009670000523328781,
0.01819731295108795,
0.014385167509317398,
-0.03127633035182953,
-0.09021284431219101,
0.09343849867582321,
-0.017330100759863853,
-0.01827910915017128,
-0.0886019840836525,
0.0014534777728840709,
0.010290710255503654,
-0.04931110888719559,
0.016628140583634377,
-0.04692990705370903,
0.03606891632080078,
0.07074908167123795,
-0.08285250514745712,
-0.04684590920805931,
-0.06561868637800217,
-0.06177578493952751,
0.05311894789338112,
-0.06673812866210938,
-0.017517533153295517,
0.007010777480900288,
0.02863050438463688,
0.09072630107402802,
0.021993406116962433,
0.06999339163303375,
0.11981218308210373,
-0.11255498230457306,
-0.06069076806306839,
-0.0019711763598024845,
-0.020467592403292656,
0.06796842813491821,
0.03142077475786209,
0.01709134876728058,
0.03772290423512459,
-0.05752827972173691,
-0.03189682960510254,
0.004299186170101166,
0.005961489863693714,
-0.024202294647693634,
-0.010322327725589275,
-0.016455622389912605,
-0.0406842939555645,
0.07172852009534836,
0.02847067080438137,
-5.940924197034292e-8,
-0.022668510675430298,
-0.02948176860809326,
0.02392582967877388,
-0.010919255204498768,
-0.004855997394770384,
0.05938687175512314,
-0.04908331111073494,
-0.015283230692148209,
0.0227547287940979,
-0.034094635397195816,
0.08975990116596222,
-0.02959960326552391,
0.09145435690879822,
-0.03587840870022774,
-0.07048262655735016,
-0.0010458524338901043,
0.010699206031858921,
0.016637597233057022,
-0.026043977588415146,
-0.03703928738832474,
0.01621713489294052,
0.005752162542194128,
-0.07515020668506622,
-0.04174620285630226,
0.05390886589884758,
-0.010549359954893589,
-0.03639773651957512,
-0.09411149471998215,
0.043938782066106796,
-0.03868037834763527,
-0.01198266725987196,
0.07090158760547638,
0.024065472185611725,
-0.01399897038936615,
-0.03726375848054886,
-0.0076250010170042515,
-0.04004529118537903,
0.0610659085214138,
-0.09384103864431381,
0.02964356541633606,
0.03837381675839424,
-0.0019344299798831344,
0.011054289527237415,
-0.008941533975303173,
0.048301100730895996,
0.11365441977977753,
-0.14541074633598328,
0.027277877554297447,
-0.0037882160395383835,
0.08157776296138763,
-0.026642916724085808,
0.0989021584391594,
0.028300292789936066,
0.024235527962446213,
0.05093056708574295,
-0.04001481458544731,
-0.0913415476679802,
-0.09613403677940369,
-0.054256148636341095,
-0.07652372121810913,
0.04073620215058327,
0.09794435650110245,
-0.023835429921746254,
0.03813302144408226
] |
1402.5639
|
Zhen Kan
|
Zhen Kan, Justin Klotz, Eduardo L. Pasiliao Jr, John M. Shea, Warren
E. Dixon
|
Decentralized Rendezvous of Nonholonomic Robots with Sensing and
Connectivity Constraints
|
9 pages, 5 figures, submitted to Automatica
| null | null | null |
cs.SY cs.RO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A group of wheeled robots with nonholonomic constraints is considered to
rendezvous at a common specified setpoint with a desired orientation while
maintaining network connectivity and ensuring collision avoidance within the
robots. Given communication and sensing constraints for each robot, only a
subset of the robots are aware or informed of the global destination, and the
remaining robots must move within the network connectivity constraint so that
the informed robots can guide the group to the goal. The mobile robots are also
required to avoid collisions with each other outside a neighborhood of the
common rendezvous point. To achieve the rendezvous control objective,
decentralized time-varying controllers are developed based on a navigation
function framework to steer the robots to perform rendezvous while preserving
network connectivity and ensuring collision avoidance. Only local sensing
feedback, which includes position feedback from immediate neighbors and
absolute orientation measurement, is used to navigate the robots and enables
radio silence during navigation. Simulation results demonstrate the performance
of the developed approach.
|
[
{
"created": "Sun, 23 Feb 2014 17:24:48 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Kan",
"Zhen",
""
],
[
"Klotz",
"Justin",
""
],
[
"Pasiliao",
"Eduardo L.",
"Jr"
],
[
"Shea",
"John M.",
""
],
[
"Dixon",
"Warren E.",
""
]
] |
[
0.057638999074697495,
-0.006230934523046017,
-0.06359381228685379,
-0.003553565824404359,
-0.026178443804383278,
-0.05966101586818695,
-0.005905029829591513,
-0.003521864302456379,
0.017341729253530502,
0.02471623197197914,
0.06679476797580719,
0.021048031747341156,
0.11314290761947632,
-0.04242541268467903,
-0.006999479606747627,
0.07942729443311691,
0.1034945622086525,
0.023174341768026352,
0.013831628486514091,
-0.06023162230849266,
-0.03637184202671051,
0.06187555193901062,
0.09099683910608292,
0.04219283163547516,
-0.11117759346961975,
-0.027041485533118248,
0.07295352965593338,
-0.10494518280029297,
-0.04621152952313423,
0.008538351394236088,
-0.01948728784918785,
-0.008295883424580097,
0.006240853574126959,
-0.05035463348031044,
-0.047406792640686035,
0.007553746458142996,
0.024061916396021843,
0.04895152896642685,
0.009601201862096786,
-0.020963091403245926,
0.06753002852201462,
0.059603944420814514,
0.037061113864183426,
-0.10208765417337418,
0.009339182637631893,
0.04417828842997551,
-0.034319858998060226,
0.016545511782169342,
-0.012714468874037266,
0.03313378617167473,
-0.002038423903286457,
-0.04658285900950432,
0.002661371836438775,
-0.053972482681274414,
0.05114476755261421,
0.01342975627630949,
-0.07423730939626694,
0.05676913261413574,
0.040102358907461166,
-0.05601280927658081,
0.024986587464809418,
-0.034434638917446136,
0.044867198914289474,
-0.01839706487953663,
0.019782472401857376,
0.03941529989242554,
-0.028977982699871063,
0.014753499068319798,
-0.009918151423335075,
0.05040154978632927,
-0.01744225062429905,
0.0019028857350349426,
0.09398818016052246,
-0.07535465061664581,
-0.01943850889801979,
0.0018884848104789853,
-0.004354423843324184,
0.0073897759430110455,
-0.0352010503411293,
0.015352247282862663,
0.026717694476246834,
0.06378138065338135,
0.030821282416582108,
0.023847993463277817,
0.004023442044854164,
-0.07595967501401901,
0.0042503937147557735,
0.09363594651222229,
0.08346755802631378,
-0.025566458702087402,
-0.06639816612005234,
-0.04434423893690109,
-0.10495764762163162,
-0.04457757994532585,
-0.07049921900033951,
-0.0364810936152935,
0.014725642278790474,
-0.02905493788421154,
-0.021826719865202904,
-0.00152985577005893,
0.013815280981361866,
-0.028431016951799393,
-0.0631990060210228,
-0.06369590759277344,
-0.0004124165279790759,
0.029281767085194588,
0.07335358113050461,
-0.030825527384877205,
0.03500138595700264,
0.0672421082854271,
0.0336306095123291,
-0.0756024718284607,
-0.033003468066453934,
0.003970553632825613,
-0.09049022197723389,
0.029162593185901642,
0.05661897361278534,
0.018310362473130226,
0.03596116229891777,
0.0413685217499733,
-0.020615991204977036,
-0.10914938896894455,
0.09881365299224854,
-0.035768572241067886,
0.12923796474933624,
0.023316318169236183,
0.05379491671919823,
-1.4496896120821173e-33,
-0.0653717890381813,
-0.024908702820539474,
-0.03917788341641426,
-0.02008236013352871,
0.07557728886604309,
-0.02302224561572075,
-0.0022683560382574797,
-0.013845430687069893,
-0.020540229976177216,
-0.028524424880743027,
0.012499714270234108,
-0.028613584116101265,
0.040812745690345764,
-0.11933009326457977,
-0.03590354323387146,
-0.016903281211853027,
0.06772419065237045,
0.008060581050813198,
-0.01249483972787857,
-0.03697333484888077,
0.06022944673895836,
0.015250718221068382,
-0.022432079538702965,
-0.0064124432392418385,
0.007878590375185013,
0.01815522275865078,
-0.029204601421952248,
0.032865386456251144,
0.06454727053642273,
-0.022184669971466064,
-0.05192986875772476,
0.011048190295696259,
-0.003499752376228571,
0.11683303117752075,
0.031999487429857254,
0.1046423390507698,
-0.09094064682722092,
-0.012738003395497799,
-0.011065241880714893,
0.01540618110448122,
-0.012877212837338448,
-0.04422018676996231,
-0.05381913110613823,
-0.069319948554039,
-0.030013008043169975,
-0.047503843903541565,
-0.011215689592063427,
0.001628403551876545,
-0.051641881465911865,
0.0020212121307849884,
-0.10655659437179565,
0.037328075617551804,
-0.02298584021627903,
0.012356148101389408,
-0.011826342903077602,
-0.13230204582214355,
0.005395016632974148,
0.04415757581591606,
-0.059895217418670654,
0.04210612177848816,
0.05280086770653725,
0.0006100198370404541,
0.024762006476521492,
-0.07381230592727661,
0.0713479146361351,
0.015048621222376823,
-0.058161117136478424,
0.04178795590996742,
0.12587471306324005,
-0.025851979851722717,
0.06651844829320908,
0.04283939674496651,
0.012108094058930874,
0.06549017131328583,
0.02028450183570385,
0.006835440639406443,
0.00505260843783617,
0.03723261505365372,
0.06619419902563095,
0.016313964501023293,
-0.04742422327399254,
-0.018737424165010452,
-0.1133020892739296,
0.028593171387910843,
0.044875483959913254,
-0.062463559210300446,
-0.05742475390434265,
0.08010700345039368,
-0.033035002648830414,
0.005371769890189171,
-0.08264851570129395,
0.02412840723991394,
-0.01786864548921585,
0.06908759474754333,
0.03398098424077034,
1.1590490241421654e-34,
0.11441373825073242,
0.019231976941227913,
0.13052774965763092,
0.04176194220781326,
-0.005976610817015171,
-0.009656062349677086,
-0.035598937422037125,
-0.07480140775442123,
-0.060975220054388046,
0.02898818999528885,
-0.12035920470952988,
-0.03811557590961456,
0.044987209141254425,
0.02991902455687523,
0.06901616603136063,
0.018207795917987823,
0.06411662697792053,
-0.07334017008543015,
0.022922853007912636,
-0.02396465092897415,
-0.07330425083637238,
0.08536878973245621,
0.027764571830630302,
-0.02491719089448452,
0.07113465666770935,
0.04438772797584534,
0.032584428787231445,
0.03754812851548195,
0.028796231374144554,
0.051595788449048996,
-0.055005140602588654,
-0.01198548823595047,
0.036917004734277725,
-0.07643072307109833,
0.06227727234363556,
0.029214121401309967,
-0.06473355740308762,
0.05088496580719948,
-0.04036365821957588,
0.07041238248348236,
0.042295102030038834,
-0.07259953022003174,
-0.032114747911691666,
0.015488735400140285,
0.0245276540517807,
-0.019129857420921326,
0.033845286816358566,
0.08606663346290588,
-0.04699151962995529,
-0.013935809955000877,
0.03799348697066307,
-0.0011508570751175284,
-0.04179082810878754,
-0.031398024410009384,
-0.003385273739695549,
0.13698793947696686,
0.005261391866952181,
-0.0026646603364497423,
0.05010600388050079,
-0.06943556666374207,
0.03565756976604462,
-0.059122487902641296,
-0.05377369001507759,
0.13619086146354675,
-0.013532280921936035,
0.03377793729305267,
0.04359852522611618,
0.08940918743610382,
0.033880144357681274,
0.032122738659381866,
-0.0069925966672599316,
-0.004032788798213005,
0.06612115353345871,
0.017249086871743202,
-0.001241035875864327,
0.028593851253390312,
0.04816523939371109,
-0.03467575088143349,
0.04513639956712723,
-0.039709288626909256,
-0.04329964146018028,
0.05767758563160896,
0.01134648360311985,
0.026163101196289062,
-0.03806428238749504,
0.07034260779619217,
-0.02995568886399269,
-0.036981698125600815,
-0.026238007470965385,
0.007531783077865839,
0.06449903547763824,
-0.005131648387759924,
0.004485081881284714,
0.02331581525504589,
-0.11417317390441895,
-4.467516134809557e-8,
-0.06072845309972763,
0.042095545679330826,
-0.03779660165309906,
-0.029696105048060417,
-0.04299699142575264,
-0.038143765181303024,
0.05883178114891052,
-0.10644206404685974,
-0.006460777949541807,
0.05018780380487442,
0.0029850760474801064,
-0.024231355637311935,
-0.06238811835646629,
0.006102299317717552,
-0.00405614310875535,
-0.008717202581465244,
0.019206669181585312,
-0.04882236570119858,
-0.0012855194509029388,
0.0001131779863499105,
-0.038109321147203445,
-0.1278192400932312,
-0.03568939119577408,
0.04093090072274208,
0.038627106696367264,
0.05441251024603844,
-0.06571704149246216,
-0.0187740009278059,
0.04747350141406059,
-0.05167936161160469,
-0.027505433186888695,
-0.05970128998160362,
0.006546095944941044,
0.08950217813253403,
0.016307437792420387,
0.020762968808412552,
-0.009100805036723614,
-0.018973710015416145,
0.02108532376587391,
-0.0011431234888732433,
-0.028839826583862305,
0.11376779526472092,
-0.024145537987351418,
-0.012161899358034134,
-0.05735059082508087,
0.021076660603284836,
0.0651111975312233,
-0.011049655266106129,
-0.011594843119382858,
-0.03258747234940529,
-0.0748993307352066,
-0.013324439525604248,
-0.009211573749780655,
0.00868182722479105,
0.040262866765260696,
0.029936982318758965,
0.09374666213989258,
-0.13313700258731842,
0.02343280240893364,
0.062125302851200104,
-0.042533013969659805,
0.07106280326843262,
-0.039882417768239975,
-0.07528575509786606
] | null | null | null | null | null | null | null |
[
0.057638999074697495,
-0.006230934523046017,
-0.06359381228685379,
-0.003553565824404359,
-0.026178443804383278,
-0.05966101586818695,
-0.005905029829591513,
-0.003521864302456379,
0.017341729253530502,
0.02471623197197914,
0.06679476797580719,
0.021048031747341156,
0.11314290761947632,
-0.04242541268467903,
-0.006999479606747627,
0.07942729443311691,
0.1034945622086525,
0.023174341768026352,
0.013831628486514091,
-0.06023162230849266,
-0.03637184202671051,
0.06187555193901062,
0.09099683910608292,
0.04219283163547516,
-0.11117759346961975,
-0.027041485533118248,
0.07295352965593338,
-0.10494518280029297,
-0.04621152952313423,
0.008538351394236088,
-0.01948728784918785,
-0.008295883424580097,
0.006240853574126959,
-0.05035463348031044,
-0.047406792640686035,
0.007553746458142996,
0.024061916396021843,
0.04895152896642685,
0.009601201862096786,
-0.020963091403245926,
0.06753002852201462,
0.059603944420814514,
0.037061113864183426,
-0.10208765417337418,
0.009339182637631893,
0.04417828842997551,
-0.034319858998060226,
0.016545511782169342,
-0.012714468874037266,
0.03313378617167473,
-0.002038423903286457,
-0.04658285900950432,
0.002661371836438775,
-0.053972482681274414,
0.05114476755261421,
0.01342975627630949,
-0.07423730939626694,
0.05676913261413574,
0.040102358907461166,
-0.05601280927658081,
0.024986587464809418,
-0.034434638917446136,
0.044867198914289474,
-0.01839706487953663,
0.019782472401857376,
0.03941529989242554,
-0.028977982699871063,
0.014753499068319798,
-0.009918151423335075,
0.05040154978632927,
-0.01744225062429905,
0.0019028857350349426,
0.09398818016052246,
-0.07535465061664581,
-0.01943850889801979,
0.0018884848104789853,
-0.004354423843324184,
0.0073897759430110455,
-0.0352010503411293,
0.015352247282862663,
0.026717694476246834,
0.06378138065338135,
0.030821282416582108,
0.023847993463277817,
0.004023442044854164,
-0.07595967501401901,
0.0042503937147557735,
0.09363594651222229,
0.08346755802631378,
-0.025566458702087402,
-0.06639816612005234,
-0.04434423893690109,
-0.10495764762163162,
-0.04457757994532585,
-0.07049921900033951,
-0.0364810936152935,
0.014725642278790474,
-0.02905493788421154,
-0.021826719865202904,
-0.00152985577005893,
0.013815280981361866,
-0.028431016951799393,
-0.0631990060210228,
-0.06369590759277344,
-0.0004124165279790759,
0.029281767085194588,
0.07335358113050461,
-0.030825527384877205,
0.03500138595700264,
0.0672421082854271,
0.0336306095123291,
-0.0756024718284607,
-0.033003468066453934,
0.003970553632825613,
-0.09049022197723389,
0.029162593185901642,
0.05661897361278534,
0.018310362473130226,
0.03596116229891777,
0.0413685217499733,
-0.020615991204977036,
-0.10914938896894455,
0.09881365299224854,
-0.035768572241067886,
0.12923796474933624,
0.023316318169236183,
0.05379491671919823,
-1.4496896120821173e-33,
-0.0653717890381813,
-0.024908702820539474,
-0.03917788341641426,
-0.02008236013352871,
0.07557728886604309,
-0.02302224561572075,
-0.0022683560382574797,
-0.013845430687069893,
-0.020540229976177216,
-0.028524424880743027,
0.012499714270234108,
-0.028613584116101265,
0.040812745690345764,
-0.11933009326457977,
-0.03590354323387146,
-0.016903281211853027,
0.06772419065237045,
0.008060581050813198,
-0.01249483972787857,
-0.03697333484888077,
0.06022944673895836,
0.015250718221068382,
-0.022432079538702965,
-0.0064124432392418385,
0.007878590375185013,
0.01815522275865078,
-0.029204601421952248,
0.032865386456251144,
0.06454727053642273,
-0.022184669971466064,
-0.05192986875772476,
0.011048190295696259,
-0.003499752376228571,
0.11683303117752075,
0.031999487429857254,
0.1046423390507698,
-0.09094064682722092,
-0.012738003395497799,
-0.011065241880714893,
0.01540618110448122,
-0.012877212837338448,
-0.04422018676996231,
-0.05381913110613823,
-0.069319948554039,
-0.030013008043169975,
-0.047503843903541565,
-0.011215689592063427,
0.001628403551876545,
-0.051641881465911865,
0.0020212121307849884,
-0.10655659437179565,
0.037328075617551804,
-0.02298584021627903,
0.012356148101389408,
-0.011826342903077602,
-0.13230204582214355,
0.005395016632974148,
0.04415757581591606,
-0.059895217418670654,
0.04210612177848816,
0.05280086770653725,
0.0006100198370404541,
0.024762006476521492,
-0.07381230592727661,
0.0713479146361351,
0.015048621222376823,
-0.058161117136478424,
0.04178795590996742,
0.12587471306324005,
-0.025851979851722717,
0.06651844829320908,
0.04283939674496651,
0.012108094058930874,
0.06549017131328583,
0.02028450183570385,
0.006835440639406443,
0.00505260843783617,
0.03723261505365372,
0.06619419902563095,
0.016313964501023293,
-0.04742422327399254,
-0.018737424165010452,
-0.1133020892739296,
0.028593171387910843,
0.044875483959913254,
-0.062463559210300446,
-0.05742475390434265,
0.08010700345039368,
-0.033035002648830414,
0.005371769890189171,
-0.08264851570129395,
0.02412840723991394,
-0.01786864548921585,
0.06908759474754333,
0.03398098424077034,
1.1590490241421654e-34,
0.11441373825073242,
0.019231976941227913,
0.13052774965763092,
0.04176194220781326,
-0.005976610817015171,
-0.009656062349677086,
-0.035598937422037125,
-0.07480140775442123,
-0.060975220054388046,
0.02898818999528885,
-0.12035920470952988,
-0.03811557590961456,
0.044987209141254425,
0.02991902455687523,
0.06901616603136063,
0.018207795917987823,
0.06411662697792053,
-0.07334017008543015,
0.022922853007912636,
-0.02396465092897415,
-0.07330425083637238,
0.08536878973245621,
0.027764571830630302,
-0.02491719089448452,
0.07113465666770935,
0.04438772797584534,
0.032584428787231445,
0.03754812851548195,
0.028796231374144554,
0.051595788449048996,
-0.055005140602588654,
-0.01198548823595047,
0.036917004734277725,
-0.07643072307109833,
0.06227727234363556,
0.029214121401309967,
-0.06473355740308762,
0.05088496580719948,
-0.04036365821957588,
0.07041238248348236,
0.042295102030038834,
-0.07259953022003174,
-0.032114747911691666,
0.015488735400140285,
0.0245276540517807,
-0.019129857420921326,
0.033845286816358566,
0.08606663346290588,
-0.04699151962995529,
-0.013935809955000877,
0.03799348697066307,
-0.0011508570751175284,
-0.04179082810878754,
-0.031398024410009384,
-0.003385273739695549,
0.13698793947696686,
0.005261391866952181,
-0.0026646603364497423,
0.05010600388050079,
-0.06943556666374207,
0.03565756976604462,
-0.059122487902641296,
-0.05377369001507759,
0.13619086146354675,
-0.013532280921936035,
0.03377793729305267,
0.04359852522611618,
0.08940918743610382,
0.033880144357681274,
0.032122738659381866,
-0.0069925966672599316,
-0.004032788798213005,
0.06612115353345871,
0.017249086871743202,
-0.001241035875864327,
0.028593851253390312,
0.04816523939371109,
-0.03467575088143349,
0.04513639956712723,
-0.039709288626909256,
-0.04329964146018028,
0.05767758563160896,
0.01134648360311985,
0.026163101196289062,
-0.03806428238749504,
0.07034260779619217,
-0.02995568886399269,
-0.036981698125600815,
-0.026238007470965385,
0.007531783077865839,
0.06449903547763824,
-0.005131648387759924,
0.004485081881284714,
0.02331581525504589,
-0.11417317390441895,
-4.467516134809557e-8,
-0.06072845309972763,
0.042095545679330826,
-0.03779660165309906,
-0.029696105048060417,
-0.04299699142575264,
-0.038143765181303024,
0.05883178114891052,
-0.10644206404685974,
-0.006460777949541807,
0.05018780380487442,
0.0029850760474801064,
-0.024231355637311935,
-0.06238811835646629,
0.006102299317717552,
-0.00405614310875535,
-0.008717202581465244,
0.019206669181585312,
-0.04882236570119858,
-0.0012855194509029388,
0.0001131779863499105,
-0.038109321147203445,
-0.1278192400932312,
-0.03568939119577408,
0.04093090072274208,
0.038627106696367264,
0.05441251024603844,
-0.06571704149246216,
-0.0187740009278059,
0.04747350141406059,
-0.05167936161160469,
-0.027505433186888695,
-0.05970128998160362,
0.006546095944941044,
0.08950217813253403,
0.016307437792420387,
0.020762968808412552,
-0.009100805036723614,
-0.018973710015416145,
0.02108532376587391,
-0.0011431234888732433,
-0.028839826583862305,
0.11376779526472092,
-0.024145537987351418,
-0.012161899358034134,
-0.05735059082508087,
0.021076660603284836,
0.0651111975312233,
-0.011049655266106129,
-0.011594843119382858,
-0.03258747234940529,
-0.0748993307352066,
-0.013324439525604248,
-0.009211573749780655,
0.00868182722479105,
0.040262866765260696,
0.029936982318758965,
0.09374666213989258,
-0.13313700258731842,
0.02343280240893364,
0.062125302851200104,
-0.042533013969659805,
0.07106280326843262,
-0.039882417768239975,
-0.07528575509786606
] |
1402.5642
|
Ankur Sahai
|
Ankur Sahai
|
VM Power Prediction in Distributed Systems for Maximizing Renewable
Energy Usage
| null | null | null | null |
cs.DC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In the context of GreenPAD project it is important to predict the energy
consumption of individual (and mixture of) VMs / workload for optimal
scheduling (running those VMs which require higher energy when there is more
green energy available and vice-versa) in order to maximize green energy
utilization.
For this we execute the following experiments on an Openstack cloud testbed
consisting of Fujitsu servers: VM energy measurement for different
configurations (flavor + workload) and VM energy prediction for a new
configuration. The automation framework for running these experiments uses bash
scripts which call tools like 'stress' (simulating workloads), 'collected'
(resource usage) and 'IPMI' (power measurement).
We propose a linear model for predicting the power usage of the VMs based on
regression. We first collect the resource usage (using collected) and the
associated power usage (using IPMI) for different VM configurations and use
this to build a (multi-) regression model (between resource usage and VM energy
consumption). Then we use the information about the resource usage patterns of
the new workload to predict the power usage. For predicting power for mix of
workloads we execute (build a regression model based on) experiments with
random workloads. We observe the highest energy usage for CPU-intensive
workloads followed by memory-intensive workloads.
|
[
{
"created": "Sun, 23 Feb 2014 17:56:00 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Sahai",
"Ankur",
""
]
] |
[
-0.02145768143236637,
0.013071493245661259,
-0.008431566879153252,
0.1054123044013977,
0.0705152302980423,
-0.07166022807359695,
0.02030579186975956,
-0.01365499384701252,
0.004829746671020985,
0.01805468089878559,
-0.05402911454439163,
-0.0643659308552742,
0.005651096813380718,
-0.04257732629776001,
0.04997921735048294,
0.013689531944692135,
0.07662948966026306,
-0.047674261033535004,
-0.038080453872680664,
-0.07061389088630676,
0.048774950206279755,
0.033153608441352844,
0.00864077266305685,
-0.050733719021081924,
0.04201857000589371,
0.05273373797535896,
-0.015721896663308144,
0.04296370595693588,
-0.03552230820059776,
0.02994818240404129,
-0.05443872511386871,
-0.0349685400724411,
-0.013775208964943886,
0.06085624545812607,
0.03791026026010513,
0.010494587011635303,
-0.055106669664382935,
-0.009199167601764202,
-0.022731242701411247,
-0.01929318718612194,
-0.044434040784835815,
-0.08522544801235199,
0.009326913394033909,
0.021461069583892822,
0.005040742456912994,
0.05072997510433197,
-0.028649669140577316,
-0.03813118487596512,
-0.030281951650977135,
0.01209575030952692,
0.031717874109745026,
-0.11506468057632446,
0.02377498894929886,
0.01153885293751955,
-0.0009404665906913579,
-0.0008255511056631804,
0.09446892887353897,
-0.08254514634609222,
0.0770668238401413,
-0.02303313836455345,
-0.03708188980817795,
-0.09110557287931442,
-0.07360298931598663,
0.03495960310101509,
0.02466920018196106,
0.01310127042233944,
0.026541693136096,
0.09528429061174393,
-0.05235181376338005,
-0.023854495957493782,
-0.04289715737104416,
0.050812333822250366,
-0.011753547005355358,
-0.05902953818440437,
-0.0913277417421341,
-0.0005952894571237266,
0.010572190396487713,
0.03308297321200371,
0.07441514730453491,
-0.050288278609514236,
-0.019031444564461708,
0.052812572568655014,
-0.049747612327337265,
0.04471727833151817,
0.04629998281598091,
0.04175792634487152,
0.05942504480481148,
0.07216879725456238,
0.036976151168346405,
-0.009030223824083805,
0.04831859841942787,
0.07990333437919617,
0.014423771761357784,
0.027887307107448578,
0.013918142765760422,
0.030626220628619194,
-0.021318186074495316,
-0.12937664985656738,
-0.013402185402810574,
0.02762087807059288,
-0.026885412633419037,
0.07842223346233368,
0.09791628271341324,
-0.04684381186962128,
0.03036958910524845,
0.018934054300189018,
-0.03402278572320938,
0.06884678453207016,
0.047701865434646606,
-0.027027882635593414,
-0.02447049878537655,
0.020773086696863174,
-0.0023323886562138796,
-0.03728460520505905,
0.050978660583496094,
0.04089083522558212,
0.06968215107917786,
-0.024350272491574287,
-0.022705160081386566,
0.09323562681674957,
0.039152681827545166,
-0.06088300421833992,
0.05633198469877243,
-0.04538027197122574,
-0.02330603636801243,
0.0017696376889944077,
-0.11263773590326309,
1.8578666174227176e-33,
-0.04767341911792755,
-0.05044800788164139,
0.02981952577829361,
-0.056847915053367615,
0.11692489683628082,
-0.004989912733435631,
-0.015866626054048538,
0.05348742753267288,
0.012363690882921219,
-0.03339064121246338,
-0.009117888286709785,
0.0315493568778038,
-0.05695561692118645,
0.041823744773864746,
0.0704847201704979,
-0.003052627667784691,
0.05024738237261772,
0.09110026061534882,
0.029462730512022972,
-0.02305159717798233,
0.02799517847597599,
-0.09673166275024414,
0.02380979061126709,
-0.011797387152910233,
0.07397458702325821,
-0.0239407978951931,
0.12972374260425568,
-0.04076763615012169,
-0.008423501625657082,
0.008806474506855011,
0.04168493673205376,
-0.012807351537048817,
-0.033624984323978424,
0.020040111616253853,
-0.06859809905290604,
-0.0547621063888073,
-0.008650078438222408,
0.002679085358977318,
0.012499700300395489,
0.11830663681030273,
-0.016283297911286354,
0.007083554286509752,
0.011828193441033363,
-0.053932346403598785,
-0.06954684853553772,
-0.03207751363515854,
0.032952893525362015,
-0.02983918972313404,
0.013987052254378796,
0.04755851998925209,
-0.011194475926458836,
-0.016124863177537918,
0.034867022186517715,
-0.004374436102807522,
-0.009805334731936455,
-0.00020955203217454255,
0.04725179821252823,
-0.06493903696537018,
0.036331985145807266,
0.012712312862277031,
-0.14297494292259216,
-0.02274666354060173,
0.002689846558496356,
-0.034568145871162415,
0.01172846183180809,
0.0029747996013611555,
-0.002320439787581563,
0.016690704971551895,
-0.022421957924962044,
0.052072856575250626,
0.016463227570056915,
-0.08412383496761322,
0.02510400302708149,
-0.035507820546627045,
0.10462160408496857,
-0.02083975076675415,
-0.01973782107234001,
-0.037207722663879395,
-0.17009691894054413,
-0.028316278010606766,
0.03428097069263458,
0.04899773374199867,
0.022231660783290863,
-0.06175845488905907,
-0.038577862083911896,
-0.08975190669298172,
0.009274170733988285,
0.005696495994925499,
-0.08162210881710052,
0.0071946498937904835,
-0.024695001542568207,
-0.019731765612959862,
-0.0013791186502203345,
-0.04761463403701782,
-0.04121137410402298,
-1.7244098050379863e-33,
-0.058042656630277634,
0.0830569639801979,
-0.02978287823498249,
0.08412949740886688,
0.09893420338630676,
-0.07419294863939285,
-0.040354788303375244,
-0.05074207857251167,
-0.033569950610399246,
0.0018173245480284095,
-0.06494597345590591,
-0.03436588868498802,
-0.027364224195480347,
0.033337537199258804,
0.03331761807203293,
0.05693231150507927,
-0.03518807142972946,
-0.06593240797519684,
-0.02995987795293331,
0.03618008643388748,
-0.05012507736682892,
0.0420253612101078,
0.04511673375964165,
-0.05012058839201927,
-0.057151637971401215,
0.015723448246717453,
-0.0042647975496947765,
0.04512673616409302,
-0.005434340797364712,
-0.01741233840584755,
-0.09571587294340134,
0.011248975992202759,
-0.029622526839375496,
0.035488907247781754,
0.06784393638372421,
0.022713495418429375,
0.043493419885635376,
0.06186308711767197,
0.03881639987230301,
0.11631200462579727,
0.09944649040699005,
-0.044245168566703796,
-0.07277364283800125,
-0.05612613260746002,
-0.04996931180357933,
-0.016019023954868317,
-0.04538287967443466,
0.018985608592629433,
-0.06513486802577972,
-0.06474768370389938,
0.039072535932064056,
0.05396619439125061,
-0.10465967655181885,
0.06795654445886612,
-0.003229971509426832,
-0.08239329606294632,
-0.018144598230719566,
0.021413233131170273,
-0.10203941911458969,
-0.038828615099191666,
0.01220913976430893,
-0.1027349978685379,
0.048309389501810074,
0.06450148671865463,
-0.010336817242205143,
-0.06318124383687973,
0.046234916895627975,
-0.01943444088101387,
0.02556544542312622,
-0.04592211917042732,
-0.09175413846969604,
-0.006502757780253887,
0.021331965923309326,
0.03687578812241554,
-0.04473491013050079,
-0.03839826211333275,
0.03727824613451958,
-0.12779457867145538,
-0.0014659916050732136,
0.07108697295188904,
-0.051285285502672195,
0.04291507601737976,
0.004895595367997885,
-0.08232317119836807,
-0.03290858119726181,
0.013051609508693218,
0.04947000741958618,
0.056414008140563965,
0.06566737592220306,
0.06505680084228516,
-0.11229289323091507,
0.007260349579155445,
-0.06283210963010788,
0.12700223922729492,
-0.015589628368616104,
-4.214261650758999e-8,
0.0027368946466594934,
0.012820604257285595,
0.11505212634801865,
0.018588824197649956,
-0.016587624326348305,
-0.027830855920910835,
0.08396153151988983,
-0.004730992950499058,
0.054080963134765625,
0.06616579741239548,
0.13130345940589905,
-0.04290654510259628,
0.04760440066456795,
0.03609723225235939,
-0.03484633192420006,
0.06339378654956818,
0.0476943776011467,
0.046125009655952454,
-0.03585297614336014,
-0.025771155953407288,
0.012303066439926624,
0.061059821397066116,
0.024322690442204475,
0.01342792995274067,
0.05413508415222168,
-0.007409496698528528,
0.020777586847543716,
0.00989378709346056,
-0.006038095336407423,
0.04034063220024109,
0.004369101952761412,
0.0070373197086155415,
-0.022105900570750237,
-0.09423179924488068,
-0.05520390719175339,
0.021829618141055107,
-0.053413309156894684,
-0.06712987273931503,
0.08373598754405975,
0.08107181638479233,
0.029714692384004593,
-0.01577446050941944,
-0.055202655494213104,
0.014384160749614239,
0.020724192261695862,
-0.07493901252746582,
-0.048916831612586975,
-0.032879795879125595,
0.039228394627571106,
0.014495889656245708,
0.023999331519007683,
-0.0125266183167696,
-0.008398981764912605,
0.05535777285695076,
0.028952497988939285,
-0.020045313984155655,
-0.055581606924533844,
0.021766221150755882,
0.05418414995074272,
0.047182053327560425,
0.03082837164402008,
0.00006242127710720524,
-0.0578705258667469,
0.002793290186673403
] | null | null | null | null | null | null | null |
[
-0.02145768143236637,
0.013071493245661259,
-0.008431566879153252,
0.1054123044013977,
0.0705152302980423,
-0.07166022807359695,
0.02030579186975956,
-0.01365499384701252,
0.004829746671020985,
0.01805468089878559,
-0.05402911454439163,
-0.0643659308552742,
0.005651096813380718,
-0.04257732629776001,
0.04997921735048294,
0.013689531944692135,
0.07662948966026306,
-0.047674261033535004,
-0.038080453872680664,
-0.07061389088630676,
0.048774950206279755,
0.033153608441352844,
0.00864077266305685,
-0.050733719021081924,
0.04201857000589371,
0.05273373797535896,
-0.015721896663308144,
0.04296370595693588,
-0.03552230820059776,
0.02994818240404129,
-0.05443872511386871,
-0.0349685400724411,
-0.013775208964943886,
0.06085624545812607,
0.03791026026010513,
0.010494587011635303,
-0.055106669664382935,
-0.009199167601764202,
-0.022731242701411247,
-0.01929318718612194,
-0.044434040784835815,
-0.08522544801235199,
0.009326913394033909,
0.021461069583892822,
0.005040742456912994,
0.05072997510433197,
-0.028649669140577316,
-0.03813118487596512,
-0.030281951650977135,
0.01209575030952692,
0.031717874109745026,
-0.11506468057632446,
0.02377498894929886,
0.01153885293751955,
-0.0009404665906913579,
-0.0008255511056631804,
0.09446892887353897,
-0.08254514634609222,
0.0770668238401413,
-0.02303313836455345,
-0.03708188980817795,
-0.09110557287931442,
-0.07360298931598663,
0.03495960310101509,
0.02466920018196106,
0.01310127042233944,
0.026541693136096,
0.09528429061174393,
-0.05235181376338005,
-0.023854495957493782,
-0.04289715737104416,
0.050812333822250366,
-0.011753547005355358,
-0.05902953818440437,
-0.0913277417421341,
-0.0005952894571237266,
0.010572190396487713,
0.03308297321200371,
0.07441514730453491,
-0.050288278609514236,
-0.019031444564461708,
0.052812572568655014,
-0.049747612327337265,
0.04471727833151817,
0.04629998281598091,
0.04175792634487152,
0.05942504480481148,
0.07216879725456238,
0.036976151168346405,
-0.009030223824083805,
0.04831859841942787,
0.07990333437919617,
0.014423771761357784,
0.027887307107448578,
0.013918142765760422,
0.030626220628619194,
-0.021318186074495316,
-0.12937664985656738,
-0.013402185402810574,
0.02762087807059288,
-0.026885412633419037,
0.07842223346233368,
0.09791628271341324,
-0.04684381186962128,
0.03036958910524845,
0.018934054300189018,
-0.03402278572320938,
0.06884678453207016,
0.047701865434646606,
-0.027027882635593414,
-0.02447049878537655,
0.020773086696863174,
-0.0023323886562138796,
-0.03728460520505905,
0.050978660583496094,
0.04089083522558212,
0.06968215107917786,
-0.024350272491574287,
-0.022705160081386566,
0.09323562681674957,
0.039152681827545166,
-0.06088300421833992,
0.05633198469877243,
-0.04538027197122574,
-0.02330603636801243,
0.0017696376889944077,
-0.11263773590326309,
1.8578666174227176e-33,
-0.04767341911792755,
-0.05044800788164139,
0.02981952577829361,
-0.056847915053367615,
0.11692489683628082,
-0.004989912733435631,
-0.015866626054048538,
0.05348742753267288,
0.012363690882921219,
-0.03339064121246338,
-0.009117888286709785,
0.0315493568778038,
-0.05695561692118645,
0.041823744773864746,
0.0704847201704979,
-0.003052627667784691,
0.05024738237261772,
0.09110026061534882,
0.029462730512022972,
-0.02305159717798233,
0.02799517847597599,
-0.09673166275024414,
0.02380979061126709,
-0.011797387152910233,
0.07397458702325821,
-0.0239407978951931,
0.12972374260425568,
-0.04076763615012169,
-0.008423501625657082,
0.008806474506855011,
0.04168493673205376,
-0.012807351537048817,
-0.033624984323978424,
0.020040111616253853,
-0.06859809905290604,
-0.0547621063888073,
-0.008650078438222408,
0.002679085358977318,
0.012499700300395489,
0.11830663681030273,
-0.016283297911286354,
0.007083554286509752,
0.011828193441033363,
-0.053932346403598785,
-0.06954684853553772,
-0.03207751363515854,
0.032952893525362015,
-0.02983918972313404,
0.013987052254378796,
0.04755851998925209,
-0.011194475926458836,
-0.016124863177537918,
0.034867022186517715,
-0.004374436102807522,
-0.009805334731936455,
-0.00020955203217454255,
0.04725179821252823,
-0.06493903696537018,
0.036331985145807266,
0.012712312862277031,
-0.14297494292259216,
-0.02274666354060173,
0.002689846558496356,
-0.034568145871162415,
0.01172846183180809,
0.0029747996013611555,
-0.002320439787581563,
0.016690704971551895,
-0.022421957924962044,
0.052072856575250626,
0.016463227570056915,
-0.08412383496761322,
0.02510400302708149,
-0.035507820546627045,
0.10462160408496857,
-0.02083975076675415,
-0.01973782107234001,
-0.037207722663879395,
-0.17009691894054413,
-0.028316278010606766,
0.03428097069263458,
0.04899773374199867,
0.022231660783290863,
-0.06175845488905907,
-0.038577862083911896,
-0.08975190669298172,
0.009274170733988285,
0.005696495994925499,
-0.08162210881710052,
0.0071946498937904835,
-0.024695001542568207,
-0.019731765612959862,
-0.0013791186502203345,
-0.04761463403701782,
-0.04121137410402298,
-1.7244098050379863e-33,
-0.058042656630277634,
0.0830569639801979,
-0.02978287823498249,
0.08412949740886688,
0.09893420338630676,
-0.07419294863939285,
-0.040354788303375244,
-0.05074207857251167,
-0.033569950610399246,
0.0018173245480284095,
-0.06494597345590591,
-0.03436588868498802,
-0.027364224195480347,
0.033337537199258804,
0.03331761807203293,
0.05693231150507927,
-0.03518807142972946,
-0.06593240797519684,
-0.02995987795293331,
0.03618008643388748,
-0.05012507736682892,
0.0420253612101078,
0.04511673375964165,
-0.05012058839201927,
-0.057151637971401215,
0.015723448246717453,
-0.0042647975496947765,
0.04512673616409302,
-0.005434340797364712,
-0.01741233840584755,
-0.09571587294340134,
0.011248975992202759,
-0.029622526839375496,
0.035488907247781754,
0.06784393638372421,
0.022713495418429375,
0.043493419885635376,
0.06186308711767197,
0.03881639987230301,
0.11631200462579727,
0.09944649040699005,
-0.044245168566703796,
-0.07277364283800125,
-0.05612613260746002,
-0.04996931180357933,
-0.016019023954868317,
-0.04538287967443466,
0.018985608592629433,
-0.06513486802577972,
-0.06474768370389938,
0.039072535932064056,
0.05396619439125061,
-0.10465967655181885,
0.06795654445886612,
-0.003229971509426832,
-0.08239329606294632,
-0.018144598230719566,
0.021413233131170273,
-0.10203941911458969,
-0.038828615099191666,
0.01220913976430893,
-0.1027349978685379,
0.048309389501810074,
0.06450148671865463,
-0.010336817242205143,
-0.06318124383687973,
0.046234916895627975,
-0.01943444088101387,
0.02556544542312622,
-0.04592211917042732,
-0.09175413846969604,
-0.006502757780253887,
0.021331965923309326,
0.03687578812241554,
-0.04473491013050079,
-0.03839826211333275,
0.03727824613451958,
-0.12779457867145538,
-0.0014659916050732136,
0.07108697295188904,
-0.051285285502672195,
0.04291507601737976,
0.004895595367997885,
-0.08232317119836807,
-0.03290858119726181,
0.013051609508693218,
0.04947000741958618,
0.056414008140563965,
0.06566737592220306,
0.06505680084228516,
-0.11229289323091507,
0.007260349579155445,
-0.06283210963010788,
0.12700223922729492,
-0.015589628368616104,
-4.214261650758999e-8,
0.0027368946466594934,
0.012820604257285595,
0.11505212634801865,
0.018588824197649956,
-0.016587624326348305,
-0.027830855920910835,
0.08396153151988983,
-0.004730992950499058,
0.054080963134765625,
0.06616579741239548,
0.13130345940589905,
-0.04290654510259628,
0.04760440066456795,
0.03609723225235939,
-0.03484633192420006,
0.06339378654956818,
0.0476943776011467,
0.046125009655952454,
-0.03585297614336014,
-0.025771155953407288,
0.012303066439926624,
0.061059821397066116,
0.024322690442204475,
0.01342792995274067,
0.05413508415222168,
-0.007409496698528528,
0.020777586847543716,
0.00989378709346056,
-0.006038095336407423,
0.04034063220024109,
0.004369101952761412,
0.0070373197086155415,
-0.022105900570750237,
-0.09423179924488068,
-0.05520390719175339,
0.021829618141055107,
-0.053413309156894684,
-0.06712987273931503,
0.08373598754405975,
0.08107181638479233,
0.029714692384004593,
-0.01577446050941944,
-0.055202655494213104,
0.014384160749614239,
0.020724192261695862,
-0.07493901252746582,
-0.048916831612586975,
-0.032879795879125595,
0.039228394627571106,
0.014495889656245708,
0.023999331519007683,
-0.0125266183167696,
-0.008398981764912605,
0.05535777285695076,
0.028952497988939285,
-0.020045313984155655,
-0.055581606924533844,
0.021766221150755882,
0.05418414995074272,
0.047182053327560425,
0.03082837164402008,
0.00006242127710720524,
-0.0578705258667469,
0.002793290186673403
] |
1402.5644
|
Zhen Kan
|
Zhen Kan, Justin Klotz, Eduardo L. Pasiliao Jr, Warren E. Dixon
|
Containment Control for a Social Network with State-Dependent
Connectivity
|
9 pages, 2 figures, submitted to Automatica
| null | null | null |
cs.SY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Social interactions influence our thoughts, opinions and actions. In this
paper, social interactions are studied within a group of individuals composed
of influential social leaders and followers. Each person is assumed to maintain
a social state, which can be an emotional state or an opinion. Followers update
their social states based on the states of local neighbors, while social
leaders maintain a constant desired state. Social interactions are modeled as a
general directed graph where each directed edge represents an influence from
one person to another. Motivated by the non-local property of fractional-order
systems, the social response of individuals in the network are modeled by
fractional-order dynamics whose states depend on influences from local
neighbors and past experiences. A decentralized influence method is then
developed to maintain existing social influence between individuals (i.e.,
without isolating peers in the group) and to influence the social group to a
common desired state (i.e., within a convex hull spanned by social leaders).
Mittag-Leffler stability methods are used to prove asymptotic stability of the
networked fractional-order system.
|
[
{
"created": "Sun, 23 Feb 2014 18:13:47 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Kan",
"Zhen",
""
],
[
"Klotz",
"Justin",
""
],
[
"Pasiliao",
"Eduardo L.",
"Jr"
],
[
"Dixon",
"Warren E.",
""
]
] |
[
-0.019499123096466064,
-0.06205780431628227,
0.028433727100491524,
-0.04455430805683136,
0.0286790169775486,
-0.051180217415094376,
-0.050614308565855026,
-0.01045056339353323,
0.05763233080506325,
0.004153510555624962,
0.012629841454327106,
0.07446735352277756,
0.02154317870736122,
0.014495017938315868,
-0.05984247103333473,
0.023242484778165817,
0.05614233762025833,
0.024259841069579124,
-0.058090850710868835,
0.013226756826043129,
-0.04891826584935188,
-0.05011933296918869,
-0.044148266315460205,
0.01872474141418934,
0.05163265019655228,
0.0018150126561522484,
-0.007322417106479406,
0.000597788137383759,
0.05106299743056297,
-0.029535597190260887,
0.05022036284208298,
0.010688768699765205,
0.0007918474148027599,
-0.023623855784535408,
-0.08407735824584961,
-0.024696480482816696,
0.07095248997211456,
0.004210800863802433,
0.0011144229210913181,
0.040252748876810074,
0.0004902688669972122,
0.07692616432905197,
0.008362289518117905,
-0.025408858433365822,
-0.06029839813709259,
-0.02352127619087696,
-0.037195608019828796,
0.06387414783239365,
-0.09443464130163193,
0.004153809975832701,
-0.06764589995145798,
0.017126962542533875,
-0.07205645740032196,
-0.00007659468974452466,
0.03471669927239418,
-0.07278603315353394,
0.0006634826422668993,
-0.03205311298370361,
-0.0032664649188518524,
-0.0352616161108017,
-0.01047736220061779,
-0.012509822845458984,
-0.03209364414215088,
-0.014671015553176403,
-0.021535828709602356,
0.03328157961368561,
0.02748165838420391,
0.06394977867603302,
-0.024448618292808533,
0.026941414922475815,
0.1004895269870758,
-0.0932525098323822,
0.007356997579336166,
-0.01301734521985054,
0.02234901487827301,
-0.043212227523326874,
-0.0038541501853615046,
-0.05639394000172615,
-0.0058837044052779675,
0.010604958981275558,
-0.009124768897891045,
-0.0006611649878323078,
0.00949691142886877,
-0.04056112840771675,
-0.00037519301986321807,
-0.029680058360099792,
0.039938293397426605,
-0.031033240258693695,
0.07224327325820923,
0.07974057644605637,
-0.02579852007329464,
0.12582603096961975,
0.01429059635847807,
-0.10515002906322479,
0.06664858013391495,
-0.011472891084849834,
0.0067778220400214195,
0.032066766172647476,
-0.006553935818374157,
0.11275795102119446,
-0.029968954622745514,
-0.04725508764386177,
-0.03284163773059845,
-0.04364357143640518,
0.030051779001951218,
0.02764330618083477,
0.016985110938549042,
0.06873046606779099,
0.01626323163509369,
0.0514187291264534,
-0.11350540071725845,
-0.04089580476284027,
-0.054815053939819336,
0.07214117795228958,
-0.016270386055111885,
-0.23157688975334167,
0.09256624430418015,
-0.024053405970335007,
-0.005858858115971088,
-0.14228497445583344,
0.07579420506954193,
-0.07590176910161972,
0.04399983212351799,
0.010928994044661522,
0.07849428057670593,
0.06716115772724152,
-0.009970835410058498,
1.5281989512281186e-33,
-0.04431280493736267,
0.00475684180855751,
-0.0014597760746255517,
0.03928578644990921,
0.002564034191891551,
0.04276280850172043,
-0.024218721315264702,
-0.06823421269655228,
-0.07872293144464493,
-0.024721568450331688,
0.005494733341038227,
0.0343586765229702,
0.04777670279145241,
-0.031076325103640556,
0.008285965770483017,
-0.042297907173633575,
0.04385329410433769,
-0.021593572571873665,
0.007179128471761942,
-0.08211244642734528,
0.05008344724774361,
-0.006838115397840738,
0.014208558015525341,
-0.0017159522976726294,
0.006418819539248943,
-0.0718204602599144,
-0.04710828885436058,
0.0304067712277174,
0.030299479141831398,
0.0014669776428490877,
-0.010170107707381248,
0.046872273087501526,
0.026381326839327812,
-0.07703357934951782,
-0.00994923897087574,
0.07633096724748611,
0.014958268962800503,
-0.07529889047145844,
0.03625492379069328,
-0.04122868925333023,
-0.028854893520474434,
0.03596416115760803,
-0.031069114804267883,
-0.023891203105449677,
-0.022887004539370537,
0.04795939102768898,
-0.052537478506565094,
0.10917659103870392,
-0.08115013688802719,
-0.0934629887342453,
-0.06246642395853996,
-0.025794370099902153,
0.05625506862998009,
-0.04035557806491852,
0.01474598329514265,
-0.03355127573013306,
0.019375471398234367,
0.051826491951942444,
-0.01163514330983162,
0.012238778173923492,
0.011173800565302372,
-0.044178448617458344,
0.033770494163036346,
-0.016780203208327293,
0.1246328055858612,
0.007981508038938046,
-0.0820772722363472,
0.0066331857815384865,
0.04712459444999695,
-0.018311919644474983,
0.03754408285021782,
0.14021743834018707,
-0.021279562264680862,
0.05938411504030228,
-0.023606885224580765,
-0.024373942986130714,
-0.07204733788967133,
-0.020853282883763313,
-0.038476526737213135,
0.0019911194685846567,
-0.03810526430606842,
-0.15045593678951263,
-0.01876155473291874,
0.02284644916653633,
-0.023939646780490875,
-0.029734225943684578,
0.031629860401153564,
0.04985674098134041,
-0.005192809738218784,
0.03690635412931442,
-0.019086891785264015,
-0.06689787656068802,
0.13259118795394897,
0.06653276085853577,
-0.027852006256580353,
-1.4924614434047248e-33,
-0.06507525593042374,
-0.0024407305754721165,
0.06608673185110092,
0.07069525122642517,
0.047966454178094864,
-0.02130209282040596,
-0.04813506454229355,
-0.015362788923084736,
0.015956619754433632,
0.02134367637336254,
-0.023210106417536736,
0.024667080491781235,
0.048497993499040604,
0.019637569785118103,
0.08763477951288223,
-0.059779923409223557,
0.1113242506980896,
-0.023637928068637848,
-0.03710225597023964,
-0.02244073525071144,
-0.012075151316821575,
-0.034773699939250946,
-0.01685989834368229,
0.057362496852874756,
0.07797839492559433,
0.024505991488695145,
-0.04913312941789627,
0.04324893280863762,
-0.06239206716418266,
0.036883193999528885,
-0.012414669618010521,
-0.04963085427880287,
-0.01363014429807663,
-0.05694417655467987,
-0.01321501936763525,
0.06997472047805786,
-0.08316715061664581,
0.002357936231419444,
0.012901302427053452,
0.06737938523292542,
-0.06113756448030472,
-0.047056179493665695,
-0.05308094620704651,
0.0065115694887936115,
0.005877044051885605,
0.009784125722944736,
0.02453920990228653,
0.12030932307243347,
-0.1454600840806961,
-0.03076814115047455,
-0.016868410632014275,
0.0538407638669014,
-0.001157204620540142,
0.0998665988445282,
0.0030598260927945375,
0.0796675756573677,
0.07408609241247177,
0.02296219766139984,
0.10123659670352936,
-0.020153293386101723,
-0.06316305696964264,
0.02401425689458847,
-0.006549092475324869,
0.0015706506092101336,
-0.012400814332067966,
-0.02778899297118187,
0.057574618607759476,
-0.007480503059923649,
0.007362714037299156,
0.05435393005609512,
0.061441969126462936,
0.05810216814279556,
0.003865723265334964,
0.04192255809903145,
0.053404755890369415,
-0.06413095444440842,
0.010776876471936703,
0.07755432277917862,
-0.011460134759545326,
-0.012054264545440674,
-0.05852163955569267,
0.0836598128080368,
-0.0036438743118196726,
-0.09046271443367004,
-0.02648817002773285,
-0.052880432456731796,
0.07872841507196426,
0.06476614624261856,
0.06238596513867378,
-0.015941210091114044,
0.05721373111009598,
-0.015095804817974567,
-0.0020897092763334513,
-0.0064683957025408745,
0.016498250886797905,
-4.2804817468322653e-8,
-0.03590254485607147,
-0.0629430040717125,
0.034092016518116,
0.07448563724756241,
0.04044074937701225,
0.0770358070731163,
0.09310910105705261,
-0.05685008317232132,
0.0035746751818805933,
0.059318844228982925,
0.04336344450712204,
0.04086804762482643,
0.022598031908273697,
-0.12873899936676025,
0.044290073215961456,
-0.03193468227982521,
0.065939761698246,
-0.04914715513586998,
-0.029267247766256332,
-0.07881496101617813,
-0.05072107911109924,
-0.05509553477168083,
0.04044157266616821,
0.02655084803700447,
0.01846884749829769,
-0.08551093935966492,
-0.0886761024594307,
-0.0023052869364619255,
-0.019304104149341583,
0.0873834416270256,
-0.0369153767824173,
0.050728268921375275,
0.04309418052434921,
0.019932063296437263,
0.0321422703564167,
0.07568027079105377,
0.0035821583587676287,
0.03348730877041817,
0.031395744532346725,
0.028442319482564926,
0.03387525677680969,
0.07926592230796814,
0.030166907235980034,
-0.009567559696733952,
0.009514042176306248,
0.02620822563767433,
-0.04965491592884064,
-0.0671156644821167,
0.03801458328962326,
0.03127867728471756,
-0.023613356053829193,
0.013632374815642834,
-0.057463571429252625,
0.05821901559829712,
-0.004135699011385441,
-0.043698232620954514,
-0.015556552447378635,
0.0163622684776783,
0.008234694600105286,
0.0007931321742944419,
0.04812869429588318,
0.02535734325647354,
-0.07120832800865173,
-0.02963184379041195
] | null | null | null | null | null | null | null |
[
-0.019499123096466064,
-0.06205780431628227,
0.028433727100491524,
-0.04455430805683136,
0.0286790169775486,
-0.051180217415094376,
-0.050614308565855026,
-0.01045056339353323,
0.05763233080506325,
0.004153510555624962,
0.012629841454327106,
0.07446735352277756,
0.02154317870736122,
0.014495017938315868,
-0.05984247103333473,
0.023242484778165817,
0.05614233762025833,
0.024259841069579124,
-0.058090850710868835,
0.013226756826043129,
-0.04891826584935188,
-0.05011933296918869,
-0.044148266315460205,
0.01872474141418934,
0.05163265019655228,
0.0018150126561522484,
-0.007322417106479406,
0.000597788137383759,
0.05106299743056297,
-0.029535597190260887,
0.05022036284208298,
0.010688768699765205,
0.0007918474148027599,
-0.023623855784535408,
-0.08407735824584961,
-0.024696480482816696,
0.07095248997211456,
0.004210800863802433,
0.0011144229210913181,
0.040252748876810074,
0.0004902688669972122,
0.07692616432905197,
0.008362289518117905,
-0.025408858433365822,
-0.06029839813709259,
-0.02352127619087696,
-0.037195608019828796,
0.06387414783239365,
-0.09443464130163193,
0.004153809975832701,
-0.06764589995145798,
0.017126962542533875,
-0.07205645740032196,
-0.00007659468974452466,
0.03471669927239418,
-0.07278603315353394,
0.0006634826422668993,
-0.03205311298370361,
-0.0032664649188518524,
-0.0352616161108017,
-0.01047736220061779,
-0.012509822845458984,
-0.03209364414215088,
-0.014671015553176403,
-0.021535828709602356,
0.03328157961368561,
0.02748165838420391,
0.06394977867603302,
-0.024448618292808533,
0.026941414922475815,
0.1004895269870758,
-0.0932525098323822,
0.007356997579336166,
-0.01301734521985054,
0.02234901487827301,
-0.043212227523326874,
-0.0038541501853615046,
-0.05639394000172615,
-0.0058837044052779675,
0.010604958981275558,
-0.009124768897891045,
-0.0006611649878323078,
0.00949691142886877,
-0.04056112840771675,
-0.00037519301986321807,
-0.029680058360099792,
0.039938293397426605,
-0.031033240258693695,
0.07224327325820923,
0.07974057644605637,
-0.02579852007329464,
0.12582603096961975,
0.01429059635847807,
-0.10515002906322479,
0.06664858013391495,
-0.011472891084849834,
0.0067778220400214195,
0.032066766172647476,
-0.006553935818374157,
0.11275795102119446,
-0.029968954622745514,
-0.04725508764386177,
-0.03284163773059845,
-0.04364357143640518,
0.030051779001951218,
0.02764330618083477,
0.016985110938549042,
0.06873046606779099,
0.01626323163509369,
0.0514187291264534,
-0.11350540071725845,
-0.04089580476284027,
-0.054815053939819336,
0.07214117795228958,
-0.016270386055111885,
-0.23157688975334167,
0.09256624430418015,
-0.024053405970335007,
-0.005858858115971088,
-0.14228497445583344,
0.07579420506954193,
-0.07590176910161972,
0.04399983212351799,
0.010928994044661522,
0.07849428057670593,
0.06716115772724152,
-0.009970835410058498,
1.5281989512281186e-33,
-0.04431280493736267,
0.00475684180855751,
-0.0014597760746255517,
0.03928578644990921,
0.002564034191891551,
0.04276280850172043,
-0.024218721315264702,
-0.06823421269655228,
-0.07872293144464493,
-0.024721568450331688,
0.005494733341038227,
0.0343586765229702,
0.04777670279145241,
-0.031076325103640556,
0.008285965770483017,
-0.042297907173633575,
0.04385329410433769,
-0.021593572571873665,
0.007179128471761942,
-0.08211244642734528,
0.05008344724774361,
-0.006838115397840738,
0.014208558015525341,
-0.0017159522976726294,
0.006418819539248943,
-0.0718204602599144,
-0.04710828885436058,
0.0304067712277174,
0.030299479141831398,
0.0014669776428490877,
-0.010170107707381248,
0.046872273087501526,
0.026381326839327812,
-0.07703357934951782,
-0.00994923897087574,
0.07633096724748611,
0.014958268962800503,
-0.07529889047145844,
0.03625492379069328,
-0.04122868925333023,
-0.028854893520474434,
0.03596416115760803,
-0.031069114804267883,
-0.023891203105449677,
-0.022887004539370537,
0.04795939102768898,
-0.052537478506565094,
0.10917659103870392,
-0.08115013688802719,
-0.0934629887342453,
-0.06246642395853996,
-0.025794370099902153,
0.05625506862998009,
-0.04035557806491852,
0.01474598329514265,
-0.03355127573013306,
0.019375471398234367,
0.051826491951942444,
-0.01163514330983162,
0.012238778173923492,
0.011173800565302372,
-0.044178448617458344,
0.033770494163036346,
-0.016780203208327293,
0.1246328055858612,
0.007981508038938046,
-0.0820772722363472,
0.0066331857815384865,
0.04712459444999695,
-0.018311919644474983,
0.03754408285021782,
0.14021743834018707,
-0.021279562264680862,
0.05938411504030228,
-0.023606885224580765,
-0.024373942986130714,
-0.07204733788967133,
-0.020853282883763313,
-0.038476526737213135,
0.0019911194685846567,
-0.03810526430606842,
-0.15045593678951263,
-0.01876155473291874,
0.02284644916653633,
-0.023939646780490875,
-0.029734225943684578,
0.031629860401153564,
0.04985674098134041,
-0.005192809738218784,
0.03690635412931442,
-0.019086891785264015,
-0.06689787656068802,
0.13259118795394897,
0.06653276085853577,
-0.027852006256580353,
-1.4924614434047248e-33,
-0.06507525593042374,
-0.0024407305754721165,
0.06608673185110092,
0.07069525122642517,
0.047966454178094864,
-0.02130209282040596,
-0.04813506454229355,
-0.015362788923084736,
0.015956619754433632,
0.02134367637336254,
-0.023210106417536736,
0.024667080491781235,
0.048497993499040604,
0.019637569785118103,
0.08763477951288223,
-0.059779923409223557,
0.1113242506980896,
-0.023637928068637848,
-0.03710225597023964,
-0.02244073525071144,
-0.012075151316821575,
-0.034773699939250946,
-0.01685989834368229,
0.057362496852874756,
0.07797839492559433,
0.024505991488695145,
-0.04913312941789627,
0.04324893280863762,
-0.06239206716418266,
0.036883193999528885,
-0.012414669618010521,
-0.04963085427880287,
-0.01363014429807663,
-0.05694417655467987,
-0.01321501936763525,
0.06997472047805786,
-0.08316715061664581,
0.002357936231419444,
0.012901302427053452,
0.06737938523292542,
-0.06113756448030472,
-0.047056179493665695,
-0.05308094620704651,
0.0065115694887936115,
0.005877044051885605,
0.009784125722944736,
0.02453920990228653,
0.12030932307243347,
-0.1454600840806961,
-0.03076814115047455,
-0.016868410632014275,
0.0538407638669014,
-0.001157204620540142,
0.0998665988445282,
0.0030598260927945375,
0.0796675756573677,
0.07408609241247177,
0.02296219766139984,
0.10123659670352936,
-0.020153293386101723,
-0.06316305696964264,
0.02401425689458847,
-0.006549092475324869,
0.0015706506092101336,
-0.012400814332067966,
-0.02778899297118187,
0.057574618607759476,
-0.007480503059923649,
0.007362714037299156,
0.05435393005609512,
0.061441969126462936,
0.05810216814279556,
0.003865723265334964,
0.04192255809903145,
0.053404755890369415,
-0.06413095444440842,
0.010776876471936703,
0.07755432277917862,
-0.011460134759545326,
-0.012054264545440674,
-0.05852163955569267,
0.0836598128080368,
-0.0036438743118196726,
-0.09046271443367004,
-0.02648817002773285,
-0.052880432456731796,
0.07872841507196426,
0.06476614624261856,
0.06238596513867378,
-0.015941210091114044,
0.05721373111009598,
-0.015095804817974567,
-0.0020897092763334513,
-0.0064683957025408745,
0.016498250886797905,
-4.2804817468322653e-8,
-0.03590254485607147,
-0.0629430040717125,
0.034092016518116,
0.07448563724756241,
0.04044074937701225,
0.0770358070731163,
0.09310910105705261,
-0.05685008317232132,
0.0035746751818805933,
0.059318844228982925,
0.04336344450712204,
0.04086804762482643,
0.022598031908273697,
-0.12873899936676025,
0.044290073215961456,
-0.03193468227982521,
0.065939761698246,
-0.04914715513586998,
-0.029267247766256332,
-0.07881496101617813,
-0.05072107911109924,
-0.05509553477168083,
0.04044157266616821,
0.02655084803700447,
0.01846884749829769,
-0.08551093935966492,
-0.0886761024594307,
-0.0023052869364619255,
-0.019304104149341583,
0.0873834416270256,
-0.0369153767824173,
0.050728268921375275,
0.04309418052434921,
0.019932063296437263,
0.0321422703564167,
0.07568027079105377,
0.0035821583587676287,
0.03348730877041817,
0.031395744532346725,
0.028442319482564926,
0.03387525677680969,
0.07926592230796814,
0.030166907235980034,
-0.009567559696733952,
0.009514042176306248,
0.02620822563767433,
-0.04965491592884064,
-0.0671156644821167,
0.03801458328962326,
0.03127867728471756,
-0.023613356053829193,
0.013632374815642834,
-0.057463571429252625,
0.05821901559829712,
-0.004135699011385441,
-0.043698232620954514,
-0.015556552447378635,
0.0163622684776783,
0.008234694600105286,
0.0007931321742944419,
0.04812869429588318,
0.02535734325647354,
-0.07120832800865173,
-0.02963184379041195
] |
1402.5645
|
Elshimaa Elgendi
|
Omar S. Soliman and Elshimaa A. R. Elgendi
|
A Hybrid Estimation of Distribution Algorithm with Random Walk local
Search for Multi-mode Resource-Constrained Project Scheduling problems
|
8 pages,0 figures, Published with International Journal of Computer
Trends and Technology (IJCTT). Omar S. Soliman, Elshimaa A.R. Elgendi. A
Hybrid Estimation of Distribution Algorithm with Random Walk local Search for
Multi-mode Resource-Constrained Project Scheduling problems. Inter J. of
Computer Trends and Tech(IJCTT)8(2):57-64,2014
| null |
10.14445/22312803/IJCTT-V8P111
| null |
cs.OH
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Multi-mode resource-constrained project scheduling problems (MRCPSPs) are
classified as NP-hard problems, in which a task has different execution modes
characterized by different resource requirements. Estimation of distribution
algorithm (EDA) has shown an effective performance for solving such real-world
optimization problems but it fails to find the desired optima. This paper
integrates a novel hybrid local search technique with EDA to enhance their
local search ability. The new local search is based on delete-then-insert
operator and a random walk (DIRW) to enhance exploitation abilities of EDA in
the neighborhoods of the search space. The proposed algorithm is capable to
explore and exploit the search mechanism in the search space through its outer
and inner loops. The proposed algorithm is tested and evaluated using benchmark
test problems of the project scheduling problem library PSPLIB. Simulation
results of the proposed algorithm are compared with the classical EDA
algorithm. The obtained results showed that the effectiveness of the proposed
algorithm and outperformed the compared EDA algorithm.
|
[
{
"created": "Sun, 23 Feb 2014 18:15:24 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Soliman",
"Omar S.",
""
],
[
"Elgendi",
"Elshimaa A. R.",
""
]
] |
[
-0.042167000472545624,
0.0099724056199193,
-0.017900770530104637,
0.010306247510015965,
0.004360892344266176,
-0.06596546620130539,
0.0066568064503371716,
-0.050073690712451935,
0.009715747088193893,
0.008390901610255241,
-0.04012388736009598,
0.05032321810722351,
0.017084430903196335,
0.055957067757844925,
0.0006228515994735062,
-0.009311218746006489,
0.01891777478158474,
-0.03482384607195854,
0.059543658047914505,
-0.056608349084854126,
0.09633079916238785,
-0.04030417278409004,
-0.028281083330512047,
-0.08400104194879532,
0.053200818598270416,
0.05923902615904808,
0.02658028155565262,
-0.07052155584096909,
0.046607375144958496,
0.0406351163983345,
0.04018102586269379,
-0.007161623332649469,
0.04772553965449333,
-0.025875527411699295,
0.1303330957889557,
0.10223983973264694,
-0.11626826226711273,
0.025054052472114563,
0.027213530614972115,
0.013449926860630512,
-0.039353396743535995,
0.05885971710085869,
0.008265974000096321,
-0.062128569930791855,
-0.016092797741293907,
-0.007716208230704069,
-0.09887216985225677,
-0.009031761437654495,
0.04404689744114876,
-0.0406360886991024,
0.006402721628546715,
-0.07639794051647186,
-0.04877626895904541,
-0.001987975323572755,
0.007767690345644951,
0.004584721755236387,
0.09651000052690506,
-0.02369322068989277,
0.012445256114006042,
0.004050504881888628,
0.008060836233198643,
-0.07281438261270523,
0.030231967568397522,
-0.03585768863558769,
0.10726997256278992,
-0.05046723410487175,
0.010266022756695747,
0.010837443172931671,
0.03861508145928383,
-0.046754688024520874,
-0.05361567437648773,
0.067842498421669,
-0.07116802036762238,
0.06558622419834137,
0.043642785400152206,
0.08810693025588989,
0.02699318714439869,
0.006520555820316076,
0.03254155069589615,
0.008177502080798149,
0.00047768710646778345,
0.032338399440050125,
-0.04764945060014725,
0.04286999627947807,
0.06704923510551453,
-0.01081005483865738,
-0.021669169887900352,
0.006344454362988472,
0.1589876115322113,
-0.017325589433312416,
0.04704531654715538,
0.017618296667933464,
-0.10942952334880829,
0.06793969124555588,
0.00005293193680699915,
-0.053988732397556305,
0.029268255457282066,
0.017158256843686104,
-0.02930968627333641,
0.012453886680305004,
-0.028832776471972466,
-0.03483108803629875,
0.034842271357774734,
-0.07081063091754913,
-0.05104077607393265,
0.004583842121064663,
-0.013527139090001583,
-0.0020614995155483484,
-0.06240395829081535,
-0.013419446535408497,
-0.02049960196018219,
0.02365032583475113,
0.038296621292829514,
-0.05826970189809799,
-0.07334017753601074,
0.05682545155286789,
-0.05854768678545952,
0.02169102430343628,
-0.06524387747049332,
0.047417592257261276,
-0.06988906860351562,
-0.03411407768726349,
0.015073075890541077,
-0.004648927133530378,
-0.014786023646593094,
-0.03093862347304821,
-0.04163325950503349,
7.6618951375337095e-34,
-0.004926573019474745,
-0.03592795878648758,
-0.02823655866086483,
-0.061415236443281174,
0.08465525507926941,
-0.05629870668053627,
0.09604638069868088,
0.1071910560131073,
0.0018341842805966735,
-0.04550871253013611,
0.012828139588236809,
-0.03170944005250931,
-0.024990443140268326,
0.014286009594798088,
0.0192573182284832,
0.0017392351292073727,
0.11953910440206528,
0.06969592720270157,
-0.07596781104803085,
0.01514657586812973,
0.011898491531610489,
-0.12500759959220886,
0.05878790467977524,
-0.07171256095170975,
0.08122508972883224,
-0.0017104371218010783,
0.11978203803300858,
-0.040827829390764236,
0.008761757053434849,
0.015725238248705864,
-0.08625586330890656,
-0.011652396991848946,
-0.018369358032941818,
0.08783531188964844,
-0.014691503718495369,
0.04402638226747513,
-0.003642683383077383,
-0.03791673481464386,
-0.0035374420695006847,
0.15762455761432648,
-0.05208718776702881,
0.012097364291548729,
0.017871703952550888,
-0.020480908453464508,
-0.034396179020404816,
-0.009129669517278671,
0.020391715690493584,
-0.009759080596268177,
0.03238348662853241,
-0.029597166925668716,
-0.0028520235791802406,
0.012995267286896706,
0.01669003628194332,
-0.010403638705611229,
0.020066037774086,
-0.036415815353393555,
0.05227424204349518,
0.05500911548733711,
0.08237585425376892,
0.11673350632190704,
0.012928458862006664,
0.05431652441620827,
0.007387366611510515,
0.04873056337237358,
0.00799394492059946,
-0.02484000474214554,
-0.020227693021297455,
-0.01945379562675953,
0.15641197562217712,
0.03157983720302582,
0.02021276019513607,
-0.04833653196692467,
0.061160970479249954,
0.008249863982200623,
0.03201965242624283,
-0.040534067898988724,
0.022957684472203255,
0.13998264074325562,
-0.012286395765841007,
-0.026325806975364685,
0.01642123982310295,
0.012380605563521385,
-0.020948363468050957,
-0.056555405259132385,
0.02302548848092556,
-0.047593310475349426,
-0.015233766287565231,
-0.022860033437609673,
-0.0713626891374588,
-0.09765549004077911,
0.034116361290216446,
0.030259093269705772,
-0.03392106294631958,
0.048736732453107834,
0.0497681200504303,
-1.2842802000126476e-33,
0.008109440095722675,
-0.03390553593635559,
0.06442232429981232,
-0.02592948079109192,
0.07720373570919037,
-0.01510270219296217,
-0.04768287390470505,
-0.12724000215530396,
0.025000866502523422,
0.09193003922700882,
-0.11498401314020157,
-0.08415565639734268,
-0.00232117366977036,
0.0685681626200676,
0.02564079314470291,
0.06473176181316376,
0.00932024884968996,
-0.021149465814232826,
-0.022004101425409317,
0.02559003420174122,
-0.04983862116932869,
0.10229715704917908,
-0.005852257367223501,
-0.0036943620070815086,
-0.018528306856751442,
-0.0588628314435482,
-0.018632255494594574,
-0.02847711555659771,
-0.0259607695043087,
-0.0023985332809388638,
-0.03334946185350418,
0.038432639092206955,
-0.15092045068740845,
0.06453292071819305,
-0.003762798383831978,
0.026360830292105675,
-0.06558241695165634,
0.07521899044513702,
0.056229736655950546,
0.11685682088136673,
0.04552264139056206,
0.0011488754535093904,
0.00808093510568142,
-0.04732466861605644,
-0.027158085256814957,
0.048186782747507095,
-0.021138055250048637,
-0.02083314210176468,
-0.00358957820571959,
-0.024238424375653267,
-0.02671629935503006,
0.017978696152567863,
-0.058806758373975754,
-0.006734909024089575,
0.05062121897935867,
-0.024544360116124153,
-0.11177932471036911,
0.0021958567667752504,
0.036427322775125504,
-0.009653197601437569,
0.050836142152547836,
-0.041849955916404724,
0.014352651312947273,
0.05526566132903099,
-0.10037007182836533,
0.049009229987859726,
0.06457982957363129,
-0.0868251696228981,
-0.03664726763963699,
0.03226789832115173,
-0.049380265176296234,
0.07400254160165787,
0.020783932879567146,
0.024668486788868904,
-0.09533701837062836,
0.06334014236927032,
0.016799883916974068,
0.057369399815797806,
0.04475388303399086,
-0.020748497918248177,
-0.06637343019247055,
0.0204356350004673,
-0.05021609738469124,
0.01171047706156969,
-0.08803173899650574,
0.0680621936917305,
0.009304863400757313,
0.005655454937368631,
0.01938485912978649,
-0.007167027797549963,
-0.002822633134201169,
-0.03311149403452873,
0.030418623238801956,
0.03993648663163185,
0.08063177019357681,
-5.1411838342119154e-8,
0.01990329474210739,
-0.03389863669872284,
-0.06843819469213486,
-0.0597139373421669,
0.08545595407485962,
-0.054892513900995255,
0.01414506696164608,
0.04934391751885414,
0.07392396777868271,
0.0030241678468883038,
0.08155764639377594,
-0.07798351347446442,
0.009552234783768654,
0.03873651102185249,
-0.09509891271591187,
-0.01824089139699936,
0.01129742432385683,
0.03764750063419342,
0.017437970265746117,
-0.011980563402175903,
0.03998684138059616,
0.008488611318171024,
0.08871933072805405,
0.04129945859313011,
-0.007426343392580748,
-0.01652161218225956,
0.05875266715884209,
-0.018551860004663467,
0.08709544688463211,
-0.028838487342000008,
-0.03432618826627731,
-0.01836138777434826,
-0.05782436579465866,
0.004054837394505739,
0.030106404796242714,
0.01863006129860878,
-0.015151345171034336,
0.02750231698155403,
-0.058926958590745926,
0.036962006241083145,
0.07442010939121246,
-0.013792450539767742,
0.04197878763079643,
-0.012167260982096195,
0.01711021363735199,
-0.0210514348000288,
-0.053263794630765915,
-0.047737445682287216,
0.0017395056784152985,
-0.08344527333974838,
-0.006999321281909943,
0.0013587643625214696,
-0.0777382031083107,
-0.020031077787280083,
0.03159543499350548,
0.04785248264670372,
-0.03005361184477806,
-0.0617094561457634,
0.022357072681188583,
-0.0015963391633704305,
-0.023173291236162186,
-0.03299397602677345,
-0.059395190328359604,
-0.03757224231958389
] | null | null | null | null | null | null | null |
[
-0.042167000472545624,
0.0099724056199193,
-0.017900770530104637,
0.010306247510015965,
0.004360892344266176,
-0.06596546620130539,
0.0066568064503371716,
-0.050073690712451935,
0.009715747088193893,
0.008390901610255241,
-0.04012388736009598,
0.05032321810722351,
0.017084430903196335,
0.055957067757844925,
0.0006228515994735062,
-0.009311218746006489,
0.01891777478158474,
-0.03482384607195854,
0.059543658047914505,
-0.056608349084854126,
0.09633079916238785,
-0.04030417278409004,
-0.028281083330512047,
-0.08400104194879532,
0.053200818598270416,
0.05923902615904808,
0.02658028155565262,
-0.07052155584096909,
0.046607375144958496,
0.0406351163983345,
0.04018102586269379,
-0.007161623332649469,
0.04772553965449333,
-0.025875527411699295,
0.1303330957889557,
0.10223983973264694,
-0.11626826226711273,
0.025054052472114563,
0.027213530614972115,
0.013449926860630512,
-0.039353396743535995,
0.05885971710085869,
0.008265974000096321,
-0.062128569930791855,
-0.016092797741293907,
-0.007716208230704069,
-0.09887216985225677,
-0.009031761437654495,
0.04404689744114876,
-0.0406360886991024,
0.006402721628546715,
-0.07639794051647186,
-0.04877626895904541,
-0.001987975323572755,
0.007767690345644951,
0.004584721755236387,
0.09651000052690506,
-0.02369322068989277,
0.012445256114006042,
0.004050504881888628,
0.008060836233198643,
-0.07281438261270523,
0.030231967568397522,
-0.03585768863558769,
0.10726997256278992,
-0.05046723410487175,
0.010266022756695747,
0.010837443172931671,
0.03861508145928383,
-0.046754688024520874,
-0.05361567437648773,
0.067842498421669,
-0.07116802036762238,
0.06558622419834137,
0.043642785400152206,
0.08810693025588989,
0.02699318714439869,
0.006520555820316076,
0.03254155069589615,
0.008177502080798149,
0.00047768710646778345,
0.032338399440050125,
-0.04764945060014725,
0.04286999627947807,
0.06704923510551453,
-0.01081005483865738,
-0.021669169887900352,
0.006344454362988472,
0.1589876115322113,
-0.017325589433312416,
0.04704531654715538,
0.017618296667933464,
-0.10942952334880829,
0.06793969124555588,
0.00005293193680699915,
-0.053988732397556305,
0.029268255457282066,
0.017158256843686104,
-0.02930968627333641,
0.012453886680305004,
-0.028832776471972466,
-0.03483108803629875,
0.034842271357774734,
-0.07081063091754913,
-0.05104077607393265,
0.004583842121064663,
-0.013527139090001583,
-0.0020614995155483484,
-0.06240395829081535,
-0.013419446535408497,
-0.02049960196018219,
0.02365032583475113,
0.038296621292829514,
-0.05826970189809799,
-0.07334017753601074,
0.05682545155286789,
-0.05854768678545952,
0.02169102430343628,
-0.06524387747049332,
0.047417592257261276,
-0.06988906860351562,
-0.03411407768726349,
0.015073075890541077,
-0.004648927133530378,
-0.014786023646593094,
-0.03093862347304821,
-0.04163325950503349,
7.6618951375337095e-34,
-0.004926573019474745,
-0.03592795878648758,
-0.02823655866086483,
-0.061415236443281174,
0.08465525507926941,
-0.05629870668053627,
0.09604638069868088,
0.1071910560131073,
0.0018341842805966735,
-0.04550871253013611,
0.012828139588236809,
-0.03170944005250931,
-0.024990443140268326,
0.014286009594798088,
0.0192573182284832,
0.0017392351292073727,
0.11953910440206528,
0.06969592720270157,
-0.07596781104803085,
0.01514657586812973,
0.011898491531610489,
-0.12500759959220886,
0.05878790467977524,
-0.07171256095170975,
0.08122508972883224,
-0.0017104371218010783,
0.11978203803300858,
-0.040827829390764236,
0.008761757053434849,
0.015725238248705864,
-0.08625586330890656,
-0.011652396991848946,
-0.018369358032941818,
0.08783531188964844,
-0.014691503718495369,
0.04402638226747513,
-0.003642683383077383,
-0.03791673481464386,
-0.0035374420695006847,
0.15762455761432648,
-0.05208718776702881,
0.012097364291548729,
0.017871703952550888,
-0.020480908453464508,
-0.034396179020404816,
-0.009129669517278671,
0.020391715690493584,
-0.009759080596268177,
0.03238348662853241,
-0.029597166925668716,
-0.0028520235791802406,
0.012995267286896706,
0.01669003628194332,
-0.010403638705611229,
0.020066037774086,
-0.036415815353393555,
0.05227424204349518,
0.05500911548733711,
0.08237585425376892,
0.11673350632190704,
0.012928458862006664,
0.05431652441620827,
0.007387366611510515,
0.04873056337237358,
0.00799394492059946,
-0.02484000474214554,
-0.020227693021297455,
-0.01945379562675953,
0.15641197562217712,
0.03157983720302582,
0.02021276019513607,
-0.04833653196692467,
0.061160970479249954,
0.008249863982200623,
0.03201965242624283,
-0.040534067898988724,
0.022957684472203255,
0.13998264074325562,
-0.012286395765841007,
-0.026325806975364685,
0.01642123982310295,
0.012380605563521385,
-0.020948363468050957,
-0.056555405259132385,
0.02302548848092556,
-0.047593310475349426,
-0.015233766287565231,
-0.022860033437609673,
-0.0713626891374588,
-0.09765549004077911,
0.034116361290216446,
0.030259093269705772,
-0.03392106294631958,
0.048736732453107834,
0.0497681200504303,
-1.2842802000126476e-33,
0.008109440095722675,
-0.03390553593635559,
0.06442232429981232,
-0.02592948079109192,
0.07720373570919037,
-0.01510270219296217,
-0.04768287390470505,
-0.12724000215530396,
0.025000866502523422,
0.09193003922700882,
-0.11498401314020157,
-0.08415565639734268,
-0.00232117366977036,
0.0685681626200676,
0.02564079314470291,
0.06473176181316376,
0.00932024884968996,
-0.021149465814232826,
-0.022004101425409317,
0.02559003420174122,
-0.04983862116932869,
0.10229715704917908,
-0.005852257367223501,
-0.0036943620070815086,
-0.018528306856751442,
-0.0588628314435482,
-0.018632255494594574,
-0.02847711555659771,
-0.0259607695043087,
-0.0023985332809388638,
-0.03334946185350418,
0.038432639092206955,
-0.15092045068740845,
0.06453292071819305,
-0.003762798383831978,
0.026360830292105675,
-0.06558241695165634,
0.07521899044513702,
0.056229736655950546,
0.11685682088136673,
0.04552264139056206,
0.0011488754535093904,
0.00808093510568142,
-0.04732466861605644,
-0.027158085256814957,
0.048186782747507095,
-0.021138055250048637,
-0.02083314210176468,
-0.00358957820571959,
-0.024238424375653267,
-0.02671629935503006,
0.017978696152567863,
-0.058806758373975754,
-0.006734909024089575,
0.05062121897935867,
-0.024544360116124153,
-0.11177932471036911,
0.0021958567667752504,
0.036427322775125504,
-0.009653197601437569,
0.050836142152547836,
-0.041849955916404724,
0.014352651312947273,
0.05526566132903099,
-0.10037007182836533,
0.049009229987859726,
0.06457982957363129,
-0.0868251696228981,
-0.03664726763963699,
0.03226789832115173,
-0.049380265176296234,
0.07400254160165787,
0.020783932879567146,
0.024668486788868904,
-0.09533701837062836,
0.06334014236927032,
0.016799883916974068,
0.057369399815797806,
0.04475388303399086,
-0.020748497918248177,
-0.06637343019247055,
0.0204356350004673,
-0.05021609738469124,
0.01171047706156969,
-0.08803173899650574,
0.0680621936917305,
0.009304863400757313,
0.005655454937368631,
0.01938485912978649,
-0.007167027797549963,
-0.002822633134201169,
-0.03311149403452873,
0.030418623238801956,
0.03993648663163185,
0.08063177019357681,
-5.1411838342119154e-8,
0.01990329474210739,
-0.03389863669872284,
-0.06843819469213486,
-0.0597139373421669,
0.08545595407485962,
-0.054892513900995255,
0.01414506696164608,
0.04934391751885414,
0.07392396777868271,
0.0030241678468883038,
0.08155764639377594,
-0.07798351347446442,
0.009552234783768654,
0.03873651102185249,
-0.09509891271591187,
-0.01824089139699936,
0.01129742432385683,
0.03764750063419342,
0.017437970265746117,
-0.011980563402175903,
0.03998684138059616,
0.008488611318171024,
0.08871933072805405,
0.04129945859313011,
-0.007426343392580748,
-0.01652161218225956,
0.05875266715884209,
-0.018551860004663467,
0.08709544688463211,
-0.028838487342000008,
-0.03432618826627731,
-0.01836138777434826,
-0.05782436579465866,
0.004054837394505739,
0.030106404796242714,
0.01863006129860878,
-0.015151345171034336,
0.02750231698155403,
-0.058926958590745926,
0.036962006241083145,
0.07442010939121246,
-0.013792450539767742,
0.04197878763079643,
-0.012167260982096195,
0.01711021363735199,
-0.0210514348000288,
-0.053263794630765915,
-0.047737445682287216,
0.0017395056784152985,
-0.08344527333974838,
-0.006999321281909943,
0.0013587643625214696,
-0.0777382031083107,
-0.020031077787280083,
0.03159543499350548,
0.04785248264670372,
-0.03005361184477806,
-0.0617094561457634,
0.022357072681188583,
-0.0015963391633704305,
-0.023173291236162186,
-0.03299397602677345,
-0.059395190328359604,
-0.03757224231958389
] |
1402.5646
|
Natasha Morrison
|
Natasha Morrison, Jonathan A. Noel, Alex Scott
|
On Saturated $k$-Sperner Systems
|
17 pages
|
Electron. J. Combin. 21(3) (2014), #P3.22
| null | null |
math.CO cs.DM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Given a set $X$, a collection $\mathcal{F}\subseteq\mathcal{P}(X)$ is said to
be $k$-Sperner if it does not contain a chain of length $k+1$ under set
inclusion and it is saturated if it is maximal with respect to this property.
Gerbner et al. conjectured that, if $|X|$ is sufficiently large with respect to
$k$, then the minimum size of a saturated $k$-Sperner system
$\mathcal{F}\subseteq\mathcal{P}(X)$ is $2^{k-1}$. We disprove this conjecture
by showing that there exists $\varepsilon>0$ such that for every $k$ and $|X|
\geq n_0(k)$ there exists a saturated $k$-Sperner system
$\mathcal{F}\subseteq\mathcal{P}(X)$ with cardinality at most
$2^{(1-\varepsilon)k}$.
A collection $\mathcal{F}\subseteq \mathcal{P}(X)$ is said to be an
oversaturated $k$-Sperner system if, for every
$S\in\mathcal{P}(X)\setminus\mathcal{F}$, $\mathcal{F}\cup\{S\}$ contains more
chains of length $k+1$ than $\mathcal{F}$. Gerbner et al. proved that, if
$|X|\geq k$, then the smallest such collection contains between $2^{k/2-1}$ and
$O\left(\frac{\log{k}}{k}2^k\right)$ elements. We show that if $|X|\geq k^2+k$,
then the lower bound is best possible, up to a polynomial factor.
|
[
{
"created": "Sun, 23 Feb 2014 18:17:48 GMT",
"version": "v1"
},
{
"created": "Thu, 24 Jul 2014 21:54:25 GMT",
"version": "v2"
}
] |
2014-08-22
|
[
[
"Morrison",
"Natasha",
""
],
[
"Noel",
"Jonathan A.",
""
],
[
"Scott",
"Alex",
""
]
] |
[
-0.002146524842828512,
-0.03186342120170593,
0.0007896972820162773,
-0.022605447098612785,
0.016676388680934906,
-0.01577325537800789,
0.05188373103737831,
0.034517042338848114,
-0.04509748890995979,
-0.004511689301580191,
-0.062073715031147,
0.01159882266074419,
0.10775531083345413,
0.0026836914476007223,
-0.009839219972491264,
0.013034406118094921,
0.05895550921559334,
-0.039935845881700516,
0.05506389960646629,
0.042691510170698166,
-0.018872227519750595,
-0.022581221535801888,
-0.03610219433903694,
0.0360894575715065,
-0.0713777169585228,
-0.06360726058483124,
-0.04716752469539642,
-0.0756777822971344,
-0.01716873236000538,
0.02216263860464096,
-0.06141943112015724,
0.02710762433707714,
0.026068776845932007,
0.0007656601956114173,
0.08624932169914246,
0.022367827594280243,
-0.017405567690730095,
0.03573821857571602,
-0.019616566598415375,
0.0381011888384819,
0.051152877509593964,
0.030388563871383667,
0.005212975665926933,
0.02329525537788868,
-0.05892220884561539,
0.009278111159801483,
0.01195133849978447,
0.024246953427791595,
-0.12507472932338715,
-0.1000145673751831,
0.02217540144920349,
0.01818578504025936,
0.06329679489135742,
0.03916017338633537,
0.07450038194656372,
-0.055702414363622665,
-0.0831526592373848,
-0.03306734189391136,
-0.026014426723122597,
0.048334185034036636,
0.02159942500293255,
-0.02844068966805935,
-0.05053098127245903,
-0.08402267843484879,
0.08801886439323425,
0.054893750697374344,
0.1015067771077156,
0.04479691758751869,
-0.02425588108599186,
0.11248867958784103,
0.0490640327334404,
0.04174471274018288,
-0.0006245776894502342,
0.0986584946513176,
0.050370171666145325,
-0.009435093961656094,
0.02452749013900757,
0.0015138026792556047,
-0.04118966683745384,
-0.09637816250324249,
-0.03835074231028557,
-0.010403268039226532,
-0.0942685455083847,
-0.06869721412658691,
-0.03950010985136032,
-0.11625242233276367,
-0.024426769465208054,
-0.050520725548267365,
0.05817345157265663,
0.020315520465373993,
-0.053776200860738754,
0.008002632297575474,
0.03740141913294792,
0.03394895792007446,
-0.014907031320035458,
-0.0426221638917923,
0.02597285993397236,
0.052104149013757706,
0.021782638505101204,
0.030052056536078453,
-0.007904184982180595,
0.06925502419471741,
0.051778972148895264,
-0.07162792980670929,
0.0074015394784510136,
-0.00978707056492567,
-0.10312800109386444,
0.005106249358505011,
0.014580510556697845,
0.05957398563623428,
0.025931494310498238,
-0.05729980021715164,
0.0028257458470761776,
-0.04330011084675789,
-0.011938516981899738,
-0.034548401832580566,
0.04463374987244606,
-0.04450710862874985,
-0.06402631103992462,
-0.02823139727115631,
0.05196625739336014,
0.04202328994870186,
-0.045543890446424484,
0.03181162104010582,
-0.00037549855187535286,
0.029624776914715767,
0.04211898893117905,
3.199947986881709e-33,
0.025732142850756645,
-0.0003513090487103909,
0.08996780216693878,
-0.00023570454504806548,
0.051413074135780334,
-0.020533598959445953,
0.048032861202955246,
-0.01295666303485632,
-0.0666416734457016,
0.0069364882074296474,
0.018295753747224808,
0.030407320708036423,
0.016366561874747276,
0.03533131629228592,
0.07212036103010178,
-0.03520219400525093,
0.06052560731768608,
-0.0025065287481993437,
0.013442504219710827,
-0.023154903203248978,
0.007639423478394747,
0.0055797589011490345,
-0.002912276890128851,
-0.0409492626786232,
-0.013291440904140472,
-0.0835702121257782,
0.052749063819646835,
-0.007963588461279869,
-0.07920953631401062,
-0.014094099402427673,
-0.050428397953510284,
0.006393151823431253,
0.06514204293489456,
0.06132769584655762,
-0.010108038783073425,
-0.037012506276369095,
-0.01886676996946335,
-0.04418701305985451,
-0.01993430405855179,
-0.10443007200956345,
-0.021366335451602936,
-0.0009390840423293412,
0.05744774267077446,
0.08058544248342514,
0.008620488457381725,
-0.056971918791532516,
-0.010993380099534988,
-0.006774876266717911,
-0.030339820310473442,
0.032801687717437744,
0.05005249008536339,
0.012238401919603348,
-0.05746591463685036,
0.011914299800992012,
0.0014641688903793693,
-0.025932369753718376,
0.02660287357866764,
0.04200797528028488,
0.0954345241189003,
0.048618562519550323,
-0.022105218842625618,
-0.04227243736386299,
-0.024340033531188965,
0.041017524898052216,
-0.003853599773719907,
0.02079501748085022,
-0.0813523530960083,
-0.13354088366031647,
0.04935138672590256,
-0.015109951607882977,
-0.021749073639512062,
0.09004973620176315,
0.0317348912358284,
-0.05332356318831444,
0.0471661202609539,
-0.026978619396686554,
0.0124258603900671,
-0.08174211531877518,
-0.10105962306261063,
0.02454359456896782,
-0.02743452414870262,
-0.08778835088014603,
0.030881699174642563,
0.04100251942873001,
-0.05143354460597038,
-0.05630961060523987,
0.004392866510897875,
0.08064892143011093,
-0.008317007683217525,
-0.006610987242311239,
-0.053025972098112106,
-0.046196434646844864,
-0.004442931152880192,
-0.08647644519805908,
0.021740932017564774,
-2.7509919804851294e-33,
0.020437495782971382,
-0.02443796582520008,
0.03388172388076782,
0.11513777077198029,
0.020314449444413185,
0.0010071647120639682,
0.05621613189578056,
0.07943955063819885,
-0.07459557801485062,
-0.07228022813796997,
0.023616202175617218,
0.10333187878131866,
0.05463045462965965,
-0.01298381295055151,
-0.029343534260988235,
0.08340053260326385,
0.02488798275589943,
0.03687097877264023,
0.023772990331053734,
-0.0065899998880922794,
0.03555779904127121,
-0.00971992313861847,
0.0022290332708507776,
0.06758401542901993,
-0.0033597364090383053,
0.03977663815021515,
-0.06313259899616241,
0.07715075463056564,
-0.07180292159318924,
0.03105955570936203,
0.01245118211954832,
-0.03504781797528267,
-0.09211844950914383,
-0.005918604787439108,
-0.007388738915324211,
-0.04500835761427879,
0.059467557817697525,
0.11027275770902634,
-0.09777028113603592,
0.038004495203495026,
-0.03472800925374031,
-0.010464838705956936,
-0.0834655687212944,
0.05888630822300911,
0.027595551684498787,
-0.048471275717020035,
0.03092089854180813,
-0.03385857492685318,
0.04622578248381615,
-0.032581016421318054,
0.0278667863458395,
0.010767592117190361,
0.05297032743692398,
0.07718586176633835,
0.09563880413770676,
-0.059862490743398666,
-0.08832644671201706,
0.07072000205516815,
0.08998600393533707,
-0.057134028524160385,
0.018179647624492645,
-0.0101320194080472,
-0.03747410699725151,
0.018739623948931694,
0.07918757200241089,
-0.1184173971414566,
-0.0700523778796196,
-0.036322012543678284,
-0.0011115531669929624,
0.030035126954317093,
-0.05029698461294174,
0.03674909844994545,
-0.017622917890548706,
-0.022915596142411232,
-0.07658520340919495,
0.08202678710222244,
0.032136835157871246,
0.021368710324168205,
-0.038774359971284866,
0.06874603033065796,
-0.06704447418451309,
-0.01441391371190548,
0.03799131512641907,
-0.027169715613126755,
0.10571550577878952,
-0.02761705033481121,
0.05954495817422867,
-0.029212957248091698,
0.014096909202635288,
-0.047631967812776566,
0.01289378385990858,
-0.014975137077271938,
0.04641712084412575,
-0.07348860800266266,
0.0037933457642793655,
-4.930237196276721e-8,
0.05040912702679634,
-0.02700163796544075,
-0.09050183743238449,
0.011196348816156387,
0.11114335060119629,
-0.07661139965057373,
0.061964549124240875,
0.10079147666692734,
0.0065294490195810795,
0.010594918392598629,
0.029916800558567047,
0.03544634208083153,
0.040988922119140625,
0.039573319256305695,
0.0694081038236618,
-0.041734255850315094,
-0.0011888097506016493,
0.035376958549022675,
-0.08629203587770462,
0.0005788197740912437,
-0.02947283163666725,
0.0054321372881531715,
-0.06373005360364914,
0.0064028166234493256,
-0.04333040490746498,
-0.05196848139166832,
0.08855794370174408,
-0.014002845622599125,
0.03381695598363876,
0.023339509963989258,
-0.00041981623508036137,
-0.04062412679195404,
0.0423676073551178,
0.02941545844078064,
0.09281858056783676,
0.05717414245009422,
-0.17943601310253143,
0.06899969279766083,
-0.03703147917985916,
-0.01429213397204876,
-0.04178342595696449,
-0.06789125502109528,
-0.05591109022498131,
0.033376194536685944,
0.028410986065864563,
-0.08170651644468307,
-0.0942976176738739,
0.0340489037334919,
0.0672772079706192,
0.020087357610464096,
0.004711418878287077,
0.09510631859302521,
-0.022921700030565262,
-0.06862933933734894,
0.023661835119128227,
0.019669681787490845,
-0.013958802446722984,
-0.013149896636605263,
-0.04247184842824936,
-0.05588856339454651,
0.008436200208961964,
-0.01357524935156107,
-0.020290547981858253,
0.06677596271038055
] | null | null | null | null | null | null | null |
[
-0.002146524842828512,
-0.03186342120170593,
0.0007896972820162773,
-0.022605447098612785,
0.016676388680934906,
-0.01577325537800789,
0.05188373103737831,
0.034517042338848114,
-0.04509748890995979,
-0.004511689301580191,
-0.062073715031147,
0.01159882266074419,
0.10775531083345413,
0.0026836914476007223,
-0.009839219972491264,
0.013034406118094921,
0.05895550921559334,
-0.039935845881700516,
0.05506389960646629,
0.042691510170698166,
-0.018872227519750595,
-0.022581221535801888,
-0.03610219433903694,
0.0360894575715065,
-0.0713777169585228,
-0.06360726058483124,
-0.04716752469539642,
-0.0756777822971344,
-0.01716873236000538,
0.02216263860464096,
-0.06141943112015724,
0.02710762433707714,
0.026068776845932007,
0.0007656601956114173,
0.08624932169914246,
0.022367827594280243,
-0.017405567690730095,
0.03573821857571602,
-0.019616566598415375,
0.0381011888384819,
0.051152877509593964,
0.030388563871383667,
0.005212975665926933,
0.02329525537788868,
-0.05892220884561539,
0.009278111159801483,
0.01195133849978447,
0.024246953427791595,
-0.12507472932338715,
-0.1000145673751831,
0.02217540144920349,
0.01818578504025936,
0.06329679489135742,
0.03916017338633537,
0.07450038194656372,
-0.055702414363622665,
-0.0831526592373848,
-0.03306734189391136,
-0.026014426723122597,
0.048334185034036636,
0.02159942500293255,
-0.02844068966805935,
-0.05053098127245903,
-0.08402267843484879,
0.08801886439323425,
0.054893750697374344,
0.1015067771077156,
0.04479691758751869,
-0.02425588108599186,
0.11248867958784103,
0.0490640327334404,
0.04174471274018288,
-0.0006245776894502342,
0.0986584946513176,
0.050370171666145325,
-0.009435093961656094,
0.02452749013900757,
0.0015138026792556047,
-0.04118966683745384,
-0.09637816250324249,
-0.03835074231028557,
-0.010403268039226532,
-0.0942685455083847,
-0.06869721412658691,
-0.03950010985136032,
-0.11625242233276367,
-0.024426769465208054,
-0.050520725548267365,
0.05817345157265663,
0.020315520465373993,
-0.053776200860738754,
0.008002632297575474,
0.03740141913294792,
0.03394895792007446,
-0.014907031320035458,
-0.0426221638917923,
0.02597285993397236,
0.052104149013757706,
0.021782638505101204,
0.030052056536078453,
-0.007904184982180595,
0.06925502419471741,
0.051778972148895264,
-0.07162792980670929,
0.0074015394784510136,
-0.00978707056492567,
-0.10312800109386444,
0.005106249358505011,
0.014580510556697845,
0.05957398563623428,
0.025931494310498238,
-0.05729980021715164,
0.0028257458470761776,
-0.04330011084675789,
-0.011938516981899738,
-0.034548401832580566,
0.04463374987244606,
-0.04450710862874985,
-0.06402631103992462,
-0.02823139727115631,
0.05196625739336014,
0.04202328994870186,
-0.045543890446424484,
0.03181162104010582,
-0.00037549855187535286,
0.029624776914715767,
0.04211898893117905,
3.199947986881709e-33,
0.025732142850756645,
-0.0003513090487103909,
0.08996780216693878,
-0.00023570454504806548,
0.051413074135780334,
-0.020533598959445953,
0.048032861202955246,
-0.01295666303485632,
-0.0666416734457016,
0.0069364882074296474,
0.018295753747224808,
0.030407320708036423,
0.016366561874747276,
0.03533131629228592,
0.07212036103010178,
-0.03520219400525093,
0.06052560731768608,
-0.0025065287481993437,
0.013442504219710827,
-0.023154903203248978,
0.007639423478394747,
0.0055797589011490345,
-0.002912276890128851,
-0.0409492626786232,
-0.013291440904140472,
-0.0835702121257782,
0.052749063819646835,
-0.007963588461279869,
-0.07920953631401062,
-0.014094099402427673,
-0.050428397953510284,
0.006393151823431253,
0.06514204293489456,
0.06132769584655762,
-0.010108038783073425,
-0.037012506276369095,
-0.01886676996946335,
-0.04418701305985451,
-0.01993430405855179,
-0.10443007200956345,
-0.021366335451602936,
-0.0009390840423293412,
0.05744774267077446,
0.08058544248342514,
0.008620488457381725,
-0.056971918791532516,
-0.010993380099534988,
-0.006774876266717911,
-0.030339820310473442,
0.032801687717437744,
0.05005249008536339,
0.012238401919603348,
-0.05746591463685036,
0.011914299800992012,
0.0014641688903793693,
-0.025932369753718376,
0.02660287357866764,
0.04200797528028488,
0.0954345241189003,
0.048618562519550323,
-0.022105218842625618,
-0.04227243736386299,
-0.024340033531188965,
0.041017524898052216,
-0.003853599773719907,
0.02079501748085022,
-0.0813523530960083,
-0.13354088366031647,
0.04935138672590256,
-0.015109951607882977,
-0.021749073639512062,
0.09004973620176315,
0.0317348912358284,
-0.05332356318831444,
0.0471661202609539,
-0.026978619396686554,
0.0124258603900671,
-0.08174211531877518,
-0.10105962306261063,
0.02454359456896782,
-0.02743452414870262,
-0.08778835088014603,
0.030881699174642563,
0.04100251942873001,
-0.05143354460597038,
-0.05630961060523987,
0.004392866510897875,
0.08064892143011093,
-0.008317007683217525,
-0.006610987242311239,
-0.053025972098112106,
-0.046196434646844864,
-0.004442931152880192,
-0.08647644519805908,
0.021740932017564774,
-2.7509919804851294e-33,
0.020437495782971382,
-0.02443796582520008,
0.03388172388076782,
0.11513777077198029,
0.020314449444413185,
0.0010071647120639682,
0.05621613189578056,
0.07943955063819885,
-0.07459557801485062,
-0.07228022813796997,
0.023616202175617218,
0.10333187878131866,
0.05463045462965965,
-0.01298381295055151,
-0.029343534260988235,
0.08340053260326385,
0.02488798275589943,
0.03687097877264023,
0.023772990331053734,
-0.0065899998880922794,
0.03555779904127121,
-0.00971992313861847,
0.0022290332708507776,
0.06758401542901993,
-0.0033597364090383053,
0.03977663815021515,
-0.06313259899616241,
0.07715075463056564,
-0.07180292159318924,
0.03105955570936203,
0.01245118211954832,
-0.03504781797528267,
-0.09211844950914383,
-0.005918604787439108,
-0.007388738915324211,
-0.04500835761427879,
0.059467557817697525,
0.11027275770902634,
-0.09777028113603592,
0.038004495203495026,
-0.03472800925374031,
-0.010464838705956936,
-0.0834655687212944,
0.05888630822300911,
0.027595551684498787,
-0.048471275717020035,
0.03092089854180813,
-0.03385857492685318,
0.04622578248381615,
-0.032581016421318054,
0.0278667863458395,
0.010767592117190361,
0.05297032743692398,
0.07718586176633835,
0.09563880413770676,
-0.059862490743398666,
-0.08832644671201706,
0.07072000205516815,
0.08998600393533707,
-0.057134028524160385,
0.018179647624492645,
-0.0101320194080472,
-0.03747410699725151,
0.018739623948931694,
0.07918757200241089,
-0.1184173971414566,
-0.0700523778796196,
-0.036322012543678284,
-0.0011115531669929624,
0.030035126954317093,
-0.05029698461294174,
0.03674909844994545,
-0.017622917890548706,
-0.022915596142411232,
-0.07658520340919495,
0.08202678710222244,
0.032136835157871246,
0.021368710324168205,
-0.038774359971284866,
0.06874603033065796,
-0.06704447418451309,
-0.01441391371190548,
0.03799131512641907,
-0.027169715613126755,
0.10571550577878952,
-0.02761705033481121,
0.05954495817422867,
-0.029212957248091698,
0.014096909202635288,
-0.047631967812776566,
0.01289378385990858,
-0.014975137077271938,
0.04641712084412575,
-0.07348860800266266,
0.0037933457642793655,
-4.930237196276721e-8,
0.05040912702679634,
-0.02700163796544075,
-0.09050183743238449,
0.011196348816156387,
0.11114335060119629,
-0.07661139965057373,
0.061964549124240875,
0.10079147666692734,
0.0065294490195810795,
0.010594918392598629,
0.029916800558567047,
0.03544634208083153,
0.040988922119140625,
0.039573319256305695,
0.0694081038236618,
-0.041734255850315094,
-0.0011888097506016493,
0.035376958549022675,
-0.08629203587770462,
0.0005788197740912437,
-0.02947283163666725,
0.0054321372881531715,
-0.06373005360364914,
0.0064028166234493256,
-0.04333040490746498,
-0.05196848139166832,
0.08855794370174408,
-0.014002845622599125,
0.03381695598363876,
0.023339509963989258,
-0.00041981623508036137,
-0.04062412679195404,
0.0423676073551178,
0.02941545844078064,
0.09281858056783676,
0.05717414245009422,
-0.17943601310253143,
0.06899969279766083,
-0.03703147917985916,
-0.01429213397204876,
-0.04178342595696449,
-0.06789125502109528,
-0.05591109022498131,
0.033376194536685944,
0.028410986065864563,
-0.08170651644468307,
-0.0942976176738739,
0.0340489037334919,
0.0672772079706192,
0.020087357610464096,
0.004711418878287077,
0.09510631859302521,
-0.022921700030565262,
-0.06862933933734894,
0.023661835119128227,
0.019669681787490845,
-0.013958802446722984,
-0.013149896636605263,
-0.04247184842824936,
-0.05588856339454651,
0.008436200208961964,
-0.01357524935156107,
-0.020290547981858253,
0.06677596271038055
] |
1402.5647
|
Mohamed El-Zawawy Dr.
|
Mohamed A. El-Zawawy, Eisa A. Aleisa
|
A new model for Context-Oriented Programs
|
9 pages, 6 figures
|
Mohamed A. El-Zawawy, Eisa A. Aleisa. A new model for
Context-Oriented Programs. Life Science Journal, 2013, 10(2), pp: 2515-2523
| null | null |
cs.PL cs.SE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Context-oriented programming (COP) is a new technique for programming that
allows changing the context in which commands execute as a program executes.
Compared to object-oriented programming (aspect-oriented programming), COP is
more flexible (modular and structured). This paper presents a precise
syntax-directed operational semantics for context-oriented programming with
layers, as realized by COP languages like ContextJ* and ContextL. Our language
model is built on Java enriched with layer concepts and activation and
deactivation of layer scopes. The paper also presents a static type system that
guarantees that typed programs do not get stuck. Using the means of the
proposed semantics, the mathematical correctness of the type system is
presented in the paper.
|
[
{
"created": "Sun, 23 Feb 2014 18:19:23 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"El-Zawawy",
"Mohamed A.",
""
],
[
"Aleisa",
"Eisa A.",
""
]
] |
[
-0.04830620437860489,
0.06797230243682861,
-0.0019602631218731403,
0.03492500260472298,
-0.0392838716506958,
-0.06817202270030975,
0.11958900094032288,
0.11349817365407944,
-0.10092692077159882,
-0.04247013479471207,
-0.046997517347335815,
-0.06935957074165344,
0.059689924120903015,
0.01589888334274292,
0.09536360949277878,
-0.05274297669529915,
0.12154366075992584,
0.06648320704698563,
-0.01170387677848339,
0.005299697630107403,
-0.02712717466056347,
0.03724149987101555,
-0.06151380017399788,
-0.04916331544518471,
-0.041788578033447266,
0.051092226058244705,
-0.04968385398387909,
-0.10715579241514206,
0.06049207225441933,
0.033385396003723145,
-0.033385492861270905,
0.12644252181053162,
0.04185006767511368,
0.12753774225711823,
-0.06007959321141243,
0.05992665886878967,
-0.0029568865429610014,
0.0016504792729392648,
-0.0747564285993576,
-0.050070833414793015,
-0.07573040574789047,
0.021605530753731728,
-0.02382609061896801,
0.016114672645926476,
-0.061516743153333664,
-0.07024729996919632,
-0.05289793759584427,
0.060875583440065384,
-0.03819744288921356,
0.0062688193283975124,
-0.05813949182629585,
-0.04783149063587189,
-0.09893421083688736,
-0.12950575351715088,
0.028454234823584557,
0.04181341081857681,
0.07317321002483368,
0.07432720065116882,
-0.029406607151031494,
-0.03997610881924629,
-0.06345568597316742,
0.061088815331459045,
-0.020291462540626526,
0.012982901185750961,
0.0031869695521891117,
-0.023309214040637016,
-0.005374038126319647,
0.029432425275444984,
0.11750627309083939,
-0.04751954972743988,
-0.04861360415816307,
0.05088653042912483,
-0.023557743057608604,
0.033021148294210434,
-0.05374094471335411,
-0.024036796763539314,
-0.004872906021773815,
0.0009786570444703102,
-0.00950571522116661,
-0.027595318853855133,
0.0567978136241436,
0.014340645633637905,
-0.058045048266649246,
0.0320587195456028,
0.03345464542508125,
0.01797950081527233,
0.019612031057476997,
0.022879377007484436,
0.045031700283288956,
0.09837718307971954,
-0.027565591037273407,
-0.0832752212882042,
0.10309998691082001,
0.012517769820988178,
0.07526686787605286,
-0.01364127267152071,
-0.02739604376256466,
-0.03752478212118149,
-0.027451755478978157,
0.06701117008924484,
0.04632560908794403,
0.02530636638402939,
-0.018783345818519592,
-0.058520521968603134,
0.028141193091869354,
0.00019412786059547216,
0.013350780121982098,
-0.00981516856700182,
-0.0009964480996131897,
-0.08013780415058136,
-0.006738599855452776,
-0.0033415628131479025,
-0.018674958497285843,
-0.13548414409160614,
-0.06881175935268402,
0.0213626641780138,
0.03294790908694267,
0.045371927320957184,
0.014652051031589508,
0.030495908111333847,
0.023577893152832985,
0.013523529283702374,
0.012021379545331001,
-0.06691563874483109,
0.014367243275046349,
-0.025010639801621437,
0.009870571084320545,
-1.2104176451367446e-33,
-0.0035395778249949217,
-0.078994981944561,
-0.025803059339523315,
0.06128212437033653,
0.022723957896232605,
0.019703660160303116,
0.06815194338560104,
-0.05417220667004585,
0.009567645378410816,
-0.05716833844780922,
0.06455076485872269,
0.004722735844552517,
-0.09356901049613953,
0.006364939268678427,
0.07357396185398102,
0.001223644707351923,
0.036047108471393585,
-0.011672010645270348,
-0.024228410795331,
-0.0191385205835104,
0.052304644137620926,
0.05216783657670021,
-0.047650206834077835,
0.03841109573841095,
0.06132199242711067,
0.07020403444766998,
0.001110561890527606,
-0.013538094237446785,
0.0008528119651600718,
0.027120713144540787,
0.014716379344463348,
-0.02645220048725605,
-0.047106269747018814,
0.07968498021364212,
-0.04834132269024849,
0.030959948897361755,
-0.0175798237323761,
-0.014660179615020752,
0.03871652111411095,
-0.07147872447967529,
-0.05713550001382828,
0.010357117280364037,
-0.009822557680308819,
0.02753065899014473,
-0.008846563287079334,
-0.048699893057346344,
-0.07726714760065079,
0.08901762962341309,
-0.0816221684217453,
0.0063575985841453075,
0.08665721863508224,
0.034668125212192535,
0.10881699621677399,
0.011273483745753765,
0.0038042906671762466,
0.016357792541384697,
-0.03253782540559769,
0.055358413606882095,
-0.006600686814635992,
0.08454469591379166,
0.05046449974179268,
0.021501237526535988,
-0.004994116723537445,
0.02222328819334507,
-0.019476722925901413,
-0.001123980968259275,
-0.019912725314497948,
-0.05590769648551941,
0.023429684340953827,
0.057175733149051666,
-0.00519039249047637,
0.07005878537893295,
-0.020873600617051125,
0.12043321132659912,
-0.0174811240285635,
0.028496555984020233,
-0.01814238727092743,
-0.04598255082964897,
-0.04658837988972664,
-0.030125152319669724,
0.02814100868999958,
0.01976015418767929,
0.0697774812579155,
0.052599385380744934,
0.020341970026493073,
-0.012611586600542068,
-0.02917303889989853,
0.04254179820418358,
0.013099812902510166,
-0.025866879150271416,
0.02818295732140541,
0.005342355463653803,
0.026933008804917336,
-0.02782389521598816,
0.021359482780098915,
-1.4824435683063303e-33,
0.027602409943938255,
0.013667394407093525,
-0.12647086381912231,
-0.07107873260974884,
-0.08130836486816406,
-0.09362034499645233,
0.029828131198883057,
0.0038992827758193016,
-0.12862583994865417,
0.017346985638141632,
-0.06518501043319702,
-0.01740148477256298,
0.046896763145923615,
-0.0028869626112282276,
0.05406172201037407,
-0.03364204615354538,
-0.10715614259243011,
-0.028336554765701294,
-0.04014274477958679,
0.059949371963739395,
-0.023742830380797386,
-0.04130109027028084,
-0.028968019410967827,
0.057641685009002686,
-0.00211748736910522,
-0.028801970183849335,
-0.13355597853660583,
0.025013277307152748,
-0.006916280835866928,
0.05496934428811073,
0.011423386633396149,
0.0137633066624403,
-0.021632282063364983,
-0.019988510757684708,
0.05365431308746338,
-0.07980427145957947,
0.04638649523258209,
0.01977722719311714,
-0.04212091863155365,
-0.03048057295382023,
0.02201465331017971,
-0.1328158676624298,
0.04695912450551987,
0.018217958509922028,
-0.003386535681784153,
0.03237999603152275,
0.007677590940147638,
0.03524048998951912,
-0.015825362876057625,
-0.0822664350271225,
-0.05039894953370094,
-0.04715392366051674,
0.010230428539216518,
-0.054127372801303864,
0.027498889714479446,
0.04299774020910263,
0.036781951785087585,
-0.052804190665483475,
0.01066259853541851,
0.0028026511427015066,
0.0062678540125489235,
-0.12132702022790909,
0.04482126608490944,
0.01222351286560297,
-0.00923193246126175,
-0.030466165393590927,
-0.003608877304941416,
-0.08327294141054153,
-0.08121054619550705,
-0.02579524740576744,
0.09183084964752197,
0.015999309718608856,
-0.09365614503622055,
-0.005148137919604778,
0.017986776307225227,
-0.0194789357483387,
0.04032154381275177,
-0.0009090700186789036,
0.04581378027796745,
0.03373771160840988,
0.058412324637174606,
-0.001855497364886105,
0.049254171550273895,
0.00876904372125864,
-0.018951551988720894,
0.04130227491259575,
-0.009579844772815704,
0.060310687869787216,
0.0007656298112124205,
0.071725033223629,
-0.04830446094274521,
0.049816738814115524,
-0.030801596119999886,
0.02324763312935829,
-0.06126618757843971,
-4.1147103502225946e-8,
-0.0018357622902840376,
0.010065705515444279,
0.025772780179977417,
0.030885497108101845,
-0.031491175293922424,
0.04811235889792442,
-0.04204989969730377,
-0.020270632579922676,
0.03322429955005646,
0.0037681825924664736,
-0.06554931402206421,
0.02372216433286667,
0.01799805648624897,
-0.06237766891717911,
0.011972016654908657,
0.02921276167035103,
0.02041325904428959,
-0.02972416579723358,
0.0016965604154393077,
0.025562042370438576,
0.03004995360970497,
0.004366649780422449,
-0.027460647746920586,
0.08180088549852371,
-0.0027148567605763674,
-0.017383825033903122,
0.05489010736346245,
0.1591174304485321,
0.09731847047805786,
0.029392890632152557,
0.004140583798289299,
0.032149408012628555,
-0.04307016730308533,
0.03408530354499817,
-0.06625960022211075,
0.022407542914152145,
0.08041111379861832,
-0.0034106671810150146,
-0.046773456037044525,
-0.0980994775891304,
-0.003533776616677642,
-0.03096902370452881,
0.0069110458716750145,
0.02793450653553009,
0.07178172469139099,
0.04093920812010765,
0.08043017983436584,
-0.028243200853466988,
-0.05548354238271713,
-0.013926399871706963,
-0.08363521099090576,
0.07212332636117935,
-0.08280614018440247,
0.03678186610341072,
-0.05010019987821579,
0.02374761365354061,
-0.05624357983469963,
-0.042161889374256134,
-0.02685319259762764,
0.046530671417713165,
-0.11127351969480515,
0.034886013716459274,
0.053990285843610764,
0.0031722558196634054
] | null | null | null | null | null | null | null |
[
-0.04830620437860489,
0.06797230243682861,
-0.0019602631218731403,
0.03492500260472298,
-0.0392838716506958,
-0.06817202270030975,
0.11958900094032288,
0.11349817365407944,
-0.10092692077159882,
-0.04247013479471207,
-0.046997517347335815,
-0.06935957074165344,
0.059689924120903015,
0.01589888334274292,
0.09536360949277878,
-0.05274297669529915,
0.12154366075992584,
0.06648320704698563,
-0.01170387677848339,
0.005299697630107403,
-0.02712717466056347,
0.03724149987101555,
-0.06151380017399788,
-0.04916331544518471,
-0.041788578033447266,
0.051092226058244705,
-0.04968385398387909,
-0.10715579241514206,
0.06049207225441933,
0.033385396003723145,
-0.033385492861270905,
0.12644252181053162,
0.04185006767511368,
0.12753774225711823,
-0.06007959321141243,
0.05992665886878967,
-0.0029568865429610014,
0.0016504792729392648,
-0.0747564285993576,
-0.050070833414793015,
-0.07573040574789047,
0.021605530753731728,
-0.02382609061896801,
0.016114672645926476,
-0.061516743153333664,
-0.07024729996919632,
-0.05289793759584427,
0.060875583440065384,
-0.03819744288921356,
0.0062688193283975124,
-0.05813949182629585,
-0.04783149063587189,
-0.09893421083688736,
-0.12950575351715088,
0.028454234823584557,
0.04181341081857681,
0.07317321002483368,
0.07432720065116882,
-0.029406607151031494,
-0.03997610881924629,
-0.06345568597316742,
0.061088815331459045,
-0.020291462540626526,
0.012982901185750961,
0.0031869695521891117,
-0.023309214040637016,
-0.005374038126319647,
0.029432425275444984,
0.11750627309083939,
-0.04751954972743988,
-0.04861360415816307,
0.05088653042912483,
-0.023557743057608604,
0.033021148294210434,
-0.05374094471335411,
-0.024036796763539314,
-0.004872906021773815,
0.0009786570444703102,
-0.00950571522116661,
-0.027595318853855133,
0.0567978136241436,
0.014340645633637905,
-0.058045048266649246,
0.0320587195456028,
0.03345464542508125,
0.01797950081527233,
0.019612031057476997,
0.022879377007484436,
0.045031700283288956,
0.09837718307971954,
-0.027565591037273407,
-0.0832752212882042,
0.10309998691082001,
0.012517769820988178,
0.07526686787605286,
-0.01364127267152071,
-0.02739604376256466,
-0.03752478212118149,
-0.027451755478978157,
0.06701117008924484,
0.04632560908794403,
0.02530636638402939,
-0.018783345818519592,
-0.058520521968603134,
0.028141193091869354,
0.00019412786059547216,
0.013350780121982098,
-0.00981516856700182,
-0.0009964480996131897,
-0.08013780415058136,
-0.006738599855452776,
-0.0033415628131479025,
-0.018674958497285843,
-0.13548414409160614,
-0.06881175935268402,
0.0213626641780138,
0.03294790908694267,
0.045371927320957184,
0.014652051031589508,
0.030495908111333847,
0.023577893152832985,
0.013523529283702374,
0.012021379545331001,
-0.06691563874483109,
0.014367243275046349,
-0.025010639801621437,
0.009870571084320545,
-1.2104176451367446e-33,
-0.0035395778249949217,
-0.078994981944561,
-0.025803059339523315,
0.06128212437033653,
0.022723957896232605,
0.019703660160303116,
0.06815194338560104,
-0.05417220667004585,
0.009567645378410816,
-0.05716833844780922,
0.06455076485872269,
0.004722735844552517,
-0.09356901049613953,
0.006364939268678427,
0.07357396185398102,
0.001223644707351923,
0.036047108471393585,
-0.011672010645270348,
-0.024228410795331,
-0.0191385205835104,
0.052304644137620926,
0.05216783657670021,
-0.047650206834077835,
0.03841109573841095,
0.06132199242711067,
0.07020403444766998,
0.001110561890527606,
-0.013538094237446785,
0.0008528119651600718,
0.027120713144540787,
0.014716379344463348,
-0.02645220048725605,
-0.047106269747018814,
0.07968498021364212,
-0.04834132269024849,
0.030959948897361755,
-0.0175798237323761,
-0.014660179615020752,
0.03871652111411095,
-0.07147872447967529,
-0.05713550001382828,
0.010357117280364037,
-0.009822557680308819,
0.02753065899014473,
-0.008846563287079334,
-0.048699893057346344,
-0.07726714760065079,
0.08901762962341309,
-0.0816221684217453,
0.0063575985841453075,
0.08665721863508224,
0.034668125212192535,
0.10881699621677399,
0.011273483745753765,
0.0038042906671762466,
0.016357792541384697,
-0.03253782540559769,
0.055358413606882095,
-0.006600686814635992,
0.08454469591379166,
0.05046449974179268,
0.021501237526535988,
-0.004994116723537445,
0.02222328819334507,
-0.019476722925901413,
-0.001123980968259275,
-0.019912725314497948,
-0.05590769648551941,
0.023429684340953827,
0.057175733149051666,
-0.00519039249047637,
0.07005878537893295,
-0.020873600617051125,
0.12043321132659912,
-0.0174811240285635,
0.028496555984020233,
-0.01814238727092743,
-0.04598255082964897,
-0.04658837988972664,
-0.030125152319669724,
0.02814100868999958,
0.01976015418767929,
0.0697774812579155,
0.052599385380744934,
0.020341970026493073,
-0.012611586600542068,
-0.02917303889989853,
0.04254179820418358,
0.013099812902510166,
-0.025866879150271416,
0.02818295732140541,
0.005342355463653803,
0.026933008804917336,
-0.02782389521598816,
0.021359482780098915,
-1.4824435683063303e-33,
0.027602409943938255,
0.013667394407093525,
-0.12647086381912231,
-0.07107873260974884,
-0.08130836486816406,
-0.09362034499645233,
0.029828131198883057,
0.0038992827758193016,
-0.12862583994865417,
0.017346985638141632,
-0.06518501043319702,
-0.01740148477256298,
0.046896763145923615,
-0.0028869626112282276,
0.05406172201037407,
-0.03364204615354538,
-0.10715614259243011,
-0.028336554765701294,
-0.04014274477958679,
0.059949371963739395,
-0.023742830380797386,
-0.04130109027028084,
-0.028968019410967827,
0.057641685009002686,
-0.00211748736910522,
-0.028801970183849335,
-0.13355597853660583,
0.025013277307152748,
-0.006916280835866928,
0.05496934428811073,
0.011423386633396149,
0.0137633066624403,
-0.021632282063364983,
-0.019988510757684708,
0.05365431308746338,
-0.07980427145957947,
0.04638649523258209,
0.01977722719311714,
-0.04212091863155365,
-0.03048057295382023,
0.02201465331017971,
-0.1328158676624298,
0.04695912450551987,
0.018217958509922028,
-0.003386535681784153,
0.03237999603152275,
0.007677590940147638,
0.03524048998951912,
-0.015825362876057625,
-0.0822664350271225,
-0.05039894953370094,
-0.04715392366051674,
0.010230428539216518,
-0.054127372801303864,
0.027498889714479446,
0.04299774020910263,
0.036781951785087585,
-0.052804190665483475,
0.01066259853541851,
0.0028026511427015066,
0.0062678540125489235,
-0.12132702022790909,
0.04482126608490944,
0.01222351286560297,
-0.00923193246126175,
-0.030466165393590927,
-0.003608877304941416,
-0.08327294141054153,
-0.08121054619550705,
-0.02579524740576744,
0.09183084964752197,
0.015999309718608856,
-0.09365614503622055,
-0.005148137919604778,
0.017986776307225227,
-0.0194789357483387,
0.04032154381275177,
-0.0009090700186789036,
0.04581378027796745,
0.03373771160840988,
0.058412324637174606,
-0.001855497364886105,
0.049254171550273895,
0.00876904372125864,
-0.018951551988720894,
0.04130227491259575,
-0.009579844772815704,
0.060310687869787216,
0.0007656298112124205,
0.071725033223629,
-0.04830446094274521,
0.049816738814115524,
-0.030801596119999886,
0.02324763312935829,
-0.06126618757843971,
-4.1147103502225946e-8,
-0.0018357622902840376,
0.010065705515444279,
0.025772780179977417,
0.030885497108101845,
-0.031491175293922424,
0.04811235889792442,
-0.04204989969730377,
-0.020270632579922676,
0.03322429955005646,
0.0037681825924664736,
-0.06554931402206421,
0.02372216433286667,
0.01799805648624897,
-0.06237766891717911,
0.011972016654908657,
0.02921276167035103,
0.02041325904428959,
-0.02972416579723358,
0.0016965604154393077,
0.025562042370438576,
0.03004995360970497,
0.004366649780422449,
-0.027460647746920586,
0.08180088549852371,
-0.0027148567605763674,
-0.017383825033903122,
0.05489010736346245,
0.1591174304485321,
0.09731847047805786,
0.029392890632152557,
0.004140583798289299,
0.032149408012628555,
-0.04307016730308533,
0.03408530354499817,
-0.06625960022211075,
0.022407542914152145,
0.08041111379861832,
-0.0034106671810150146,
-0.046773456037044525,
-0.0980994775891304,
-0.003533776616677642,
-0.03096902370452881,
0.0069110458716750145,
0.02793450653553009,
0.07178172469139099,
0.04093920812010765,
0.08043017983436584,
-0.028243200853466988,
-0.05548354238271713,
-0.013926399871706963,
-0.08363521099090576,
0.07212332636117935,
-0.08280614018440247,
0.03678186610341072,
-0.05010019987821579,
0.02374761365354061,
-0.05624357983469963,
-0.042161889374256134,
-0.02685319259762764,
0.046530671417713165,
-0.11127351969480515,
0.034886013716459274,
0.053990285843610764,
0.0031722558196634054
] |
1402.5666
|
Richard Combes
|
Richard Combes, Alexandre Proutiere
|
Dynamic Rate and Channel Selection in Cognitive Radio Systems
|
19 pages
| null | null | null |
cs.IT cs.LG math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we investigate dynamic channel and rate selection in cognitive
radio systems which exploit a large number of channels free from primary users.
In such systems, transmitters may rapidly change the selected (channel, rate)
pair to opportunistically learn and track the pair offering the highest
throughput. We formulate the problem of sequential channel and rate selection
as an online optimization problem, and show its equivalence to a {\it
structured} Multi-Armed Bandit problem. The structure stems from inherent
properties of the achieved throughput as a function of the selected channel and
rate. We derive fundamental performance limits satisfied by {\it any} channel
and rate adaptation algorithm, and propose algorithms that achieve (or
approach) these limits. In turn, the proposed algorithms optimally exploit the
inherent structure of the throughput. We illustrate the efficiency of our
algorithms using both test-bed and simulation experiments, in both stationary
and non-stationary radio environments. In stationary environments, the packet
successful transmission probabilities at the various channel and rate pairs do
not evolve over time, whereas in non-stationary environments, they may evolve.
In practical scenarios, the proposed algorithms are able to track the best
channel and rate quite accurately without the need of any explicit measurement
and feedback of the quality of the various channels.
|
[
{
"created": "Sun, 23 Feb 2014 20:16:41 GMT",
"version": "v1"
},
{
"created": "Mon, 12 May 2014 17:06:23 GMT",
"version": "v2"
}
] |
2014-05-13
|
[
[
"Combes",
"Richard",
""
],
[
"Proutiere",
"Alexandre",
""
]
] |
[
-0.009820195846259594,
-0.012419507838785648,
-0.08529876917600632,
-0.0035133776254951954,
0.015803176909685135,
-0.05363854393362999,
0.04064521566033363,
-0.012884432449936867,
0.05040382966399193,
0.02509135939180851,
-0.05553838238120079,
0.015494170598685741,
0.05042417719960213,
0.04086858779191971,
0.05493888631463051,
-0.043741680681705475,
0.1003071591258049,
0.010302117094397545,
-0.013219818472862244,
-0.02416766621172428,
-0.01967748813331127,
0.031203268095850945,
0.10457687824964523,
-0.0313967764377594,
0.06592657417058945,
-0.10852529108524323,
0.02558141015470028,
-0.023016735911369324,
0.00809311494231224,
0.02678976021707058,
0.012821291573345661,
-0.0009061710443347692,
0.047213535755872726,
-0.07011683285236359,
-0.0668400302529335,
-0.041919685900211334,
-0.047423530369997025,
-0.020246807485818863,
0.03104017861187458,
0.07340077310800552,
-0.07072300463914871,
0.023965125903487206,
-0.10081002861261368,
0.07824355363845825,
-0.07138726860284805,
-0.004125697538256645,
0.04491644725203514,
0.009145595133304596,
-0.0004162635304965079,
0.006793580949306488,
0.0010064683156087995,
0.03974455967545509,
0.003974745981395245,
0.09293658286333084,
-0.035214148461818695,
-0.002706091618165374,
-0.05864579230546951,
0.014333640225231647,
0.018015829846262932,
0.05014904588460922,
-0.03183867409825325,
-0.0765051320195198,
0.01895434595644474,
-0.023874158039689064,
-0.04637281969189644,
0.004715390037745237,
0.03090161457657814,
0.09421059489250183,
0.020858338102698326,
0.06200380623340607,
-0.04800545424222946,
0.015338585712015629,
-0.005216445308178663,
0.0053627984598279,
0.0937914103269577,
-0.026756651699543,
-0.023155661299824715,
0.024054788053035736,
0.06863318383693695,
0.00990275852382183,
-0.021559828892350197,
-0.04818052425980568,
-0.033277712762355804,
-0.07189242541790009,
0.10323605686426163,
-0.0443924143910408,
-0.03231055289506912,
0.03157889097929001,
0.12143827974796295,
-0.08091141283512115,
-0.10470092296600342,
0.026409558951854706,
-0.04083795100450516,
0.023195780813694,
0.006713528651744127,
0.012562955729663372,
-0.002589876065030694,
-0.024758150801062584,
0.0025656241923570633,
0.06721621006727219,
0.034125082194805145,
0.017845816910266876,
-0.01537569984793663,
-0.03952161967754364,
-0.04043903574347496,
-0.056571684777736664,
0.05400412529706955,
0.10292237251996994,
0.10584361851215363,
-0.013802977278828621,
0.025523507967591286,
0.038724031299352646,
0.0366562120616436,
0.019238172098994255,
-0.015375456772744656,
0.1442786306142807,
0.030667979270219803,
0.00939127430319786,
-0.040518391877412796,
0.11686328798532486,
-0.02815875969827175,
-0.10122205317020416,
0.03055495209991932,
0.03537685424089432,
0.026378175243735313,
0.012233857996761799,
0.01943947561085224,
2.1643002245135814e-34,
-0.02741505764424801,
0.037143491208553314,
0.0017131684580817819,
-0.04977135360240936,
-0.024419086053967476,
-0.042195115238428116,
0.07680570334196091,
0.024473248049616814,
-0.013448606245219707,
0.011794472113251686,
-0.03710946813225746,
0.00555657222867012,
-0.05609870329499245,
0.06847885996103287,
0.05267559364438057,
-0.032027553766965866,
-0.1384357362985611,
0.0289172250777483,
0.049168962985277176,
-0.07490044832229614,
0.09196928888559341,
-0.026551196351647377,
-0.02741418406367302,
-0.09014983475208282,
0.08354592323303223,
0.008555100299417973,
-0.08997734636068344,
-0.013792756013572216,
0.07496731728315353,
0.011690453626215458,
-0.0028108160477131605,
-0.04750550165772438,
-0.04271663725376129,
0.030801739543676376,
-0.010948339477181435,
0.0019744583405554295,
-0.024895865470170975,
0.029175082221627235,
-0.07617346942424774,
0.0000010704777650971664,
0.015776101499795914,
-0.019617248326539993,
0.019286951050162315,
0.06895610690116882,
-0.035940781235694885,
-0.10667524486780167,
0.010033948346972466,
-0.012270171195268631,
-0.09512647241353989,
-0.04151511192321777,
-0.023418061435222626,
0.01829749532043934,
-0.05558415874838829,
0.020575517788529396,
0.049872029572725296,
0.04433150589466095,
-0.05030827596783638,
0.09235376119613647,
-0.004150156397372484,
0.11098604649305344,
0.010479331947863102,
-0.025837743654847145,
-0.02503565140068531,
0.02656448446214199,
0.035819657146930695,
0.0244011078029871,
0.0018565892241895199,
0.026085497811436653,
0.05071497708559036,
0.008160362020134926,
0.03583725169301033,
-0.010735791176557541,
-0.019197212532162666,
-0.0719393640756607,
0.01246483065187931,
0.03417795151472092,
0.08865934610366821,
-0.004784016869962215,
-0.08637406677007675,
-0.0036262834910303354,
0.009417775087058544,
-0.003941623959690332,
-0.03210631385445595,
-0.016110287979245186,
0.02346671186387539,
0.017919253557920456,
0.06200184300541878,
-0.10101868212223053,
-0.05222539231181145,
0.016606664285063744,
-0.07979732751846313,
0.09048979729413986,
-0.02712985686957836,
-0.019800294190645218,
0.05906284227967262,
-7.5512301504209645e-34,
-0.024072593078017235,
0.009219090454280376,
0.07798373699188232,
0.06436582654714584,
0.03288201987743378,
-0.06086786836385727,
-0.009249800816178322,
-0.06006650999188423,
-0.059324149042367935,
-0.08402469009160995,
-0.11046098917722702,
-0.031066453084349632,
0.006602918729186058,
0.01736355386674404,
-0.035692933946847916,
-0.026168007403612137,
-0.00541095994412899,
0.03655490651726723,
0.015500481240451336,
0.008432012982666492,
0.021152116358280182,
0.06385114789009094,
-0.04237288609147072,
-0.039694108068943024,
-0.02990604005753994,
0.02237575873732567,
0.04637444019317627,
0.0629037395119667,
0.025074904784560204,
-0.02403436042368412,
-0.07700450718402863,
0.0158686563372612,
-0.055057648569345474,
-0.027136316522955894,
0.03924848511815071,
0.10182245075702667,
0.07571933418512344,
0.09353459626436234,
-0.06642667949199677,
0.14538146555423737,
0.027305632829666138,
-0.017761629074811935,
-0.01142798736691475,
-0.042721621692180634,
0.021116437390446663,
0.026974152773618698,
-0.0764785185456276,
0.05892830342054367,
-0.017748801037669182,
0.0016138532664626837,
0.11861151456832886,
-0.003272565081715584,
-0.05117039009928703,
0.00499421963468194,
-0.07940836250782013,
0.004925287328660488,
0.007131629623472691,
0.036951929330825806,
0.08258995413780212,
0.0398198701441288,
-0.015556047670543194,
-0.02804885059595108,
-0.04600587859749794,
0.04387063905596733,
0.07361593842506409,
-0.03676038235425949,
0.04472677409648895,
0.05735271796584129,
0.012586737051606178,
0.07545395195484161,
-0.015796801075339317,
-0.025256365537643433,
-0.02792477421462536,
-0.010000165551900864,
0.05462939292192459,
0.08707544207572937,
-0.02725985459983349,
0.03316492959856987,
-0.04047675430774689,
-0.07768671214580536,
-0.05743148550391197,
0.09445792436599731,
-0.061197828501462936,
-0.0385495200753212,
0.008733229711651802,
0.0983516126871109,
0.042741917073726654,
0.04233420267701149,
-0.046483974903821945,
-0.14439815282821655,
0.05496883764863014,
-0.03625444322824478,
0.014650046825408936,
0.027920229360461235,
-0.07023025304079056,
-4.887148108423389e-8,
-0.04653127118945122,
-0.044281404465436935,
0.0485706552863121,
-0.01938123069703579,
0.11210276931524277,
0.03076358139514923,
0.030987398698925972,
-0.0005885662976652384,
-0.027534902095794678,
-0.058457933366298676,
-0.011598491109907627,
0.0454728938639164,
0.037055790424346924,
0.05766661465167999,
0.009330971166491508,
-0.02492629550397396,
-0.09337396919727325,
-0.09553088992834091,
0.008822910487651825,
-0.05755745619535446,
0.009935742244124413,
0.020078500732779503,
0.06202320754528046,
0.036989726126194,
-0.038043078035116196,
0.018328823149204254,
0.07384655624628067,
0.02943078614771366,
0.09949380904436111,
0.008638240396976471,
-0.016287298873066902,
0.02075728215277195,
-0.006166418548673391,
-0.008762862533330917,
-0.004575223196297884,
-0.030551845207810402,
-0.07247611880302429,
-0.023173842579126358,
-0.06724505126476288,
0.006194454152137041,
-0.03140508010983467,
-0.02245142124593258,
0.00214308500289917,
-0.06888424605131149,
-0.015107816085219383,
-0.019726477563381195,
-0.04050135612487793,
0.01904112659394741,
0.02810146100819111,
-0.06918211281299591,
0.047507669776678085,
0.019375281408429146,
-0.03214665502309799,
-0.07148811221122742,
0.044316329061985016,
-0.037367019802331924,
0.0044320086017251015,
-0.09317929297685623,
0.013877698220312595,
0.028283651918172836,
-0.05777393653988838,
0.04553486779332161,
-0.11486690491437912,
-0.030793238431215286
] | null | null | null | null | null | null | null |
[
-0.009820195846259594,
-0.012419507838785648,
-0.08529876917600632,
-0.0035133776254951954,
0.015803176909685135,
-0.05363854393362999,
0.04064521566033363,
-0.012884432449936867,
0.05040382966399193,
0.02509135939180851,
-0.05553838238120079,
0.015494170598685741,
0.05042417719960213,
0.04086858779191971,
0.05493888631463051,
-0.043741680681705475,
0.1003071591258049,
0.010302117094397545,
-0.013219818472862244,
-0.02416766621172428,
-0.01967748813331127,
0.031203268095850945,
0.10457687824964523,
-0.0313967764377594,
0.06592657417058945,
-0.10852529108524323,
0.02558141015470028,
-0.023016735911369324,
0.00809311494231224,
0.02678976021707058,
0.012821291573345661,
-0.0009061710443347692,
0.047213535755872726,
-0.07011683285236359,
-0.0668400302529335,
-0.041919685900211334,
-0.047423530369997025,
-0.020246807485818863,
0.03104017861187458,
0.07340077310800552,
-0.07072300463914871,
0.023965125903487206,
-0.10081002861261368,
0.07824355363845825,
-0.07138726860284805,
-0.004125697538256645,
0.04491644725203514,
0.009145595133304596,
-0.0004162635304965079,
0.006793580949306488,
0.0010064683156087995,
0.03974455967545509,
0.003974745981395245,
0.09293658286333084,
-0.035214148461818695,
-0.002706091618165374,
-0.05864579230546951,
0.014333640225231647,
0.018015829846262932,
0.05014904588460922,
-0.03183867409825325,
-0.0765051320195198,
0.01895434595644474,
-0.023874158039689064,
-0.04637281969189644,
0.004715390037745237,
0.03090161457657814,
0.09421059489250183,
0.020858338102698326,
0.06200380623340607,
-0.04800545424222946,
0.015338585712015629,
-0.005216445308178663,
0.0053627984598279,
0.0937914103269577,
-0.026756651699543,
-0.023155661299824715,
0.024054788053035736,
0.06863318383693695,
0.00990275852382183,
-0.021559828892350197,
-0.04818052425980568,
-0.033277712762355804,
-0.07189242541790009,
0.10323605686426163,
-0.0443924143910408,
-0.03231055289506912,
0.03157889097929001,
0.12143827974796295,
-0.08091141283512115,
-0.10470092296600342,
0.026409558951854706,
-0.04083795100450516,
0.023195780813694,
0.006713528651744127,
0.012562955729663372,
-0.002589876065030694,
-0.024758150801062584,
0.0025656241923570633,
0.06721621006727219,
0.034125082194805145,
0.017845816910266876,
-0.01537569984793663,
-0.03952161967754364,
-0.04043903574347496,
-0.056571684777736664,
0.05400412529706955,
0.10292237251996994,
0.10584361851215363,
-0.013802977278828621,
0.025523507967591286,
0.038724031299352646,
0.0366562120616436,
0.019238172098994255,
-0.015375456772744656,
0.1442786306142807,
0.030667979270219803,
0.00939127430319786,
-0.040518391877412796,
0.11686328798532486,
-0.02815875969827175,
-0.10122205317020416,
0.03055495209991932,
0.03537685424089432,
0.026378175243735313,
0.012233857996761799,
0.01943947561085224,
2.1643002245135814e-34,
-0.02741505764424801,
0.037143491208553314,
0.0017131684580817819,
-0.04977135360240936,
-0.024419086053967476,
-0.042195115238428116,
0.07680570334196091,
0.024473248049616814,
-0.013448606245219707,
0.011794472113251686,
-0.03710946813225746,
0.00555657222867012,
-0.05609870329499245,
0.06847885996103287,
0.05267559364438057,
-0.032027553766965866,
-0.1384357362985611,
0.0289172250777483,
0.049168962985277176,
-0.07490044832229614,
0.09196928888559341,
-0.026551196351647377,
-0.02741418406367302,
-0.09014983475208282,
0.08354592323303223,
0.008555100299417973,
-0.08997734636068344,
-0.013792756013572216,
0.07496731728315353,
0.011690453626215458,
-0.0028108160477131605,
-0.04750550165772438,
-0.04271663725376129,
0.030801739543676376,
-0.010948339477181435,
0.0019744583405554295,
-0.024895865470170975,
0.029175082221627235,
-0.07617346942424774,
0.0000010704777650971664,
0.015776101499795914,
-0.019617248326539993,
0.019286951050162315,
0.06895610690116882,
-0.035940781235694885,
-0.10667524486780167,
0.010033948346972466,
-0.012270171195268631,
-0.09512647241353989,
-0.04151511192321777,
-0.023418061435222626,
0.01829749532043934,
-0.05558415874838829,
0.020575517788529396,
0.049872029572725296,
0.04433150589466095,
-0.05030827596783638,
0.09235376119613647,
-0.004150156397372484,
0.11098604649305344,
0.010479331947863102,
-0.025837743654847145,
-0.02503565140068531,
0.02656448446214199,
0.035819657146930695,
0.0244011078029871,
0.0018565892241895199,
0.026085497811436653,
0.05071497708559036,
0.008160362020134926,
0.03583725169301033,
-0.010735791176557541,
-0.019197212532162666,
-0.0719393640756607,
0.01246483065187931,
0.03417795151472092,
0.08865934610366821,
-0.004784016869962215,
-0.08637406677007675,
-0.0036262834910303354,
0.009417775087058544,
-0.003941623959690332,
-0.03210631385445595,
-0.016110287979245186,
0.02346671186387539,
0.017919253557920456,
0.06200184300541878,
-0.10101868212223053,
-0.05222539231181145,
0.016606664285063744,
-0.07979732751846313,
0.09048979729413986,
-0.02712985686957836,
-0.019800294190645218,
0.05906284227967262,
-7.5512301504209645e-34,
-0.024072593078017235,
0.009219090454280376,
0.07798373699188232,
0.06436582654714584,
0.03288201987743378,
-0.06086786836385727,
-0.009249800816178322,
-0.06006650999188423,
-0.059324149042367935,
-0.08402469009160995,
-0.11046098917722702,
-0.031066453084349632,
0.006602918729186058,
0.01736355386674404,
-0.035692933946847916,
-0.026168007403612137,
-0.00541095994412899,
0.03655490651726723,
0.015500481240451336,
0.008432012982666492,
0.021152116358280182,
0.06385114789009094,
-0.04237288609147072,
-0.039694108068943024,
-0.02990604005753994,
0.02237575873732567,
0.04637444019317627,
0.0629037395119667,
0.025074904784560204,
-0.02403436042368412,
-0.07700450718402863,
0.0158686563372612,
-0.055057648569345474,
-0.027136316522955894,
0.03924848511815071,
0.10182245075702667,
0.07571933418512344,
0.09353459626436234,
-0.06642667949199677,
0.14538146555423737,
0.027305632829666138,
-0.017761629074811935,
-0.01142798736691475,
-0.042721621692180634,
0.021116437390446663,
0.026974152773618698,
-0.0764785185456276,
0.05892830342054367,
-0.017748801037669182,
0.0016138532664626837,
0.11861151456832886,
-0.003272565081715584,
-0.05117039009928703,
0.00499421963468194,
-0.07940836250782013,
0.004925287328660488,
0.007131629623472691,
0.036951929330825806,
0.08258995413780212,
0.0398198701441288,
-0.015556047670543194,
-0.02804885059595108,
-0.04600587859749794,
0.04387063905596733,
0.07361593842506409,
-0.03676038235425949,
0.04472677409648895,
0.05735271796584129,
0.012586737051606178,
0.07545395195484161,
-0.015796801075339317,
-0.025256365537643433,
-0.02792477421462536,
-0.010000165551900864,
0.05462939292192459,
0.08707544207572937,
-0.02725985459983349,
0.03316492959856987,
-0.04047675430774689,
-0.07768671214580536,
-0.05743148550391197,
0.09445792436599731,
-0.061197828501462936,
-0.0385495200753212,
0.008733229711651802,
0.0983516126871109,
0.042741917073726654,
0.04233420267701149,
-0.046483974903821945,
-0.14439815282821655,
0.05496883764863014,
-0.03625444322824478,
0.014650046825408936,
0.027920229360461235,
-0.07023025304079056,
-4.887148108423389e-8,
-0.04653127118945122,
-0.044281404465436935,
0.0485706552863121,
-0.01938123069703579,
0.11210276931524277,
0.03076358139514923,
0.030987398698925972,
-0.0005885662976652384,
-0.027534902095794678,
-0.058457933366298676,
-0.011598491109907627,
0.0454728938639164,
0.037055790424346924,
0.05766661465167999,
0.009330971166491508,
-0.02492629550397396,
-0.09337396919727325,
-0.09553088992834091,
0.008822910487651825,
-0.05755745619535446,
0.009935742244124413,
0.020078500732779503,
0.06202320754528046,
0.036989726126194,
-0.038043078035116196,
0.018328823149204254,
0.07384655624628067,
0.02943078614771366,
0.09949380904436111,
0.008638240396976471,
-0.016287298873066902,
0.02075728215277195,
-0.006166418548673391,
-0.008762862533330917,
-0.004575223196297884,
-0.030551845207810402,
-0.07247611880302429,
-0.023173842579126358,
-0.06724505126476288,
0.006194454152137041,
-0.03140508010983467,
-0.02245142124593258,
0.00214308500289917,
-0.06888424605131149,
-0.015107816085219383,
-0.019726477563381195,
-0.04050135612487793,
0.01904112659394741,
0.02810146100819111,
-0.06918211281299591,
0.047507669776678085,
0.019375281408429146,
-0.03214665502309799,
-0.07148811221122742,
0.044316329061985016,
-0.037367019802331924,
0.0044320086017251015,
-0.09317929297685623,
0.013877698220312595,
0.028283651918172836,
-0.05777393653988838,
0.04553486779332161,
-0.11486690491437912,
-0.030793238431215286
] |
1402.5667
|
Qiqi Wang
|
Johan Larsson and Qiqi Wang
|
The prospect of using LES and DES in engineering design, and the
research required to get there
|
accepted for publication in the Royal Society Philosophical
Transactions A
| null |
10.1098/rsta.2013.0329
| null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper we try to look into the future to divine how large eddy and
detached eddy simulations (LES and DES, respectively) will be used in the
engineering design process about 20-30 years from now. Some key challenges
specific to the engineering design process are identified, and some of the
critical outstanding problems and promising research directions are discussed.
|
[
{
"created": "Sun, 23 Feb 2014 20:25:06 GMT",
"version": "v1"
},
{
"created": "Sun, 20 Apr 2014 18:33:53 GMT",
"version": "v2"
}
] |
2014-07-31
|
[
[
"Larsson",
"Johan",
""
],
[
"Wang",
"Qiqi",
""
]
] |
[
-0.04499232396483421,
0.09839366376399994,
0.07573378831148148,
-0.06815885752439499,
-0.013727778568863869,
-0.09950847923755646,
-0.1230747178196907,
0.012821517884731293,
0.025983763858675957,
-0.01925054006278515,
-0.09234374761581421,
-0.011665454134345055,
0.04879184812307358,
-0.1059558242559433,
0.026209313422441483,
-0.03987235575914383,
-0.012195770628750324,
-0.017139993607997894,
-0.060947198420763016,
0.022870779037475586,
0.04634824022650719,
0.056944750249385834,
-0.04101642966270447,
-0.03487417846918106,
-0.028227386996150017,
0.037220995873212814,
-0.03344995900988579,
0.0313367135822773,
-0.008461564779281616,
-0.05003981292247772,
0.0895547941327095,
-0.05308957025408745,
-0.09980569034814835,
-0.041957490146160126,
-0.022679444402456284,
-0.04944498464465141,
-0.04719800129532814,
-0.023981142789125443,
-0.03545927256345749,
0.07496675848960876,
-0.057769760489463806,
0.0028873381670564413,
0.05972352251410484,
-0.021437689661979675,
0.07163765281438828,
-0.04589628055691719,
0.0017905201530084014,
-0.059982649981975555,
-0.006016817409545183,
-0.0585021935403347,
-0.05509217455983162,
-0.03826964274048805,
-0.030006473883986473,
-0.039106983691453934,
0.010678260587155819,
-0.009605440311133862,
0.002188292797654867,
-0.07780534774065018,
-0.03673509880900383,
0.001996975624933839,
0.07382917404174805,
0.01809583231806755,
-0.007214953191578388,
-0.025340203195810318,
-0.03910257667303085,
0.013300733640789986,
0.011547388508915901,
0.038039904087781906,
0.0441148579120636,
-0.05990901589393616,
-0.04571990668773651,
-0.036098022013902664,
-0.07399553805589676,
-0.050424255430698395,
0.11918028444051743,
0.07513175904750824,
-0.021176064386963844,
0.04862920939922333,
-0.013625122606754303,
-0.06633313745260239,
0.0407220758497715,
0.03463834524154663,
-0.017316533252596855,
-0.04028109088540077,
-0.05336795374751091,
0.011110476218163967,
0.005833023227751255,
0.040436893701553345,
0.013501039706170559,
-0.024057818576693535,
0.08354268968105316,
-0.011241203173995018,
-0.10243722051382065,
0.07522917538881302,
0.03488295525312424,
0.008714093826711178,
0.004418797325342894,
0.01444919966161251,
-0.024227259680628777,
0.0026685092598199844,
-0.06949205696582794,
0.02219180017709732,
0.10640731453895569,
0.0781017616391182,
0.008481903001666069,
0.049302179366350174,
0.09676907956600189,
-0.004958486650139093,
-0.02771950140595436,
-0.12887777388095856,
-0.0017025063280016184,
-0.027418363839387894,
-0.03625105321407318,
0.03320141136646271,
0.08129016309976578,
-0.03266242891550064,
0.011773279868066311,
-0.04130050167441368,
-0.011522775515913963,
0.02894045226275921,
0.05083919316530228,
-0.010216627269983292,
0.049630407243967056,
0.058125466108322144,
-0.02293720841407776,
0.07064961642026901,
0.019090430811047554,
-8.795928516905549e-34,
-0.04231131449341774,
0.037081483751535416,
-0.048513129353523254,
0.13748233020305634,
0.11095443367958069,
-0.04887886717915535,
0.040560804307460785,
0.11759278178215027,
0.005727308336645365,
0.007708483375608921,
-0.05432978272438049,
0.028794795274734497,
-0.06002553179860115,
0.08779291063547134,
-0.011428478173911572,
-0.1049279198050499,
0.054346516728401184,
-0.04459630325436592,
-0.016212088987231255,
-0.03794537112116814,
0.07141050696372986,
-0.027886049821972847,
0.04037794843316078,
-0.007021316792815924,
0.0067084114998579025,
0.01968373730778694,
0.009860691614449024,
0.03897937387228012,
-0.06245442107319832,
0.04595058411359787,
-0.07326067239046097,
0.0023454974871128798,
-0.00029316774453036487,
0.013869543559849262,
0.008640315383672714,
0.061006661504507065,
0.053527913987636566,
0.0292209405452013,
-0.0024856561794877052,
0.04819265753030777,
0.0038600098341703415,
-0.0017149467021226883,
-0.024217089638113976,
0.0753755271434784,
-0.04409614950418472,
0.015149691142141819,
0.09257470816373825,
0.04302606359124184,
0.09135109931230545,
-0.028619369491934776,
0.049185555428266525,
-0.0002595201076474041,
0.039434123784303665,
0.0046477969735860825,
0.08804446458816528,
-0.027329737320542336,
0.07462792843580246,
-0.0688299760222435,
-0.011560555547475815,
0.05038342624902725,
-0.07385163754224777,
0.0713474452495575,
-0.0016172857722267509,
0.04091578349471092,
0.01372707448899746,
0.036491043865680695,
0.06807168573141098,
0.0410957857966423,
-0.004969656467437744,
-0.07501241564750671,
-0.0645679458975792,
-0.03646043315529823,
0.08346311748027802,
-0.0438745953142643,
0.020953789353370667,
0.006236623972654343,
-0.029428930953145027,
0.04804554581642151,
0.057376377284526825,
0.06015365570783615,
0.0518677718937397,
0.09110256284475327,
-0.050913747400045395,
-0.08110485225915909,
0.04020579531788826,
0.0012929033255204558,
0.017745377495884895,
0.02502158097922802,
-0.04693874344229698,
-0.0396663062274456,
-0.08941084891557693,
0.05684097483754158,
0.09271106123924255,
-0.020885402336716652,
0.09923136979341507,
-1.8995243005059363e-33,
-0.022102879360318184,
0.021104751154780388,
-0.014904926531016827,
0.009735547006130219,
-0.010001689195632935,
-0.004474185407161713,
0.06437988579273224,
0.011255917139351368,
0.039653073996305466,
-0.03885836899280548,
0.005427825730293989,
-0.08965034782886505,
0.08854416012763977,
0.0007190470350906253,
-0.005497943609952927,
-0.11388913542032242,
-0.07171402871608734,
-0.13850100338459015,
-0.035618092864751816,
0.01536209974437952,
0.03707011789083481,
0.01671212539076805,
-0.07967090606689453,
-0.02716255933046341,
-0.02095017395913601,
0.0015668628038838506,
-0.04885818809270859,
-0.027667663991451263,
-0.021827347576618195,
-0.034137289971113205,
-0.0377177819609642,
0.008282250724732876,
0.056452471762895584,
0.02137993834912777,
0.007322774734348059,
0.025301065295934677,
0.011495297774672508,
0.11027912050485611,
0.01961289905011654,
-0.17443165183067322,
-0.06134134531021118,
-0.05505935102701187,
-0.01162732020020485,
-0.03170720860362053,
0.06580930203199387,
0.004023250658065081,
0.03253484144806862,
-0.04402663931250572,
0.029172828420996666,
-0.0039131217636168,
0.056066133081912994,
0.011452068574726582,
-0.021083924919366837,
-0.0324709452688694,
0.026330402120947838,
-0.041975237429142,
0.05330021679401398,
0.017828822135925293,
0.03764699026942253,
0.0615030899643898,
-0.025274239480495453,
-0.03685052692890167,
-0.03477973863482475,
-0.013812661170959473,
0.04447136074304581,
-0.005512898787856102,
-0.03553216904401779,
0.024358827620744705,
-0.01397507544606924,
0.054763857275247574,
-0.0052825529128313065,
-0.018602358177304268,
-0.04459110647439957,
-0.01848573610186577,
0.011701496317982674,
-0.02537822537124157,
-0.009649442508816719,
-0.05129462108016014,
0.003166413865983486,
0.11512476205825806,
-0.017231469973921776,
-0.009337513707578182,
-0.019379258155822754,
0.004210866056382656,
-0.03259981796145439,
-0.0945822149515152,
-0.045653074979782104,
-0.06071336194872856,
-0.0003245809639338404,
-0.03018803335726261,
0.015492207370698452,
-0.06705091148614883,
0.086648128926754,
0.012455186806619167,
-0.007869641296565533,
-4.494307148661392e-8,
-0.018845444545149803,
0.05967570096254349,
0.03823887184262276,
0.014422361738979816,
-0.020949989557266235,
0.003252654103562236,
-0.051164090633392334,
-0.07431744784116745,
0.014830325730144978,
-0.048767779022455215,
0.008497956208884716,
-0.002024748595431447,
0.012532179243862629,
0.11387860774993896,
-0.051201190799474716,
-0.03141185641288757,
-0.006282185669988394,
0.02008935622870922,
0.06190026178956032,
-0.0546569861471653,
0.04993511736392975,
0.036466579884290695,
0.061946503818035126,
-0.08382106572389603,
0.022312181070446968,
-0.009313568472862244,
-0.018131671473383904,
-0.02895204722881317,
0.022943388670682907,
0.0530792735517025,
-0.03453808277845383,
-0.12357287108898163,
-0.0005322689539752901,
0.08755779266357422,
0.014988379552960396,
-0.05321473255753517,
-0.03882794827222824,
0.03147636353969574,
-0.00215069274418056,
-0.0538325272500515,
0.05220852047204971,
-0.010867342352867126,
-0.07760006934404373,
-0.02138676680624485,
0.06035333499312401,
0.05714411661028862,
-0.08729634433984756,
-0.05643647909164429,
-0.06495825201272964,
0.12194453924894333,
0.024135582149028778,
-0.03660452738404274,
0.03203081712126732,
0.058671921491622925,
0.03545946627855301,
0.04475623369216919,
-0.0009769462049007416,
0.0002246633084723726,
0.007896182127296925,
-0.07772818207740784,
-0.06932440400123596,
0.05844355747103691,
-0.06841996312141418,
0.027152687311172485
] | null | null | null | null | null | null | null |
[
-0.04499232396483421,
0.09839366376399994,
0.07573378831148148,
-0.06815885752439499,
-0.013727778568863869,
-0.09950847923755646,
-0.1230747178196907,
0.012821517884731293,
0.025983763858675957,
-0.01925054006278515,
-0.09234374761581421,
-0.011665454134345055,
0.04879184812307358,
-0.1059558242559433,
0.026209313422441483,
-0.03987235575914383,
-0.012195770628750324,
-0.017139993607997894,
-0.060947198420763016,
0.022870779037475586,
0.04634824022650719,
0.056944750249385834,
-0.04101642966270447,
-0.03487417846918106,
-0.028227386996150017,
0.037220995873212814,
-0.03344995900988579,
0.0313367135822773,
-0.008461564779281616,
-0.05003981292247772,
0.0895547941327095,
-0.05308957025408745,
-0.09980569034814835,
-0.041957490146160126,
-0.022679444402456284,
-0.04944498464465141,
-0.04719800129532814,
-0.023981142789125443,
-0.03545927256345749,
0.07496675848960876,
-0.057769760489463806,
0.0028873381670564413,
0.05972352251410484,
-0.021437689661979675,
0.07163765281438828,
-0.04589628055691719,
0.0017905201530084014,
-0.059982649981975555,
-0.006016817409545183,
-0.0585021935403347,
-0.05509217455983162,
-0.03826964274048805,
-0.030006473883986473,
-0.039106983691453934,
0.010678260587155819,
-0.009605440311133862,
0.002188292797654867,
-0.07780534774065018,
-0.03673509880900383,
0.001996975624933839,
0.07382917404174805,
0.01809583231806755,
-0.007214953191578388,
-0.025340203195810318,
-0.03910257667303085,
0.013300733640789986,
0.011547388508915901,
0.038039904087781906,
0.0441148579120636,
-0.05990901589393616,
-0.04571990668773651,
-0.036098022013902664,
-0.07399553805589676,
-0.050424255430698395,
0.11918028444051743,
0.07513175904750824,
-0.021176064386963844,
0.04862920939922333,
-0.013625122606754303,
-0.06633313745260239,
0.0407220758497715,
0.03463834524154663,
-0.017316533252596855,
-0.04028109088540077,
-0.05336795374751091,
0.011110476218163967,
0.005833023227751255,
0.040436893701553345,
0.013501039706170559,
-0.024057818576693535,
0.08354268968105316,
-0.011241203173995018,
-0.10243722051382065,
0.07522917538881302,
0.03488295525312424,
0.008714093826711178,
0.004418797325342894,
0.01444919966161251,
-0.024227259680628777,
0.0026685092598199844,
-0.06949205696582794,
0.02219180017709732,
0.10640731453895569,
0.0781017616391182,
0.008481903001666069,
0.049302179366350174,
0.09676907956600189,
-0.004958486650139093,
-0.02771950140595436,
-0.12887777388095856,
-0.0017025063280016184,
-0.027418363839387894,
-0.03625105321407318,
0.03320141136646271,
0.08129016309976578,
-0.03266242891550064,
0.011773279868066311,
-0.04130050167441368,
-0.011522775515913963,
0.02894045226275921,
0.05083919316530228,
-0.010216627269983292,
0.049630407243967056,
0.058125466108322144,
-0.02293720841407776,
0.07064961642026901,
0.019090430811047554,
-8.795928516905549e-34,
-0.04231131449341774,
0.037081483751535416,
-0.048513129353523254,
0.13748233020305634,
0.11095443367958069,
-0.04887886717915535,
0.040560804307460785,
0.11759278178215027,
0.005727308336645365,
0.007708483375608921,
-0.05432978272438049,
0.028794795274734497,
-0.06002553179860115,
0.08779291063547134,
-0.011428478173911572,
-0.1049279198050499,
0.054346516728401184,
-0.04459630325436592,
-0.016212088987231255,
-0.03794537112116814,
0.07141050696372986,
-0.027886049821972847,
0.04037794843316078,
-0.007021316792815924,
0.0067084114998579025,
0.01968373730778694,
0.009860691614449024,
0.03897937387228012,
-0.06245442107319832,
0.04595058411359787,
-0.07326067239046097,
0.0023454974871128798,
-0.00029316774453036487,
0.013869543559849262,
0.008640315383672714,
0.061006661504507065,
0.053527913987636566,
0.0292209405452013,
-0.0024856561794877052,
0.04819265753030777,
0.0038600098341703415,
-0.0017149467021226883,
-0.024217089638113976,
0.0753755271434784,
-0.04409614950418472,
0.015149691142141819,
0.09257470816373825,
0.04302606359124184,
0.09135109931230545,
-0.028619369491934776,
0.049185555428266525,
-0.0002595201076474041,
0.039434123784303665,
0.0046477969735860825,
0.08804446458816528,
-0.027329737320542336,
0.07462792843580246,
-0.0688299760222435,
-0.011560555547475815,
0.05038342624902725,
-0.07385163754224777,
0.0713474452495575,
-0.0016172857722267509,
0.04091578349471092,
0.01372707448899746,
0.036491043865680695,
0.06807168573141098,
0.0410957857966423,
-0.004969656467437744,
-0.07501241564750671,
-0.0645679458975792,
-0.03646043315529823,
0.08346311748027802,
-0.0438745953142643,
0.020953789353370667,
0.006236623972654343,
-0.029428930953145027,
0.04804554581642151,
0.057376377284526825,
0.06015365570783615,
0.0518677718937397,
0.09110256284475327,
-0.050913747400045395,
-0.08110485225915909,
0.04020579531788826,
0.0012929033255204558,
0.017745377495884895,
0.02502158097922802,
-0.04693874344229698,
-0.0396663062274456,
-0.08941084891557693,
0.05684097483754158,
0.09271106123924255,
-0.020885402336716652,
0.09923136979341507,
-1.8995243005059363e-33,
-0.022102879360318184,
0.021104751154780388,
-0.014904926531016827,
0.009735547006130219,
-0.010001689195632935,
-0.004474185407161713,
0.06437988579273224,
0.011255917139351368,
0.039653073996305466,
-0.03885836899280548,
0.005427825730293989,
-0.08965034782886505,
0.08854416012763977,
0.0007190470350906253,
-0.005497943609952927,
-0.11388913542032242,
-0.07171402871608734,
-0.13850100338459015,
-0.035618092864751816,
0.01536209974437952,
0.03707011789083481,
0.01671212539076805,
-0.07967090606689453,
-0.02716255933046341,
-0.02095017395913601,
0.0015668628038838506,
-0.04885818809270859,
-0.027667663991451263,
-0.021827347576618195,
-0.034137289971113205,
-0.0377177819609642,
0.008282250724732876,
0.056452471762895584,
0.02137993834912777,
0.007322774734348059,
0.025301065295934677,
0.011495297774672508,
0.11027912050485611,
0.01961289905011654,
-0.17443165183067322,
-0.06134134531021118,
-0.05505935102701187,
-0.01162732020020485,
-0.03170720860362053,
0.06580930203199387,
0.004023250658065081,
0.03253484144806862,
-0.04402663931250572,
0.029172828420996666,
-0.0039131217636168,
0.056066133081912994,
0.011452068574726582,
-0.021083924919366837,
-0.0324709452688694,
0.026330402120947838,
-0.041975237429142,
0.05330021679401398,
0.017828822135925293,
0.03764699026942253,
0.0615030899643898,
-0.025274239480495453,
-0.03685052692890167,
-0.03477973863482475,
-0.013812661170959473,
0.04447136074304581,
-0.005512898787856102,
-0.03553216904401779,
0.024358827620744705,
-0.01397507544606924,
0.054763857275247574,
-0.0052825529128313065,
-0.018602358177304268,
-0.04459110647439957,
-0.01848573610186577,
0.011701496317982674,
-0.02537822537124157,
-0.009649442508816719,
-0.05129462108016014,
0.003166413865983486,
0.11512476205825806,
-0.017231469973921776,
-0.009337513707578182,
-0.019379258155822754,
0.004210866056382656,
-0.03259981796145439,
-0.0945822149515152,
-0.045653074979782104,
-0.06071336194872856,
-0.0003245809639338404,
-0.03018803335726261,
0.015492207370698452,
-0.06705091148614883,
0.086648128926754,
0.012455186806619167,
-0.007869641296565533,
-4.494307148661392e-8,
-0.018845444545149803,
0.05967570096254349,
0.03823887184262276,
0.014422361738979816,
-0.020949989557266235,
0.003252654103562236,
-0.051164090633392334,
-0.07431744784116745,
0.014830325730144978,
-0.048767779022455215,
0.008497956208884716,
-0.002024748595431447,
0.012532179243862629,
0.11387860774993896,
-0.051201190799474716,
-0.03141185641288757,
-0.006282185669988394,
0.02008935622870922,
0.06190026178956032,
-0.0546569861471653,
0.04993511736392975,
0.036466579884290695,
0.061946503818035126,
-0.08382106572389603,
0.022312181070446968,
-0.009313568472862244,
-0.018131671473383904,
-0.02895204722881317,
0.022943388670682907,
0.0530792735517025,
-0.03453808277845383,
-0.12357287108898163,
-0.0005322689539752901,
0.08755779266357422,
0.014988379552960396,
-0.05321473255753517,
-0.03882794827222824,
0.03147636353969574,
-0.00215069274418056,
-0.0538325272500515,
0.05220852047204971,
-0.010867342352867126,
-0.07760006934404373,
-0.02138676680624485,
0.06035333499312401,
0.05714411661028862,
-0.08729634433984756,
-0.05643647909164429,
-0.06495825201272964,
0.12194453924894333,
0.024135582149028778,
-0.03660452738404274,
0.03203081712126732,
0.058671921491622925,
0.03545946627855301,
0.04475623369216919,
-0.0009769462049007416,
0.0002246633084723726,
0.007896182127296925,
-0.07772818207740784,
-0.06932440400123596,
0.05844355747103691,
-0.06841996312141418,
0.027152687311172485
] |
1402.5676
|
Jonathan Wheeler
|
G. Mourou, S. Mironov, E. Khazanov, A. Sergeev
|
Single Cycle Thin Film Compressor Opening the door to
Zeptosecond-Exawatt Physics
|
6 pages, 6 figures
| null |
10.1140/epjst/e2014-02171-5
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This article demonstrates a new compression scheme that has the potential to
compress a high energy pulse as high as a few hundred Joules in a pulse as
short as one optical cycle at 0.8{\mu}m making a true ultra-relativistic
{\lambda}^3 pulse. This pulse could have a focused intensity of 10^24W/cm2 or
a0 of 1000. It could form an efficient, 10%, relativistic mirror that could
compress the pulse to the atto-zeptosecond regime, with an upshifted wavelength
of 1-10keV. This technique could be a watershed making the entry of petawatt
pulses into the exawatt and zeptosecond regime possible.
|
[
{
"created": "Sun, 23 Feb 2014 21:12:52 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Mourou",
"G.",
""
],
[
"Mironov",
"S.",
""
],
[
"Khazanov",
"E.",
""
],
[
"Sergeev",
"A.",
""
]
] |
[
-0.10655330866575241,
0.003692666068673134,
-0.055214859545230865,
0.02271157130599022,
-0.04527096450328827,
-0.09226042032241821,
-0.003900058101862669,
-0.04481075331568718,
-0.02460688166320324,
-0.044077418744564056,
0.02908758632838726,
0.03971025347709656,
-0.0855601578950882,
-0.052495356649160385,
0.06807844340801239,
-0.0015195474261417985,
0.06233444809913635,
0.0425974577665329,
0.010958749800920486,
0.0006949266535229981,
0.05079479143023491,
-0.09708447009325027,
0.06525655090808868,
-0.006743369624018669,
0.04936933144927025,
-0.07352203130722046,
-0.0700933039188385,
-0.09628621488809586,
0.013087128289043903,
0.05694103613495827,
0.03779064863920212,
-0.03567612171173096,
-0.0926877111196518,
0.01967933215200901,
0.04413585737347603,
0.03994722664356232,
0.06286398321390152,
-0.02034938894212246,
0.022123197093605995,
-0.006056840531527996,
0.016676917672157288,
-0.0478590652346611,
-0.0408022403717041,
0.01087192539125681,
-0.045498065650463104,
0.04075752571225166,
0.014989112503826618,
-0.05474855750799179,
-0.0976388230919838,
-0.07393302023410797,
-0.010966656729578972,
0.01527851540595293,
-0.029027242213487625,
-0.06576134264469147,
0.041279591619968414,
0.05640726909041405,
-0.045722056180238724,
-0.007594736758619547,
0.016419464722275734,
-0.007538661826401949,
-0.05024738982319832,
-0.009545831009745598,
-0.015002996660768986,
0.010510810650885105,
0.023868728429079056,
0.01854284666478634,
-0.0005972585058771074,
0.012813168577849865,
0.0008288195240311325,
0.026951832696795464,
-0.007600452285259962,
-0.021363848820328712,
0.02439125068485737,
0.0052978466264903545,
-0.04582187533378601,
-0.023213207721710205,
0.08916628360748291,
0.0672219917178154,
-0.008184638805687428,
0.033731915056705475,
0.09807795286178589,
-0.07090255618095398,
-0.050958890467882156,
-0.019124822691082954,
-0.010074223391711712,
0.011800013482570648,
-0.026613349094986916,
0.032578155398368835,
-0.051197223365306854,
-0.0451553612947464,
-0.05524348095059395,
-0.03889302536845207,
0.0835154801607132,
-0.026080362498760223,
0.033163584768772125,
-0.00005340585994417779,
0.04708123952150345,
-0.04563557729125023,
-0.031835347414016724,
0.028032438829541206,
0.04491275176405907,
0.018710827454924583,
-0.053238626569509506,
0.05921577662229538,
-0.0902516320347786,
-0.048635609447956085,
-0.012589883990585804,
0.16390304267406464,
-0.08426903188228607,
0.06136501207947731,
0.10712460428476334,
-0.03428788110613823,
0.021528497338294983,
-0.11518225073814392,
0.020875737071037292,
0.04194547235965729,
-0.0524575412273407,
0.052595105022192,
0.04433590546250343,
0.029167016968131065,
-0.011212281882762909,
0.01507311500608921,
-0.07994893938302994,
0.018371382728219032,
0.005178140476346016,
0.0185595341026783,
-0.0010163559345528483,
4.079754815278312e-33,
0.07894115895032883,
0.12122364342212677,
-0.05246623232960701,
-0.018767088651657104,
0.007726001087576151,
0.09147383272647858,
-0.00397403072565794,
-0.013402517884969711,
-0.04706544801592827,
-0.026390984654426575,
-0.03136096149682999,
-0.05101794749498367,
0.04524393752217293,
0.04526512697339058,
-0.09269686788320541,
-0.10454757511615753,
-0.023227425292134285,
0.12249896675348282,
0.023123444989323616,
-0.022200660780072212,
-0.01438065804541111,
0.018378037959337234,
0.035672493278980255,
-0.004030243959277868,
-0.03339313343167305,
-0.0011205064365640283,
-0.03537963330745697,
-0.0042134979739785194,
-0.0003899204602930695,
0.022400738671422005,
0.007270854897797108,
0.038732390850782394,
-0.050728000700473785,
-0.03519885614514351,
-0.004419713281095028,
0.014171686954796314,
-0.018840882927179337,
-0.031089039519429207,
0.029528748244047165,
0.04217291623353958,
-0.008077402599155903,
0.07054555416107178,
0.009696122258901596,
-0.009135779924690723,
-0.011333352886140347,
-0.01010956335812807,
0.029750848188996315,
0.06981991231441498,
-0.005582284647971392,
0.05096956342458725,
0.040208421647548676,
0.0024169799871742725,
-0.06580263376235962,
0.032105449587106705,
0.01939406804740429,
0.04223863407969475,
0.12150930613279343,
0.003333429107442498,
0.08007851243019104,
0.05924138426780701,
0.0279791671782732,
-0.08248251676559448,
0.024294288828969002,
-0.003952177707105875,
-0.03296046331524849,
0.06644510477781296,
-0.07691526412963867,
-0.006506750360131264,
-0.010959649458527565,
0.09161410480737686,
0.004789985716342926,
0.013096880167722702,
0.06475809216499329,
-0.09804490208625793,
0.14240507781505585,
0.027011139318346977,
0.05283113196492195,
0.08338329195976257,
-0.08172725886106491,
0.014926311559975147,
-0.043024055659770966,
-0.01420016773045063,
-0.035219162702560425,
-0.013977203518152237,
0.06340022385120392,
0.0302596352994442,
-0.09053756296634674,
0.02171076461672783,
-0.05780408903956413,
-0.05674866959452629,
0.05075220763683319,
-0.015094224363565445,
0.03763759508728981,
-0.10052329301834106,
-0.07936082035303116,
-2.525866628874422e-33,
0.09756879508495331,
0.031051503494381905,
-0.0410367026925087,
0.00026697784778662026,
0.0711580142378807,
0.06223120167851448,
0.02776491828262806,
0.036941640079021454,
-0.08609848469495773,
-0.018524188548326492,
0.09797675907611847,
-0.03104059398174286,
-0.014168795198202133,
-0.002798748668283224,
-0.08344722539186478,
-0.051558539271354675,
0.028772711753845215,
-0.07323875278234482,
0.0324900858104229,
-0.007264676503837109,
0.07823340594768524,
-0.06519610434770584,
0.0063607413321733475,
0.03940172120928764,
0.033764977008104324,
0.012085151858627796,
-0.01566171459853649,
-0.033865347504615784,
0.037084463983774185,
-0.07305929809808731,
-0.08629414439201355,
-0.03596791252493858,
-0.059212107211351395,
-0.026805393397808075,
-0.06362998485565186,
0.06321924179792404,
-0.00968161877244711,
0.08536352217197418,
-0.08352590352296829,
-0.03022490069270134,
0.04007227346301079,
0.08625152707099915,
-0.030913161113858223,
-0.01681569591164589,
-0.01028466410934925,
0.043407537043094635,
-0.03136279061436653,
-0.05480293929576874,
0.01597793959081173,
0.05639452114701271,
-0.04290724918246269,
-0.045465052127838135,
0.011450952850282192,
0.08077514171600342,
-0.01420633029192686,
0.03501547873020172,
-0.004450194537639618,
0.04587654769420624,
-0.08298104256391525,
-0.0016316387336701155,
0.03151273354887962,
0.012991148978471756,
0.08073077350854874,
0.0480768047273159,
0.06168515980243683,
-0.024409042671322823,
-0.003159290412440896,
0.012199681252241135,
0.020543470978736877,
-0.009116622619330883,
-0.014615149237215519,
0.0054967403411865234,
-0.0009626489481888711,
0.02213943749666214,
0.015487135387957096,
0.03483898565173149,
0.060562822967767715,
-0.04415448382496834,
0.017873235046863556,
0.027294402942061424,
0.024681927636265755,
0.006802992895245552,
-0.009600633755326271,
0.041587911546230316,
0.07341358810663223,
-0.04094510152935982,
0.00019830794190056622,
-0.001373020582832396,
0.045494403690099716,
-0.016611771658062935,
-0.05937964841723442,
0.07707008719444275,
0.06157756969332695,
-0.014345272444188595,
0.14915567636489868,
-4.5795552239269455e-8,
-0.003465712768957019,
0.053286850452423096,
-0.07773767411708832,
0.04371287673711777,
0.04456157982349396,
-0.06160971522331238,
0.005670407321304083,
-0.021789591759443283,
-0.019207822158932686,
-0.05130039155483246,
0.021880755200982094,
-0.026983320713043213,
0.03328607976436615,
-0.008857294917106628,
0.04282071068882942,
-0.013426179066300392,
-0.017319580540060997,
-0.07187068462371826,
-0.00713776983320713,
0.0072099813260138035,
-0.015058708377182484,
0.0464642271399498,
0.06895093619823456,
-0.01008448377251625,
0.004158438183367252,
0.0384850949048996,
-0.010094779543578625,
0.044215694069862366,
-0.0038547012954950333,
-0.02977471984922886,
-0.09245524555444717,
-0.05013405531644821,
0.00005862608668394387,
-0.06578372418880463,
-0.08870914578437805,
-0.0547432042658329,
-0.142049178481102,
0.0674162283539772,
-0.0075487615540623665,
-0.006697393488138914,
0.02191409282386303,
-0.016500119119882584,
-0.004385927226394415,
0.05810822173953056,
-0.003682508133351803,
0.033693827688694,
-0.06943736225366592,
-0.040337935090065,
-0.07484178990125656,
0.08382438123226166,
0.009121528826653957,
0.0528295524418354,
-0.0031196940690279007,
-0.14669856429100037,
-0.053647805005311966,
0.049237508326768875,
-0.07096171379089355,
0.040717363357543945,
-0.07245849817991257,
0.047647617757320404,
0.1390504091978073,
0.010621815919876099,
0.040651530027389526,
0.04848780110478401
] | null | null | null | null | null | null | null |
[
-0.10655330866575241,
0.003692666068673134,
-0.055214859545230865,
0.02271157130599022,
-0.04527096450328827,
-0.09226042032241821,
-0.003900058101862669,
-0.04481075331568718,
-0.02460688166320324,
-0.044077418744564056,
0.02908758632838726,
0.03971025347709656,
-0.0855601578950882,
-0.052495356649160385,
0.06807844340801239,
-0.0015195474261417985,
0.06233444809913635,
0.0425974577665329,
0.010958749800920486,
0.0006949266535229981,
0.05079479143023491,
-0.09708447009325027,
0.06525655090808868,
-0.006743369624018669,
0.04936933144927025,
-0.07352203130722046,
-0.0700933039188385,
-0.09628621488809586,
0.013087128289043903,
0.05694103613495827,
0.03779064863920212,
-0.03567612171173096,
-0.0926877111196518,
0.01967933215200901,
0.04413585737347603,
0.03994722664356232,
0.06286398321390152,
-0.02034938894212246,
0.022123197093605995,
-0.006056840531527996,
0.016676917672157288,
-0.0478590652346611,
-0.0408022403717041,
0.01087192539125681,
-0.045498065650463104,
0.04075752571225166,
0.014989112503826618,
-0.05474855750799179,
-0.0976388230919838,
-0.07393302023410797,
-0.010966656729578972,
0.01527851540595293,
-0.029027242213487625,
-0.06576134264469147,
0.041279591619968414,
0.05640726909041405,
-0.045722056180238724,
-0.007594736758619547,
0.016419464722275734,
-0.007538661826401949,
-0.05024738982319832,
-0.009545831009745598,
-0.015002996660768986,
0.010510810650885105,
0.023868728429079056,
0.01854284666478634,
-0.0005972585058771074,
0.012813168577849865,
0.0008288195240311325,
0.026951832696795464,
-0.007600452285259962,
-0.021363848820328712,
0.02439125068485737,
0.0052978466264903545,
-0.04582187533378601,
-0.023213207721710205,
0.08916628360748291,
0.0672219917178154,
-0.008184638805687428,
0.033731915056705475,
0.09807795286178589,
-0.07090255618095398,
-0.050958890467882156,
-0.019124822691082954,
-0.010074223391711712,
0.011800013482570648,
-0.026613349094986916,
0.032578155398368835,
-0.051197223365306854,
-0.0451553612947464,
-0.05524348095059395,
-0.03889302536845207,
0.0835154801607132,
-0.026080362498760223,
0.033163584768772125,
-0.00005340585994417779,
0.04708123952150345,
-0.04563557729125023,
-0.031835347414016724,
0.028032438829541206,
0.04491275176405907,
0.018710827454924583,
-0.053238626569509506,
0.05921577662229538,
-0.0902516320347786,
-0.048635609447956085,
-0.012589883990585804,
0.16390304267406464,
-0.08426903188228607,
0.06136501207947731,
0.10712460428476334,
-0.03428788110613823,
0.021528497338294983,
-0.11518225073814392,
0.020875737071037292,
0.04194547235965729,
-0.0524575412273407,
0.052595105022192,
0.04433590546250343,
0.029167016968131065,
-0.011212281882762909,
0.01507311500608921,
-0.07994893938302994,
0.018371382728219032,
0.005178140476346016,
0.0185595341026783,
-0.0010163559345528483,
4.079754815278312e-33,
0.07894115895032883,
0.12122364342212677,
-0.05246623232960701,
-0.018767088651657104,
0.007726001087576151,
0.09147383272647858,
-0.00397403072565794,
-0.013402517884969711,
-0.04706544801592827,
-0.026390984654426575,
-0.03136096149682999,
-0.05101794749498367,
0.04524393752217293,
0.04526512697339058,
-0.09269686788320541,
-0.10454757511615753,
-0.023227425292134285,
0.12249896675348282,
0.023123444989323616,
-0.022200660780072212,
-0.01438065804541111,
0.018378037959337234,
0.035672493278980255,
-0.004030243959277868,
-0.03339313343167305,
-0.0011205064365640283,
-0.03537963330745697,
-0.0042134979739785194,
-0.0003899204602930695,
0.022400738671422005,
0.007270854897797108,
0.038732390850782394,
-0.050728000700473785,
-0.03519885614514351,
-0.004419713281095028,
0.014171686954796314,
-0.018840882927179337,
-0.031089039519429207,
0.029528748244047165,
0.04217291623353958,
-0.008077402599155903,
0.07054555416107178,
0.009696122258901596,
-0.009135779924690723,
-0.011333352886140347,
-0.01010956335812807,
0.029750848188996315,
0.06981991231441498,
-0.005582284647971392,
0.05096956342458725,
0.040208421647548676,
0.0024169799871742725,
-0.06580263376235962,
0.032105449587106705,
0.01939406804740429,
0.04223863407969475,
0.12150930613279343,
0.003333429107442498,
0.08007851243019104,
0.05924138426780701,
0.0279791671782732,
-0.08248251676559448,
0.024294288828969002,
-0.003952177707105875,
-0.03296046331524849,
0.06644510477781296,
-0.07691526412963867,
-0.006506750360131264,
-0.010959649458527565,
0.09161410480737686,
0.004789985716342926,
0.013096880167722702,
0.06475809216499329,
-0.09804490208625793,
0.14240507781505585,
0.027011139318346977,
0.05283113196492195,
0.08338329195976257,
-0.08172725886106491,
0.014926311559975147,
-0.043024055659770966,
-0.01420016773045063,
-0.035219162702560425,
-0.013977203518152237,
0.06340022385120392,
0.0302596352994442,
-0.09053756296634674,
0.02171076461672783,
-0.05780408903956413,
-0.05674866959452629,
0.05075220763683319,
-0.015094224363565445,
0.03763759508728981,
-0.10052329301834106,
-0.07936082035303116,
-2.525866628874422e-33,
0.09756879508495331,
0.031051503494381905,
-0.0410367026925087,
0.00026697784778662026,
0.0711580142378807,
0.06223120167851448,
0.02776491828262806,
0.036941640079021454,
-0.08609848469495773,
-0.018524188548326492,
0.09797675907611847,
-0.03104059398174286,
-0.014168795198202133,
-0.002798748668283224,
-0.08344722539186478,
-0.051558539271354675,
0.028772711753845215,
-0.07323875278234482,
0.0324900858104229,
-0.007264676503837109,
0.07823340594768524,
-0.06519610434770584,
0.0063607413321733475,
0.03940172120928764,
0.033764977008104324,
0.012085151858627796,
-0.01566171459853649,
-0.033865347504615784,
0.037084463983774185,
-0.07305929809808731,
-0.08629414439201355,
-0.03596791252493858,
-0.059212107211351395,
-0.026805393397808075,
-0.06362998485565186,
0.06321924179792404,
-0.00968161877244711,
0.08536352217197418,
-0.08352590352296829,
-0.03022490069270134,
0.04007227346301079,
0.08625152707099915,
-0.030913161113858223,
-0.01681569591164589,
-0.01028466410934925,
0.043407537043094635,
-0.03136279061436653,
-0.05480293929576874,
0.01597793959081173,
0.05639452114701271,
-0.04290724918246269,
-0.045465052127838135,
0.011450952850282192,
0.08077514171600342,
-0.01420633029192686,
0.03501547873020172,
-0.004450194537639618,
0.04587654769420624,
-0.08298104256391525,
-0.0016316387336701155,
0.03151273354887962,
0.012991148978471756,
0.08073077350854874,
0.0480768047273159,
0.06168515980243683,
-0.024409042671322823,
-0.003159290412440896,
0.012199681252241135,
0.020543470978736877,
-0.009116622619330883,
-0.014615149237215519,
0.0054967403411865234,
-0.0009626489481888711,
0.02213943749666214,
0.015487135387957096,
0.03483898565173149,
0.060562822967767715,
-0.04415448382496834,
0.017873235046863556,
0.027294402942061424,
0.024681927636265755,
0.006802992895245552,
-0.009600633755326271,
0.041587911546230316,
0.07341358810663223,
-0.04094510152935982,
0.00019830794190056622,
-0.001373020582832396,
0.045494403690099716,
-0.016611771658062935,
-0.05937964841723442,
0.07707008719444275,
0.06157756969332695,
-0.014345272444188595,
0.14915567636489868,
-4.5795552239269455e-8,
-0.003465712768957019,
0.053286850452423096,
-0.07773767411708832,
0.04371287673711777,
0.04456157982349396,
-0.06160971522331238,
0.005670407321304083,
-0.021789591759443283,
-0.019207822158932686,
-0.05130039155483246,
0.021880755200982094,
-0.026983320713043213,
0.03328607976436615,
-0.008857294917106628,
0.04282071068882942,
-0.013426179066300392,
-0.017319580540060997,
-0.07187068462371826,
-0.00713776983320713,
0.0072099813260138035,
-0.015058708377182484,
0.0464642271399498,
0.06895093619823456,
-0.01008448377251625,
0.004158438183367252,
0.0384850949048996,
-0.010094779543578625,
0.044215694069862366,
-0.0038547012954950333,
-0.02977471984922886,
-0.09245524555444717,
-0.05013405531644821,
0.00005862608668394387,
-0.06578372418880463,
-0.08870914578437805,
-0.0547432042658329,
-0.142049178481102,
0.0674162283539772,
-0.0075487615540623665,
-0.006697393488138914,
0.02191409282386303,
-0.016500119119882584,
-0.004385927226394415,
0.05810822173953056,
-0.003682508133351803,
0.033693827688694,
-0.06943736225366592,
-0.040337935090065,
-0.07484178990125656,
0.08382438123226166,
0.009121528826653957,
0.0528295524418354,
-0.0031196940690279007,
-0.14669856429100037,
-0.053647805005311966,
0.049237508326768875,
-0.07096171379089355,
0.040717363357543945,
-0.07245849817991257,
0.047647617757320404,
0.1390504091978073,
0.010621815919876099,
0.040651530027389526,
0.04848780110478401
] |
1402.5681
|
Maarten L\"offler
|
Kevin Buchin and Irina Kostitsyna and Maarten L\"offler and Rodrigo I.
Silveira
|
Region-based approximation of probability distributions (for visibility
between imprecise points among obstacles)
| null | null |
10.1007/s00453-019-00551-2
| null |
cs.CG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Let $p$ and $q$ be two imprecise points, given as probability density
functions on $\mathbb R^2$, and let $\cal R$ be a set of $n$ line segments
(obstacles) in $\mathbb R^2$. We study the problem of approximating the
probability that $p$ and $q$ can see each other; that is, that the segment
connecting $p$ and $q$ does not cross any segment of $\cal R$. To solve this
problem, we approximate each density function by a weighted set of polygons; a
novel approach to dealing with probability density functions in computational
geometry.
|
[
{
"created": "Sun, 23 Feb 2014 21:35:00 GMT",
"version": "v1"
},
{
"created": "Tue, 2 Dec 2014 16:14:26 GMT",
"version": "v2"
}
] |
2019-03-12
|
[
[
"Buchin",
"Kevin",
""
],
[
"Kostitsyna",
"Irina",
""
],
[
"Löffler",
"Maarten",
""
],
[
"Silveira",
"Rodrigo I.",
""
]
] |
[
-0.0009960485622286797,
0.004481900483369827,
0.009258907288312912,
-0.01014795433729887,
0.005835576914250851,
-0.07087220251560211,
0.05771424621343613,
-0.030747972428798676,
0.03079088032245636,
-0.028392478823661804,
-0.061300452798604965,
-0.017409218475222588,
0.047137774527072906,
0.09242372959852219,
-0.013103538192808628,
-0.008603407070040703,
0.048817023634910583,
-0.03387565538287163,
-0.036031365394592285,
0.041158705949783325,
-0.057204533368349075,
0.006286862306296825,
-0.004130088724195957,
-0.030760904774069786,
0.050608765333890915,
-0.05413350462913513,
0.10180047154426575,
0.0275136586278677,
-0.0268239788711071,
0.014233175665140152,
0.054368190467357635,
-0.043934084475040436,
0.003880297765135765,
-0.0750114843249321,
0.009035935625433922,
-0.02181088924407959,
-0.0591094046831131,
0.04366578906774521,
0.0745345875620842,
0.01803385093808174,
-0.05607518181204796,
0.055480971932411194,
0.04916941747069359,
0.06621912121772766,
0.06217408552765846,
0.000791728962212801,
-0.05932115763425827,
-0.03245782107114792,
0.028459521010518074,
-0.11960803717374802,
-0.06413591653108597,
-0.0446537584066391,
-0.017981747165322304,
-0.05446269363164902,
-0.020670587196946144,
-0.007856403477489948,
0.020080208778381348,
-0.03385840728878975,
0.030689449980854988,
-0.00595000060275197,
0.12287270277738571,
-0.01822243072092533,
0.005728286225348711,
0.022834910079836845,
-0.03205827623605728,
-0.018348416313529015,
0.05233335494995117,
0.043357595801353455,
0.038766440004110336,
0.12359907478094101,
-0.05155707523226738,
0.1555168181657791,
-0.04802192747592926,
-0.018524639308452606,
0.054916854947805405,
0.0038688660133630037,
-0.060554858297109604,
0.0131298266351223,
-0.1050749123096466,
-0.0843774601817131,
-0.017457105219364166,
-0.010156642645597458,
0.03867858275771141,
0.012753797695040703,
0.005524634849280119,
0.06339272111654282,
-0.0598197802901268,
0.03518619388341904,
0.0540168397128582,
-0.06625600159168243,
-0.04136664420366287,
-0.0141440499573946,
-0.029762644320726395,
-0.04009655863046646,
-0.10131414234638214,
-0.047086864709854126,
-0.00398350739851594,
-0.09309691935777664,
0.07585030794143677,
0.03878610581159592,
0.019049474969506264,
-0.05984807759523392,
0.05816522240638733,
-0.03699778392910957,
0.04784975200891495,
0.04710511490702629,
0.014335008338093758,
-0.023195654153823853,
0.04177732393145561,
0.005089703481644392,
0.06921492516994476,
-0.06581898033618927,
0.010567418299615383,
0.09584005922079086,
-0.06240859627723694,
-0.021937988698482513,
0.07472730427980423,
0.0053397612646222115,
0.03740334138274193,
0.059938907623291016,
-0.09240900725126266,
-0.034809600561857224,
-0.002429378917440772,
0.009503930807113647,
0.015721358358860016,
0.02571011520922184,
0.058513134717941284,
-5.453150435888247e-34,
0.04149681702256203,
-0.045983243733644485,
0.05634424462914467,
0.03292561694979668,
0.09308876097202301,
0.026428138837218285,
0.04883744940161705,
-0.08148377388715744,
0.1031317338347435,
0.010570784099400043,
-0.09220512211322784,
-0.05045062676072121,
0.015619244426488876,
-0.011493423953652382,
0.15204240381717682,
-0.042404599487781525,
0.00553024560213089,
0.026693070307374,
-0.09090161323547363,
0.03496444225311279,
-0.004556483123451471,
-0.055745214223861694,
0.03479399159550667,
-0.049681004136800766,
-0.0164276584982872,
0.014575623907148838,
-0.008991948328912258,
-0.029816824942827225,
0.017789948731660843,
0.02878771349787712,
-0.04772629961371422,
-0.006942557170987129,
0.02105725184082985,
0.05609117075800896,
-0.04638300836086273,
0.023153796792030334,
-0.0303523950278759,
-0.03894735872745514,
-0.027508534491062164,
-0.023877615109086037,
0.02939763478934765,
0.010117955505847931,
0.0493585467338562,
-0.020273638889193535,
0.005678728688508272,
0.006418142467737198,
0.06357238441705704,
0.06558854132890701,
-0.06556351482868195,
0.004392632283270359,
-0.028635576367378235,
0.07888401299715042,
-0.014415442943572998,
-0.05436621606349945,
0.012792758643627167,
-0.05657481774687767,
-0.06918934732675552,
-0.033691566437482834,
-0.036550454795360565,
0.08549020439386368,
0.018110284581780434,
0.024748725816607475,
-0.067140132188797,
0.013320595026016235,
-0.023197876289486885,
0.0201917365193367,
-0.027971923351287842,
-0.0026948105078190565,
0.08314657211303711,
0.020977819338440895,
-0.061552390456199646,
-0.021144017577171326,
0.027862994000315666,
0.012014671228826046,
0.004185541998594999,
0.026635944843292236,
-0.08127060532569885,
-0.023642120882868767,
0.08755030483007431,
-0.016001887619495392,
-0.07805705815553665,
-0.015757514163851738,
-0.03807907924056053,
-0.13910509645938873,
0.012959621846675873,
-0.004244837444275618,
0.08078276365995407,
-0.01344122365117073,
-0.08983968198299408,
-0.013549644500017166,
-0.06209278106689453,
-0.033131375908851624,
-0.033357422798871994,
0.05341028422117233,
0.06472915410995483,
-1.584027126875004e-33,
-0.05681389942765236,
-0.015558297745883465,
0.08697810769081116,
0.04256482049822807,
-0.052039965987205505,
-0.048412423580884933,
-0.08170425146818161,
-0.04726438596844673,
0.02744187042117119,
-0.02133037894964218,
-0.11471781879663467,
0.048887863755226135,
0.08847963809967041,
-0.0223921500146389,
0.027840685099363327,
-0.04348194971680641,
0.028311828151345253,
-0.004858996719121933,
-0.03978205844759941,
-0.021755890920758247,
0.032773640006780624,
-0.04503970220685005,
-0.0272419061511755,
-0.0005493391654454172,
-0.04830906540155411,
0.04420222342014313,
0.03123169206082821,
-0.06656252592802048,
-0.029244890436530113,
0.024716032668948174,
-0.07946895807981491,
-0.033669259399175644,
-0.08375661075115204,
-0.03180594742298126,
-0.05035356432199478,
-0.06439803540706635,
0.03376580402255058,
0.05754901468753815,
-0.027175962924957275,
-0.07024667412042618,
0.024694005027413368,
-0.008619953878223896,
-0.004601212218403816,
-0.014234634116292,
-0.0021293209865689278,
0.04966540262103081,
-0.017232045531272888,
-0.027318580076098442,
-0.09483309835195541,
-0.006564161274582148,
-0.11279021948575974,
0.06985360383987427,
0.007674971595406532,
0.06316690891981125,
0.02467731200158596,
0.019274048507213593,
-0.1359522044658661,
0.05987607315182686,
0.019554903730750084,
0.008884355425834656,
-0.07949533313512802,
-0.03336868807673454,
-0.011028864420950413,
0.17910058796405792,
0.06216917186975479,
0.03553158417344093,
-0.01673625409603119,
-0.004253051243722439,
0.000842383480630815,
0.10899995267391205,
0.039123255759477615,
0.018177403137087822,
0.013877439312636852,
0.0028977645561099052,
-0.0661705806851387,
0.05240250006318092,
0.029067769646644592,
-0.0005873712943866849,
0.025506937876343727,
0.0484842024743557,
0.03146737441420555,
-0.00824342854321003,
0.02560483291745186,
-0.007991869002580643,
0.08099546283483505,
0.0038698366843163967,
0.03588173910975456,
-0.10495924949645996,
0.006042773835361004,
-0.02594023011624813,
0.05325622484087944,
0.030653899535536766,
0.023102330043911934,
-0.03775377199053764,
-0.028412073850631714,
-3.984521868005686e-8,
0.016660554334521294,
-0.05080458149313927,
-0.043989021331071854,
-0.0809209942817688,
0.0796857699751854,
-0.010804484598338604,
-0.01379066426306963,
0.05791901424527168,
-0.1047423854470253,
-0.04172934219241142,
0.019422685727477074,
0.0035088767763227224,
-0.00010800506424857304,
0.104839988052845,
-0.056496378034353256,
0.013824005611240864,
0.0018471288494765759,
0.0033996643032878637,
-0.02320616878569126,
0.01090695708990097,
-0.08634822815656662,
-0.030864985659718513,
0.002855406841263175,
0.07448127865791321,
-0.0324205718934536,
0.060866083949804306,
0.00961555540561676,
-0.04855261370539665,
0.06938907504081726,
0.007378778886049986,
-0.0011830825824290514,
-0.02066708914935589,
0.05328678339719772,
0.06482185423374176,
0.04487985745072365,
0.02669628895819187,
-0.0023371020797640085,
0.01769423484802246,
-0.057735323905944824,
0.037438761442899704,
0.05087900534272194,
-0.004322718363255262,
0.12560491263866425,
-0.0033834180794656277,
0.17824286222457886,
0.0649157389998436,
-0.03800951689481735,
0.06862210482358932,
-0.04939685016870499,
-0.042027778923511505,
-0.05692793428897858,
0.03210620954632759,
-0.005707215052098036,
-0.007797157391905785,
-0.027981381863355637,
0.021288782358169556,
-0.007718589622527361,
-0.03956335783004761,
-0.013875099830329418,
0.01203590352088213,
-0.01740303449332714,
-0.00005587544001173228,
0.010107934474945068,
-0.015348187647759914
] | null | null | null | null | null | null | null |
[
-0.0009960485622286797,
0.004481900483369827,
0.009258907288312912,
-0.01014795433729887,
0.005835576914250851,
-0.07087220251560211,
0.05771424621343613,
-0.030747972428798676,
0.03079088032245636,
-0.028392478823661804,
-0.061300452798604965,
-0.017409218475222588,
0.047137774527072906,
0.09242372959852219,
-0.013103538192808628,
-0.008603407070040703,
0.048817023634910583,
-0.03387565538287163,
-0.036031365394592285,
0.041158705949783325,
-0.057204533368349075,
0.006286862306296825,
-0.004130088724195957,
-0.030760904774069786,
0.050608765333890915,
-0.05413350462913513,
0.10180047154426575,
0.0275136586278677,
-0.0268239788711071,
0.014233175665140152,
0.054368190467357635,
-0.043934084475040436,
0.003880297765135765,
-0.0750114843249321,
0.009035935625433922,
-0.02181088924407959,
-0.0591094046831131,
0.04366578906774521,
0.0745345875620842,
0.01803385093808174,
-0.05607518181204796,
0.055480971932411194,
0.04916941747069359,
0.06621912121772766,
0.06217408552765846,
0.000791728962212801,
-0.05932115763425827,
-0.03245782107114792,
0.028459521010518074,
-0.11960803717374802,
-0.06413591653108597,
-0.0446537584066391,
-0.017981747165322304,
-0.05446269363164902,
-0.020670587196946144,
-0.007856403477489948,
0.020080208778381348,
-0.03385840728878975,
0.030689449980854988,
-0.00595000060275197,
0.12287270277738571,
-0.01822243072092533,
0.005728286225348711,
0.022834910079836845,
-0.03205827623605728,
-0.018348416313529015,
0.05233335494995117,
0.043357595801353455,
0.038766440004110336,
0.12359907478094101,
-0.05155707523226738,
0.1555168181657791,
-0.04802192747592926,
-0.018524639308452606,
0.054916854947805405,
0.0038688660133630037,
-0.060554858297109604,
0.0131298266351223,
-0.1050749123096466,
-0.0843774601817131,
-0.017457105219364166,
-0.010156642645597458,
0.03867858275771141,
0.012753797695040703,
0.005524634849280119,
0.06339272111654282,
-0.0598197802901268,
0.03518619388341904,
0.0540168397128582,
-0.06625600159168243,
-0.04136664420366287,
-0.0141440499573946,
-0.029762644320726395,
-0.04009655863046646,
-0.10131414234638214,
-0.047086864709854126,
-0.00398350739851594,
-0.09309691935777664,
0.07585030794143677,
0.03878610581159592,
0.019049474969506264,
-0.05984807759523392,
0.05816522240638733,
-0.03699778392910957,
0.04784975200891495,
0.04710511490702629,
0.014335008338093758,
-0.023195654153823853,
0.04177732393145561,
0.005089703481644392,
0.06921492516994476,
-0.06581898033618927,
0.010567418299615383,
0.09584005922079086,
-0.06240859627723694,
-0.021937988698482513,
0.07472730427980423,
0.0053397612646222115,
0.03740334138274193,
0.059938907623291016,
-0.09240900725126266,
-0.034809600561857224,
-0.002429378917440772,
0.009503930807113647,
0.015721358358860016,
0.02571011520922184,
0.058513134717941284,
-5.453150435888247e-34,
0.04149681702256203,
-0.045983243733644485,
0.05634424462914467,
0.03292561694979668,
0.09308876097202301,
0.026428138837218285,
0.04883744940161705,
-0.08148377388715744,
0.1031317338347435,
0.010570784099400043,
-0.09220512211322784,
-0.05045062676072121,
0.015619244426488876,
-0.011493423953652382,
0.15204240381717682,
-0.042404599487781525,
0.00553024560213089,
0.026693070307374,
-0.09090161323547363,
0.03496444225311279,
-0.004556483123451471,
-0.055745214223861694,
0.03479399159550667,
-0.049681004136800766,
-0.0164276584982872,
0.014575623907148838,
-0.008991948328912258,
-0.029816824942827225,
0.017789948731660843,
0.02878771349787712,
-0.04772629961371422,
-0.006942557170987129,
0.02105725184082985,
0.05609117075800896,
-0.04638300836086273,
0.023153796792030334,
-0.0303523950278759,
-0.03894735872745514,
-0.027508534491062164,
-0.023877615109086037,
0.02939763478934765,
0.010117955505847931,
0.0493585467338562,
-0.020273638889193535,
0.005678728688508272,
0.006418142467737198,
0.06357238441705704,
0.06558854132890701,
-0.06556351482868195,
0.004392632283270359,
-0.028635576367378235,
0.07888401299715042,
-0.014415442943572998,
-0.05436621606349945,
0.012792758643627167,
-0.05657481774687767,
-0.06918934732675552,
-0.033691566437482834,
-0.036550454795360565,
0.08549020439386368,
0.018110284581780434,
0.024748725816607475,
-0.067140132188797,
0.013320595026016235,
-0.023197876289486885,
0.0201917365193367,
-0.027971923351287842,
-0.0026948105078190565,
0.08314657211303711,
0.020977819338440895,
-0.061552390456199646,
-0.021144017577171326,
0.027862994000315666,
0.012014671228826046,
0.004185541998594999,
0.026635944843292236,
-0.08127060532569885,
-0.023642120882868767,
0.08755030483007431,
-0.016001887619495392,
-0.07805705815553665,
-0.015757514163851738,
-0.03807907924056053,
-0.13910509645938873,
0.012959621846675873,
-0.004244837444275618,
0.08078276365995407,
-0.01344122365117073,
-0.08983968198299408,
-0.013549644500017166,
-0.06209278106689453,
-0.033131375908851624,
-0.033357422798871994,
0.05341028422117233,
0.06472915410995483,
-1.584027126875004e-33,
-0.05681389942765236,
-0.015558297745883465,
0.08697810769081116,
0.04256482049822807,
-0.052039965987205505,
-0.048412423580884933,
-0.08170425146818161,
-0.04726438596844673,
0.02744187042117119,
-0.02133037894964218,
-0.11471781879663467,
0.048887863755226135,
0.08847963809967041,
-0.0223921500146389,
0.027840685099363327,
-0.04348194971680641,
0.028311828151345253,
-0.004858996719121933,
-0.03978205844759941,
-0.021755890920758247,
0.032773640006780624,
-0.04503970220685005,
-0.0272419061511755,
-0.0005493391654454172,
-0.04830906540155411,
0.04420222342014313,
0.03123169206082821,
-0.06656252592802048,
-0.029244890436530113,
0.024716032668948174,
-0.07946895807981491,
-0.033669259399175644,
-0.08375661075115204,
-0.03180594742298126,
-0.05035356432199478,
-0.06439803540706635,
0.03376580402255058,
0.05754901468753815,
-0.027175962924957275,
-0.07024667412042618,
0.024694005027413368,
-0.008619953878223896,
-0.004601212218403816,
-0.014234634116292,
-0.0021293209865689278,
0.04966540262103081,
-0.017232045531272888,
-0.027318580076098442,
-0.09483309835195541,
-0.006564161274582148,
-0.11279021948575974,
0.06985360383987427,
0.007674971595406532,
0.06316690891981125,
0.02467731200158596,
0.019274048507213593,
-0.1359522044658661,
0.05987607315182686,
0.019554903730750084,
0.008884355425834656,
-0.07949533313512802,
-0.03336868807673454,
-0.011028864420950413,
0.17910058796405792,
0.06216917186975479,
0.03553158417344093,
-0.01673625409603119,
-0.004253051243722439,
0.000842383480630815,
0.10899995267391205,
0.039123255759477615,
0.018177403137087822,
0.013877439312636852,
0.0028977645561099052,
-0.0661705806851387,
0.05240250006318092,
0.029067769646644592,
-0.0005873712943866849,
0.025506937876343727,
0.0484842024743557,
0.03146737441420555,
-0.00824342854321003,
0.02560483291745186,
-0.007991869002580643,
0.08099546283483505,
0.0038698366843163967,
0.03588173910975456,
-0.10495924949645996,
0.006042773835361004,
-0.02594023011624813,
0.05325622484087944,
0.030653899535536766,
0.023102330043911934,
-0.03775377199053764,
-0.028412073850631714,
-3.984521868005686e-8,
0.016660554334521294,
-0.05080458149313927,
-0.043989021331071854,
-0.0809209942817688,
0.0796857699751854,
-0.010804484598338604,
-0.01379066426306963,
0.05791901424527168,
-0.1047423854470253,
-0.04172934219241142,
0.019422685727477074,
0.0035088767763227224,
-0.00010800506424857304,
0.104839988052845,
-0.056496378034353256,
0.013824005611240864,
0.0018471288494765759,
0.0033996643032878637,
-0.02320616878569126,
0.01090695708990097,
-0.08634822815656662,
-0.030864985659718513,
0.002855406841263175,
0.07448127865791321,
-0.0324205718934536,
0.060866083949804306,
0.00961555540561676,
-0.04855261370539665,
0.06938907504081726,
0.007378778886049986,
-0.0011830825824290514,
-0.02066708914935589,
0.05328678339719772,
0.06482185423374176,
0.04487985745072365,
0.02669628895819187,
-0.0023371020797640085,
0.01769423484802246,
-0.057735323905944824,
0.037438761442899704,
0.05087900534272194,
-0.004322718363255262,
0.12560491263866425,
-0.0033834180794656277,
0.17824286222457886,
0.0649157389998436,
-0.03800951689481735,
0.06862210482358932,
-0.04939685016870499,
-0.042027778923511505,
-0.05692793428897858,
0.03210620954632759,
-0.005707215052098036,
-0.007797157391905785,
-0.027981381863355637,
0.021288782358169556,
-0.007718589622527361,
-0.03956335783004761,
-0.013875099830329418,
0.01203590352088213,
-0.01740303449332714,
-0.00005587544001173228,
0.010107934474945068,
-0.015348187647759914
] |
1402.5683
|
Chi Xiong
|
Chi Xiong, Wolfram Pernice, Mo Li, Michael Rooks and Hong X. Tang
|
Adiabatic embedment of nanomechanical resonators in photonic microring
cavities
| null |
Appl. Phys. Lett. 96, 263101 (2010)
|
10.1063/1.3458692
| null |
physics.optics cond-mat.mes-hall
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We report a circuit cavity optomechanical system in which a nanomechanical
resonator is adiabatically embedded inside an optical ring resonator with
ultralow transition loss. The nanomechanical device forms part of the top layer
of a horizontal silicon slot ring resonator, which enables dispersive coupling
to the dielectric substrate via a tapered nanogap. Our measurements show nearly
uncompromised optical quality factors (Q) after the release of the mechanical
beam.
|
[
{
"created": "Sun, 23 Feb 2014 21:58:03 GMT",
"version": "v1"
}
] |
2014-03-05
|
[
[
"Xiong",
"Chi",
""
],
[
"Pernice",
"Wolfram",
""
],
[
"Li",
"Mo",
""
],
[
"Rooks",
"Michael",
""
],
[
"Tang",
"Hong X.",
""
]
] |
[
0.040638815611600876,
0.03036729246377945,
-0.03873937577009201,
0.011519193649291992,
-0.03272699564695358,
-0.11972019821405411,
0.0020530829206109047,
0.012610474601387978,
0.012172628194093704,
-0.004835244733840227,
-0.0195651575922966,
0.013490450568497181,
0.0004619871615432203,
-0.016562553122639656,
0.03334931284189224,
0.08074142038822174,
0.02416221797466278,
0.07148494571447372,
0.05979982018470764,
0.01810801960527897,
0.1208353117108345,
-0.023214664310216904,
-0.03356074541807175,
-0.0722213163971901,
-0.08367961645126343,
0.018992938101291656,
0.06047148257493973,
0.016308708116412163,
-0.021977417171001434,
0.0035007167607545853,
-0.07642574608325958,
0.04977281019091606,
-0.06375253945589066,
-0.04101456329226494,
-0.020471950992941856,
0.06079711392521858,
0.05487847700715065,
-0.07355964183807373,
-0.06429527699947357,
-0.06887724250555038,
0.02977878972887993,
0.04175395891070366,
0.012441139668226242,
0.007404419593513012,
-0.029970165342092514,
0.029431374743580818,
0.02725248597562313,
0.0146505581215024,
-0.03568489849567413,
-0.06069093942642212,
-0.06048453599214554,
-0.010523030534386635,
0.02715974859893322,
0.07009337842464447,
0.042551688849925995,
0.13233217597007751,
0.06458853930234909,
-0.01476490218192339,
-0.027165280655026436,
-0.08865197002887726,
0.04612712189555168,
-0.04051033407449722,
-0.05477233976125717,
-0.031907979398965836,
-0.008539845235645771,
0.03528185188770294,
0.044841960072517395,
0.003902008756995201,
0.002712104469537735,
0.023469137027859688,
0.03298978880047798,
-0.07623600214719772,
-0.029668660834431648,
0.0380534790456295,
0.03369303420186043,
0.024280568584799767,
0.035301171243190765,
0.09120576828718185,
-0.006112521979957819,
0.08442230522632599,
0.04924965277314186,
-0.07832971960306168,
-0.0043912711553275585,
0.02414591610431671,
-0.010184281505644321,
0.03739145025610924,
-0.00009237788617610931,
-0.08386578410863876,
-0.07138130813837051,
-0.07918205112218857,
-0.04115624725818634,
0.04643559455871582,
-0.0901302695274353,
-0.1189037561416626,
0.04763777181506157,
-0.05674353614449501,
-0.04509897530078888,
-0.09582115709781647,
-0.029653169214725494,
0.00876257661730051,
0.003621787531301379,
-0.03907061368227005,
0.014637086540460587,
0.01834934763610363,
-0.04777111858129501,
0.028422238305211067,
0.018418189138174057,
0.0938495472073555,
-0.017640672624111176,
0.0886785238981247,
-0.021305637434124947,
0.011737000197172165,
0.01768338680267334,
0.02663334086537361,
0.03271156921982765,
0.026426611468195915,
-0.06901247054338455,
0.05590859428048134,
0.024034408852458,
0.041079889982938766,
-0.07126737385988235,
0.024772733449935913,
-0.08981442451477051,
-0.07134400308132172,
-0.056056082248687744,
0.030056355521082878,
-0.06116245687007904,
1.944643998123319e-33,
0.011618443764746189,
-0.019794929772615433,
0.02072581648826599,
-0.05910364165902138,
-0.022771745920181274,
-0.13459186255931854,
0.09354902803897858,
0.04775175824761391,
0.020712312310934067,
-0.0976390615105629,
0.0942455530166626,
-0.026733731850981712,
-0.05937151610851288,
-0.0013390578096732497,
0.09613068401813507,
-0.08987003564834595,
-0.029538309201598167,
0.026027260348200798,
-0.03895410895347595,
0.046379487961530685,
-0.014816530048847198,
-0.008488500490784645,
-0.0010257012909278274,
0.07094588875770569,
0.011241095140576363,
-0.017032373696565628,
0.005627963691949844,
0.030627256259322166,
0.038909148424863815,
-0.014808127656579018,
-0.04016336053609848,
0.046507302671670914,
0.09131865203380585,
-0.003507420187816024,
0.0939880833029747,
0.04602457955479622,
0.018748825415968895,
0.07268443703651428,
0.009061427786946297,
0.016463318839669228,
-0.014304020442068577,
0.014971837401390076,
0.012340790592133999,
0.03987026959657669,
-0.007628941908478737,
0.015592491254210472,
-0.012910707853734493,
0.025735091418027878,
0.07717906683683395,
-0.018788862973451614,
0.02375035732984543,
-0.1008969321846962,
0.02877032570540905,
-0.007563627324998379,
-0.00376473693177104,
-0.08080463111400604,
-0.018429387360811234,
-0.03664680942893028,
0.0037108499091118574,
-0.1163410022854805,
0.006453450303524733,
-0.12060480564832687,
0.10787177085876465,
0.06443774700164795,
0.029377970844507217,
0.04739626124501228,
-0.04079923778772354,
0.017463067546486855,
-0.024725504219532013,
0.022475972771644592,
0.007150215562433004,
0.10598453879356384,
-0.04133250564336777,
-0.05387164279818535,
0.0376678965985775,
0.04432792216539383,
0.028049355372786522,
-0.10597024857997894,
0.08638108521699905,
0.03157847374677658,
0.044859379529953,
-0.012704836204648018,
-0.07349715381860733,
-0.03177734091877937,
-0.0013638552045449615,
0.0019381550373509526,
0.027182558551430702,
-0.049405958503484726,
-0.010091697797179222,
-0.011765553615987301,
0.07503726333379745,
-0.05228226259350777,
-0.02567497454583645,
0.06938724219799042,
-0.028299128636717796,
-3.378285908264804e-33,
0.01892329752445221,
-0.08268214762210846,
0.10295123606920242,
0.11520993709564209,
0.10760263353586197,
0.05853119120001793,
-0.012384450063109398,
0.015863917768001556,
-0.03793663531541824,
0.010845636017620564,
0.041073236614465714,
0.017424173653125763,
0.025066999718546867,
0.04140842333436012,
-0.07297273725271225,
-0.0008274965221062303,
0.007362124510109425,
-0.08756229281425476,
0.10167808830738068,
0.019209954887628555,
0.1254497915506363,
0.03657001256942749,
0.041520096361637115,
-0.03806261345744133,
-0.010182792320847511,
-0.009042632766067982,
-0.021450303494930267,
0.005802210420370102,
-0.025591984391212463,
-0.04498687759041786,
0.03982188552618027,
-0.012422394007444382,
0.04115142300724983,
0.04539408162236214,
0.02631371282041073,
0.06177694723010063,
0.02118729241192341,
-0.021968411281704903,
-0.035155992954969406,
-0.03814315050840378,
0.015549279749393463,
0.03416508063673973,
-0.009517418220639229,
0.02992384135723114,
-0.008655711077153683,
-0.029791293665766716,
0.03350723534822464,
-0.06679317355155945,
0.018886320292949677,
-0.10815034806728363,
0.011336106806993484,
0.04498397186398506,
-0.0363001823425293,
0.0009610738488845527,
-0.051977287977933884,
0.041466906666755676,
0.010430077090859413,
0.1297115981578827,
0.05160178616642952,
0.03290277719497681,
-0.016258927062153816,
0.038977645337581635,
-0.0018323552794754505,
-0.035748690366744995,
0.046139784157276154,
0.024643007665872574,
0.06768471747636795,
-0.0446983240544796,
0.002230999758467078,
-0.03472907468676567,
0.03689664974808693,
0.0029050330631434917,
0.023797614499926567,
0.049467943608760834,
0.0382702574133873,
-0.0007829940295778215,
0.03191300481557846,
-0.09482958912849426,
-0.058192119002342224,
0.08122899383306503,
-0.00577982421964407,
0.016281267628073692,
-0.03838714212179184,
-0.031185844913125038,
-0.059888631105422974,
-0.06707245856523514,
0.017935600131750107,
0.027375392615795135,
-0.09763208031654358,
0.08665762096643448,
-0.025743113830685616,
-0.0459783561527729,
0.034065958112478256,
-0.11816711723804474,
0.05227439105510712,
-4.315139534583068e-8,
0.10121732950210571,
0.04117080196738243,
-0.047702670097351074,
-0.0035026613622903824,
-0.057482145726680756,
-0.032555729150772095,
0.008769039064645767,
-0.02972795069217682,
0.07068652659654617,
-0.009843428619205952,
0.005599610041826963,
-0.0333341620862484,
-0.009836599230766296,
-0.0479469895362854,
0.05810730531811714,
-0.004861908033490181,
-0.031554270535707474,
-0.02513636276125908,
-0.023126322776079178,
-0.08735210448503494,
-0.02987363189458847,
-0.0037810946814715862,
0.09639666229486465,
-0.08179248124361038,
-0.04015377163887024,
-0.011514328420162201,
-0.02973688580095768,
-0.01795407384634018,
0.0031071880366653204,
-0.003934656269848347,
-0.03211569786071777,
0.0006973191048018634,
0.027601784095168114,
-0.04219762235879898,
-0.1390039473772049,
-0.008672724477946758,
-0.0685834214091301,
-0.013067565858364105,
0.06992121785879135,
-0.07033447176218033,
0.016863523051142693,
-0.027579812332987785,
-0.0989345908164978,
0.032453086227178574,
-0.0169081911444664,
-0.0288960263133049,
0.05453071743249893,
0.0058180782943964005,
-0.04816824570298195,
0.047625504434108734,
-0.04016287624835968,
-0.03805120289325714,
-0.04114585742354393,
-0.06294825673103333,
-0.026170486584305763,
-0.019598176702857018,
0.0066681476309895515,
0.08651349693536758,
-0.06889238208532333,
0.011373026296496391,
0.03722956404089928,
-0.03301451355218887,
0.06603524833917618,
0.04888251796364784
] | null | null | null | null | null | null | null |
[
0.040638815611600876,
0.03036729246377945,
-0.03873937577009201,
0.011519193649291992,
-0.03272699564695358,
-0.11972019821405411,
0.0020530829206109047,
0.012610474601387978,
0.012172628194093704,
-0.004835244733840227,
-0.0195651575922966,
0.013490450568497181,
0.0004619871615432203,
-0.016562553122639656,
0.03334931284189224,
0.08074142038822174,
0.02416221797466278,
0.07148494571447372,
0.05979982018470764,
0.01810801960527897,
0.1208353117108345,
-0.023214664310216904,
-0.03356074541807175,
-0.0722213163971901,
-0.08367961645126343,
0.018992938101291656,
0.06047148257493973,
0.016308708116412163,
-0.021977417171001434,
0.0035007167607545853,
-0.07642574608325958,
0.04977281019091606,
-0.06375253945589066,
-0.04101456329226494,
-0.020471950992941856,
0.06079711392521858,
0.05487847700715065,
-0.07355964183807373,
-0.06429527699947357,
-0.06887724250555038,
0.02977878972887993,
0.04175395891070366,
0.012441139668226242,
0.007404419593513012,
-0.029970165342092514,
0.029431374743580818,
0.02725248597562313,
0.0146505581215024,
-0.03568489849567413,
-0.06069093942642212,
-0.06048453599214554,
-0.010523030534386635,
0.02715974859893322,
0.07009337842464447,
0.042551688849925995,
0.13233217597007751,
0.06458853930234909,
-0.01476490218192339,
-0.027165280655026436,
-0.08865197002887726,
0.04612712189555168,
-0.04051033407449722,
-0.05477233976125717,
-0.031907979398965836,
-0.008539845235645771,
0.03528185188770294,
0.044841960072517395,
0.003902008756995201,
0.002712104469537735,
0.023469137027859688,
0.03298978880047798,
-0.07623600214719772,
-0.029668660834431648,
0.0380534790456295,
0.03369303420186043,
0.024280568584799767,
0.035301171243190765,
0.09120576828718185,
-0.006112521979957819,
0.08442230522632599,
0.04924965277314186,
-0.07832971960306168,
-0.0043912711553275585,
0.02414591610431671,
-0.010184281505644321,
0.03739145025610924,
-0.00009237788617610931,
-0.08386578410863876,
-0.07138130813837051,
-0.07918205112218857,
-0.04115624725818634,
0.04643559455871582,
-0.0901302695274353,
-0.1189037561416626,
0.04763777181506157,
-0.05674353614449501,
-0.04509897530078888,
-0.09582115709781647,
-0.029653169214725494,
0.00876257661730051,
0.003621787531301379,
-0.03907061368227005,
0.014637086540460587,
0.01834934763610363,
-0.04777111858129501,
0.028422238305211067,
0.018418189138174057,
0.0938495472073555,
-0.017640672624111176,
0.0886785238981247,
-0.021305637434124947,
0.011737000197172165,
0.01768338680267334,
0.02663334086537361,
0.03271156921982765,
0.026426611468195915,
-0.06901247054338455,
0.05590859428048134,
0.024034408852458,
0.041079889982938766,
-0.07126737385988235,
0.024772733449935913,
-0.08981442451477051,
-0.07134400308132172,
-0.056056082248687744,
0.030056355521082878,
-0.06116245687007904,
1.944643998123319e-33,
0.011618443764746189,
-0.019794929772615433,
0.02072581648826599,
-0.05910364165902138,
-0.022771745920181274,
-0.13459186255931854,
0.09354902803897858,
0.04775175824761391,
0.020712312310934067,
-0.0976390615105629,
0.0942455530166626,
-0.026733731850981712,
-0.05937151610851288,
-0.0013390578096732497,
0.09613068401813507,
-0.08987003564834595,
-0.029538309201598167,
0.026027260348200798,
-0.03895410895347595,
0.046379487961530685,
-0.014816530048847198,
-0.008488500490784645,
-0.0010257012909278274,
0.07094588875770569,
0.011241095140576363,
-0.017032373696565628,
0.005627963691949844,
0.030627256259322166,
0.038909148424863815,
-0.014808127656579018,
-0.04016336053609848,
0.046507302671670914,
0.09131865203380585,
-0.003507420187816024,
0.0939880833029747,
0.04602457955479622,
0.018748825415968895,
0.07268443703651428,
0.009061427786946297,
0.016463318839669228,
-0.014304020442068577,
0.014971837401390076,
0.012340790592133999,
0.03987026959657669,
-0.007628941908478737,
0.015592491254210472,
-0.012910707853734493,
0.025735091418027878,
0.07717906683683395,
-0.018788862973451614,
0.02375035732984543,
-0.1008969321846962,
0.02877032570540905,
-0.007563627324998379,
-0.00376473693177104,
-0.08080463111400604,
-0.018429387360811234,
-0.03664680942893028,
0.0037108499091118574,
-0.1163410022854805,
0.006453450303524733,
-0.12060480564832687,
0.10787177085876465,
0.06443774700164795,
0.029377970844507217,
0.04739626124501228,
-0.04079923778772354,
0.017463067546486855,
-0.024725504219532013,
0.022475972771644592,
0.007150215562433004,
0.10598453879356384,
-0.04133250564336777,
-0.05387164279818535,
0.0376678965985775,
0.04432792216539383,
0.028049355372786522,
-0.10597024857997894,
0.08638108521699905,
0.03157847374677658,
0.044859379529953,
-0.012704836204648018,
-0.07349715381860733,
-0.03177734091877937,
-0.0013638552045449615,
0.0019381550373509526,
0.027182558551430702,
-0.049405958503484726,
-0.010091697797179222,
-0.011765553615987301,
0.07503726333379745,
-0.05228226259350777,
-0.02567497454583645,
0.06938724219799042,
-0.028299128636717796,
-3.378285908264804e-33,
0.01892329752445221,
-0.08268214762210846,
0.10295123606920242,
0.11520993709564209,
0.10760263353586197,
0.05853119120001793,
-0.012384450063109398,
0.015863917768001556,
-0.03793663531541824,
0.010845636017620564,
0.041073236614465714,
0.017424173653125763,
0.025066999718546867,
0.04140842333436012,
-0.07297273725271225,
-0.0008274965221062303,
0.007362124510109425,
-0.08756229281425476,
0.10167808830738068,
0.019209954887628555,
0.1254497915506363,
0.03657001256942749,
0.041520096361637115,
-0.03806261345744133,
-0.010182792320847511,
-0.009042632766067982,
-0.021450303494930267,
0.005802210420370102,
-0.025591984391212463,
-0.04498687759041786,
0.03982188552618027,
-0.012422394007444382,
0.04115142300724983,
0.04539408162236214,
0.02631371282041073,
0.06177694723010063,
0.02118729241192341,
-0.021968411281704903,
-0.035155992954969406,
-0.03814315050840378,
0.015549279749393463,
0.03416508063673973,
-0.009517418220639229,
0.02992384135723114,
-0.008655711077153683,
-0.029791293665766716,
0.03350723534822464,
-0.06679317355155945,
0.018886320292949677,
-0.10815034806728363,
0.011336106806993484,
0.04498397186398506,
-0.0363001823425293,
0.0009610738488845527,
-0.051977287977933884,
0.041466906666755676,
0.010430077090859413,
0.1297115981578827,
0.05160178616642952,
0.03290277719497681,
-0.016258927062153816,
0.038977645337581635,
-0.0018323552794754505,
-0.035748690366744995,
0.046139784157276154,
0.024643007665872574,
0.06768471747636795,
-0.0446983240544796,
0.002230999758467078,
-0.03472907468676567,
0.03689664974808693,
0.0029050330631434917,
0.023797614499926567,
0.049467943608760834,
0.0382702574133873,
-0.0007829940295778215,
0.03191300481557846,
-0.09482958912849426,
-0.058192119002342224,
0.08122899383306503,
-0.00577982421964407,
0.016281267628073692,
-0.03838714212179184,
-0.031185844913125038,
-0.059888631105422974,
-0.06707245856523514,
0.017935600131750107,
0.027375392615795135,
-0.09763208031654358,
0.08665762096643448,
-0.025743113830685616,
-0.0459783561527729,
0.034065958112478256,
-0.11816711723804474,
0.05227439105510712,
-4.315139534583068e-8,
0.10121732950210571,
0.04117080196738243,
-0.047702670097351074,
-0.0035026613622903824,
-0.057482145726680756,
-0.032555729150772095,
0.008769039064645767,
-0.02972795069217682,
0.07068652659654617,
-0.009843428619205952,
0.005599610041826963,
-0.0333341620862484,
-0.009836599230766296,
-0.0479469895362854,
0.05810730531811714,
-0.004861908033490181,
-0.031554270535707474,
-0.02513636276125908,
-0.023126322776079178,
-0.08735210448503494,
-0.02987363189458847,
-0.0037810946814715862,
0.09639666229486465,
-0.08179248124361038,
-0.04015377163887024,
-0.011514328420162201,
-0.02973688580095768,
-0.01795407384634018,
0.0031071880366653204,
-0.003934656269848347,
-0.03211569786071777,
0.0006973191048018634,
0.027601784095168114,
-0.04219762235879898,
-0.1390039473772049,
-0.008672724477946758,
-0.0685834214091301,
-0.013067565858364105,
0.06992121785879135,
-0.07033447176218033,
0.016863523051142693,
-0.027579812332987785,
-0.0989345908164978,
0.032453086227178574,
-0.0169081911444664,
-0.0288960263133049,
0.05453071743249893,
0.0058180782943964005,
-0.04816824570298195,
0.047625504434108734,
-0.04016287624835968,
-0.03805120289325714,
-0.04114585742354393,
-0.06294825673103333,
-0.026170486584305763,
-0.019598176702857018,
0.0066681476309895515,
0.08651349693536758,
-0.06889238208532333,
0.011373026296496391,
0.03722956404089928,
-0.03301451355218887,
0.06603524833917618,
0.04888251796364784
] |
1402.5684
|
Orhan Firat
|
Orhan Firat and Mete Ozay and Ilke Oztekin and Fatos T. Yarman Vural
|
Discriminative Functional Connectivity Measures for Brain Decoding
|
This paper has been withdrawn
| null | null | null |
cs.AI cs.CE cs.CV cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We propose a statistical learning model for classifying cognitive processes
based on distributed patterns of neural activation in the brain, acquired via
functional magnetic resonance imaging (fMRI). In the proposed learning method,
local meshes are formed around each voxel. The distance between voxels in the
mesh is determined by using a functional neighbourhood concept. In order to
define the functional neighbourhood, the similarities between the time series
recorded for voxels are measured and functional connectivity matrices are
constructed. Then, the local mesh for each voxel is formed by including the
functionally closest neighbouring voxels in the mesh. The relationship between
the voxels within a mesh is estimated by using a linear regression model. These
relationship vectors, called Functional Connectivity aware Local Relational
Features (FC-LRF) are then used to train a statistical learning machine. The
proposed method was tested on a recognition memory experiment, including data
pertaining to encoding and retrieval of words belonging to ten different
semantic categories. Two popular classifiers, namely k-nearest neighbour (k-nn)
and Support Vector Machine (SVM), are trained in order to predict the semantic
category of the item being retrieved, based on activation patterns during
encoding. The classification performance of the Functional Mesh Learning model,
which range in 62%-71% is superior to the classical multi-voxel pattern
analysis (MVPA) methods, which range in 40%-48%, for ten semantic categories.
|
[
{
"created": "Sun, 23 Feb 2014 22:01:11 GMT",
"version": "v1"
},
{
"created": "Thu, 6 Mar 2014 19:02:07 GMT",
"version": "v2"
}
] |
2014-03-07
|
[
[
"Firat",
"Orhan",
""
],
[
"Ozay",
"Mete",
""
],
[
"Oztekin",
"Ilke",
""
],
[
"Vural",
"Fatos T. Yarman",
""
]
] |
[
0.06281358003616333,
-0.111493781208992,
-0.03299570083618164,
0.01088680699467659,
-0.014900468289852142,
0.07729543000459671,
-0.010376473888754845,
0.018244989216327667,
0.07606509327888489,
0.0018960131565108895,
-0.03920133039355278,
0.01084738690406084,
0.008823685348033905,
0.13308274745941162,
-0.014498325996100903,
-0.0368831641972065,
0.027750546112656593,
-0.010472544468939304,
-0.06590023636817932,
0.023471463471651077,
0.045847367495298386,
0.03409683704376221,
0.004234547261148691,
0.03317825496196747,
0.0413539819419384,
0.06210101395845413,
0.0390104204416275,
-0.01186674740165472,
0.006725219078361988,
0.04067115858197212,
0.16377486288547516,
0.00078684272011742,
-0.038038816303014755,
0.023791100829839706,
-0.039525069296360016,
0.018878737464547157,
-0.054330792278051376,
0.06331297755241394,
-0.00774901220574975,
-0.05616256967186928,
-0.06781880557537079,
-0.05725376307964325,
-0.018985450267791748,
-0.02696971222758293,
0.07152768969535828,
0.10305862128734589,
-0.0016697186511009932,
-0.07051925361156464,
-0.0497644767165184,
0.020955871790647507,
-0.0821833461523056,
0.07595473527908325,
-0.08776557445526123,
0.08859070390462875,
0.008909250609576702,
0.038554172962903976,
0.050413306802511215,
-0.04547618329524994,
-0.04606960341334343,
0.07457061856985092,
-0.01892019808292389,
-0.1401541829109192,
0.02310744859278202,
-0.029746433719992638,
-0.027070581912994385,
0.05939101800322533,
-0.03884219005703926,
-0.05019082874059677,
-0.04021192714571953,
-0.056771110743284225,
0.00582874333485961,
0.06458653509616852,
-0.04180600866675377,
-0.029828887432813644,
0.03312237188220024,
0.057509951293468475,
0.022510411217808723,
-0.043314166367053986,
0.05298341065645218,
-0.08478668332099915,
0.024680763483047485,
0.19126921892166138,
0.011097368784248829,
-0.1008559912443161,
0.11850734800100327,
0.051357995718717575,
0.050289954990148544,
0.005835578311234713,
-0.08721412718296051,
-0.03271394595503807,
0.024126900359988213,
-0.03728672116994858,
-0.0520598366856575,
-0.06201754882931709,
-0.004881331697106361,
-0.021688353270292282,
0.02602800726890564,
-0.029084106907248497,
0.04602687805891037,
0.03312784433364868,
0.004745933227241039,
0.05526755750179291,
-0.04574401304125786,
-0.020573435351252556,
0.007990590296685696,
0.06460197269916534,
0.057595428079366684,
0.06010058894753456,
0.049796901643276215,
-0.09577736258506775,
-0.053574904799461365,
0.02089867554605007,
-0.09232581406831741,
0.0686875581741333,
-0.032868437469005585,
-0.04920528084039688,
0.00807362049818039,
-0.005889395251870155,
0.10346952825784683,
0.0966520830988884,
-0.025822073221206665,
0.02121068723499775,
-0.02443324588239193,
0.002412975300103426,
0.05192367732524872,
-0.06341060996055603,
-0.11024826765060425,
2.5188891515473302e-33,
-0.009950456209480762,
-0.04136931151151657,
0.002173685934394598,
0.009748652577400208,
0.024300076067447662,
-0.08291583508253098,
-0.041196309030056,
0.002177437534555793,
0.09444861859083176,
0.025077776983380318,
-0.08069247752428055,
0.076112300157547,
-0.04956044256687164,
0.04665209725499153,
-0.00719262333586812,
0.038311079144477844,
-0.06228497624397278,
-0.02204976975917816,
-0.013398931361734867,
-0.06855648010969162,
0.06848669052124023,
-0.051879946142435074,
0.08147518336772919,
0.024081626906991005,
-0.015484773553907871,
-0.015207967720925808,
-0.030120128765702248,
-0.0546058788895607,
-0.0931849405169487,
0.01804685965180397,
-0.1342422217130661,
-0.005728667136281729,
-0.02676316909492016,
-0.008573164232075214,
0.015318685211241245,
0.0027108213398605585,
0.035010237246751785,
-0.03475979343056679,
-0.06358325481414795,
-0.07268408685922623,
-0.011114178225398064,
0.009636341594159603,
-0.05908282846212387,
0.010907776653766632,
-0.03188293054699898,
0.043710459023714066,
0.013181811198592186,
-0.019567450508475304,
-0.023955494165420532,
-0.060853149741888046,
-0.00650342833250761,
-0.022390257567167282,
-0.01741398312151432,
-0.06268591433763504,
-0.017134495079517365,
0.013003941625356674,
-0.0633568987250328,
-0.02914799377322197,
0.07747289538383484,
0.03734292462468147,
0.02679535746574402,
0.02626001089811325,
0.010423538275063038,
0.0215566735714674,
0.05045295134186745,
-0.018860531970858574,
0.05929291620850563,
0.09855526685714722,
0.10465431213378906,
0.024122072383761406,
0.06226589158177376,
0.10492093861103058,
0.03510463982820511,
-0.059069253504276276,
0.008083823136985302,
-0.01013663224875927,
-0.025317704305052757,
-0.13974833488464355,
-0.08908568322658539,
0.03290032967925072,
0.04587221145629883,
-0.09421274065971375,
-0.07384694367647171,
-0.05007178336381912,
-0.04124247655272484,
-0.013520345091819763,
0.03717959672212601,
-0.07496438920497894,
-0.06985948234796524,
-0.02589709311723709,
-0.07359426468610764,
0.007030847482383251,
0.07486122101545334,
-0.020001260563731194,
-0.05538933351635933,
-3.654210799259274e-33,
-0.02938298135995865,
-0.011184727773070335,
-0.0056616682559251785,
0.0009501305758021772,
0.00470904354006052,
0.008611279539763927,
-0.009250613860785961,
-0.020943647250533104,
-0.0900324359536171,
0.04078846797347069,
-0.02107870765030384,
-0.07987526804208755,
0.06440651416778564,
0.01553635485470295,
0.03390982002019882,
0.009202473796904087,
-0.01785280555486679,
-0.013081603683531284,
0.035705309361219406,
0.12928162515163422,
-0.014470157213509083,
0.09474661946296692,
-0.07462809234857559,
-0.0034440287854522467,
-0.015573936514556408,
0.03312588855624199,
-0.005742545239627361,
0.05408037453889847,
-0.039361774921417236,
0.05867980048060417,
-0.03449168801307678,
0.03571949154138565,
-0.02859501540660858,
-0.05587674677371979,
0.014227448031306267,
0.034346457570791245,
0.006759552750736475,
-0.11679362505674362,
-0.01644086092710495,
0.007579789962619543,
0.038504160940647125,
0.019639749079942703,
-0.06561249494552612,
-0.005956103093922138,
-0.003935366403311491,
-0.05765433609485626,
-0.03189744055271149,
0.01582152582705021,
0.0024906343314796686,
0.058408256620168686,
0.06405048072338104,
0.0461890771985054,
-0.11810708791017532,
-0.02070845291018486,
-0.018978534266352654,
-0.020068122074007988,
-0.027117818593978882,
-0.020338034257292747,
-0.031455881893634796,
0.03597092255949974,
0.019114485010504723,
-0.011540061794221401,
0.02989836595952511,
-0.013400275260210037,
0.07123952358961105,
0.02728896029293537,
-0.018580738455057144,
-0.0061110337264835835,
0.005537851247936487,
0.11903811991214752,
-0.012310614809393883,
0.022495299577713013,
0.019055921584367752,
-0.0217974241822958,
0.04158101975917816,
-0.027691930532455444,
-0.01167956180870533,
-0.030897604301571846,
-0.04064951837062836,
0.04613032191991806,
-0.01858706586062908,
-0.057038843631744385,
-0.0027771855238825083,
0.06409813463687897,
0.007703276351094246,
0.005973234307020903,
0.02928948402404785,
0.027431989088654518,
0.05053823068737984,
-0.047762431204319,
0.02709643915295601,
0.030629334971308708,
-0.08172778785228729,
-0.0017547644674777985,
-0.035427968949079514,
-4.752314808342817e-8,
-0.08892595767974854,
-0.029546407982707024,
0.019522957503795624,
-0.02844955027103424,
0.050531912595033646,
-0.04458292946219444,
0.03222715109586716,
0.05778701603412628,
-0.06563319265842438,
-0.013246051967144012,
0.08270929008722305,
-0.04179546982049942,
-0.0412641204893589,
-0.02940765954554081,
0.033298272639513016,
0.004160652402788401,
0.04558682441711426,
0.02738182060420513,
0.04178795590996742,
-0.012084843590855598,
0.08639013022184372,
-0.003459059866145253,
0.04877186939120293,
0.03183061257004738,
-0.003049509134143591,
-0.06524855643510818,
-0.030059320852160454,
0.027661558240652084,
0.057388488203287125,
0.0005695890286006033,
0.0603669136762619,
0.019415829330682755,
-0.03607303276658058,
-0.030114810913801193,
0.00827467255294323,
0.0038458264898508787,
0.11915752291679382,
-0.03555924445390701,
-0.07837784290313721,
0.00974931102246046,
0.006656413897871971,
0.015306593850255013,
-0.026211585849523544,
0.025062769651412964,
0.038445908576250076,
0.054505202919244766,
0.04642614722251892,
-0.06073852628469467,
0.013658185489475727,
0.0003167889663018286,
0.019814806059002876,
0.05739622935652733,
-0.030641181394457817,
0.1010027751326561,
0.041339028626680374,
0.0017041253158822656,
0.00997760146856308,
-0.010173982009291649,
0.0227008368819952,
-0.04000803828239441,
0.0021995059214532375,
0.10589402168989182,
-0.020860858261585236,
-0.046006303280591965
] | null | null | null | null | null | null | null |
[
0.06281358003616333,
-0.111493781208992,
-0.03299570083618164,
0.01088680699467659,
-0.014900468289852142,
0.07729543000459671,
-0.010376473888754845,
0.018244989216327667,
0.07606509327888489,
0.0018960131565108895,
-0.03920133039355278,
0.01084738690406084,
0.008823685348033905,
0.13308274745941162,
-0.014498325996100903,
-0.0368831641972065,
0.027750546112656593,
-0.010472544468939304,
-0.06590023636817932,
0.023471463471651077,
0.045847367495298386,
0.03409683704376221,
0.004234547261148691,
0.03317825496196747,
0.0413539819419384,
0.06210101395845413,
0.0390104204416275,
-0.01186674740165472,
0.006725219078361988,
0.04067115858197212,
0.16377486288547516,
0.00078684272011742,
-0.038038816303014755,
0.023791100829839706,
-0.039525069296360016,
0.018878737464547157,
-0.054330792278051376,
0.06331297755241394,
-0.00774901220574975,
-0.05616256967186928,
-0.06781880557537079,
-0.05725376307964325,
-0.018985450267791748,
-0.02696971222758293,
0.07152768969535828,
0.10305862128734589,
-0.0016697186511009932,
-0.07051925361156464,
-0.0497644767165184,
0.020955871790647507,
-0.0821833461523056,
0.07595473527908325,
-0.08776557445526123,
0.08859070390462875,
0.008909250609576702,
0.038554172962903976,
0.050413306802511215,
-0.04547618329524994,
-0.04606960341334343,
0.07457061856985092,
-0.01892019808292389,
-0.1401541829109192,
0.02310744859278202,
-0.029746433719992638,
-0.027070581912994385,
0.05939101800322533,
-0.03884219005703926,
-0.05019082874059677,
-0.04021192714571953,
-0.056771110743284225,
0.00582874333485961,
0.06458653509616852,
-0.04180600866675377,
-0.029828887432813644,
0.03312237188220024,
0.057509951293468475,
0.022510411217808723,
-0.043314166367053986,
0.05298341065645218,
-0.08478668332099915,
0.024680763483047485,
0.19126921892166138,
0.011097368784248829,
-0.1008559912443161,
0.11850734800100327,
0.051357995718717575,
0.050289954990148544,
0.005835578311234713,
-0.08721412718296051,
-0.03271394595503807,
0.024126900359988213,
-0.03728672116994858,
-0.0520598366856575,
-0.06201754882931709,
-0.004881331697106361,
-0.021688353270292282,
0.02602800726890564,
-0.029084106907248497,
0.04602687805891037,
0.03312784433364868,
0.004745933227241039,
0.05526755750179291,
-0.04574401304125786,
-0.020573435351252556,
0.007990590296685696,
0.06460197269916534,
0.057595428079366684,
0.06010058894753456,
0.049796901643276215,
-0.09577736258506775,
-0.053574904799461365,
0.02089867554605007,
-0.09232581406831741,
0.0686875581741333,
-0.032868437469005585,
-0.04920528084039688,
0.00807362049818039,
-0.005889395251870155,
0.10346952825784683,
0.0966520830988884,
-0.025822073221206665,
0.02121068723499775,
-0.02443324588239193,
0.002412975300103426,
0.05192367732524872,
-0.06341060996055603,
-0.11024826765060425,
2.5188891515473302e-33,
-0.009950456209480762,
-0.04136931151151657,
0.002173685934394598,
0.009748652577400208,
0.024300076067447662,
-0.08291583508253098,
-0.041196309030056,
0.002177437534555793,
0.09444861859083176,
0.025077776983380318,
-0.08069247752428055,
0.076112300157547,
-0.04956044256687164,
0.04665209725499153,
-0.00719262333586812,
0.038311079144477844,
-0.06228497624397278,
-0.02204976975917816,
-0.013398931361734867,
-0.06855648010969162,
0.06848669052124023,
-0.051879946142435074,
0.08147518336772919,
0.024081626906991005,
-0.015484773553907871,
-0.015207967720925808,
-0.030120128765702248,
-0.0546058788895607,
-0.0931849405169487,
0.01804685965180397,
-0.1342422217130661,
-0.005728667136281729,
-0.02676316909492016,
-0.008573164232075214,
0.015318685211241245,
0.0027108213398605585,
0.035010237246751785,
-0.03475979343056679,
-0.06358325481414795,
-0.07268408685922623,
-0.011114178225398064,
0.009636341594159603,
-0.05908282846212387,
0.010907776653766632,
-0.03188293054699898,
0.043710459023714066,
0.013181811198592186,
-0.019567450508475304,
-0.023955494165420532,
-0.060853149741888046,
-0.00650342833250761,
-0.022390257567167282,
-0.01741398312151432,
-0.06268591433763504,
-0.017134495079517365,
0.013003941625356674,
-0.0633568987250328,
-0.02914799377322197,
0.07747289538383484,
0.03734292462468147,
0.02679535746574402,
0.02626001089811325,
0.010423538275063038,
0.0215566735714674,
0.05045295134186745,
-0.018860531970858574,
0.05929291620850563,
0.09855526685714722,
0.10465431213378906,
0.024122072383761406,
0.06226589158177376,
0.10492093861103058,
0.03510463982820511,
-0.059069253504276276,
0.008083823136985302,
-0.01013663224875927,
-0.025317704305052757,
-0.13974833488464355,
-0.08908568322658539,
0.03290032967925072,
0.04587221145629883,
-0.09421274065971375,
-0.07384694367647171,
-0.05007178336381912,
-0.04124247655272484,
-0.013520345091819763,
0.03717959672212601,
-0.07496438920497894,
-0.06985948234796524,
-0.02589709311723709,
-0.07359426468610764,
0.007030847482383251,
0.07486122101545334,
-0.020001260563731194,
-0.05538933351635933,
-3.654210799259274e-33,
-0.02938298135995865,
-0.011184727773070335,
-0.0056616682559251785,
0.0009501305758021772,
0.00470904354006052,
0.008611279539763927,
-0.009250613860785961,
-0.020943647250533104,
-0.0900324359536171,
0.04078846797347069,
-0.02107870765030384,
-0.07987526804208755,
0.06440651416778564,
0.01553635485470295,
0.03390982002019882,
0.009202473796904087,
-0.01785280555486679,
-0.013081603683531284,
0.035705309361219406,
0.12928162515163422,
-0.014470157213509083,
0.09474661946296692,
-0.07462809234857559,
-0.0034440287854522467,
-0.015573936514556408,
0.03312588855624199,
-0.005742545239627361,
0.05408037453889847,
-0.039361774921417236,
0.05867980048060417,
-0.03449168801307678,
0.03571949154138565,
-0.02859501540660858,
-0.05587674677371979,
0.014227448031306267,
0.034346457570791245,
0.006759552750736475,
-0.11679362505674362,
-0.01644086092710495,
0.007579789962619543,
0.038504160940647125,
0.019639749079942703,
-0.06561249494552612,
-0.005956103093922138,
-0.003935366403311491,
-0.05765433609485626,
-0.03189744055271149,
0.01582152582705021,
0.0024906343314796686,
0.058408256620168686,
0.06405048072338104,
0.0461890771985054,
-0.11810708791017532,
-0.02070845291018486,
-0.018978534266352654,
-0.020068122074007988,
-0.027117818593978882,
-0.020338034257292747,
-0.031455881893634796,
0.03597092255949974,
0.019114485010504723,
-0.011540061794221401,
0.02989836595952511,
-0.013400275260210037,
0.07123952358961105,
0.02728896029293537,
-0.018580738455057144,
-0.0061110337264835835,
0.005537851247936487,
0.11903811991214752,
-0.012310614809393883,
0.022495299577713013,
0.019055921584367752,
-0.0217974241822958,
0.04158101975917816,
-0.027691930532455444,
-0.01167956180870533,
-0.030897604301571846,
-0.04064951837062836,
0.04613032191991806,
-0.01858706586062908,
-0.057038843631744385,
-0.0027771855238825083,
0.06409813463687897,
0.007703276351094246,
0.005973234307020903,
0.02928948402404785,
0.027431989088654518,
0.05053823068737984,
-0.047762431204319,
0.02709643915295601,
0.030629334971308708,
-0.08172778785228729,
-0.0017547644674777985,
-0.035427968949079514,
-4.752314808342817e-8,
-0.08892595767974854,
-0.029546407982707024,
0.019522957503795624,
-0.02844955027103424,
0.050531912595033646,
-0.04458292946219444,
0.03222715109586716,
0.05778701603412628,
-0.06563319265842438,
-0.013246051967144012,
0.08270929008722305,
-0.04179546982049942,
-0.0412641204893589,
-0.02940765954554081,
0.033298272639513016,
0.004160652402788401,
0.04558682441711426,
0.02738182060420513,
0.04178795590996742,
-0.012084843590855598,
0.08639013022184372,
-0.003459059866145253,
0.04877186939120293,
0.03183061257004738,
-0.003049509134143591,
-0.06524855643510818,
-0.030059320852160454,
0.027661558240652084,
0.057388488203287125,
0.0005695890286006033,
0.0603669136762619,
0.019415829330682755,
-0.03607303276658058,
-0.030114810913801193,
0.00827467255294323,
0.0038458264898508787,
0.11915752291679382,
-0.03555924445390701,
-0.07837784290313721,
0.00974931102246046,
0.006656413897871971,
0.015306593850255013,
-0.026211585849523544,
0.025062769651412964,
0.038445908576250076,
0.054505202919244766,
0.04642614722251892,
-0.06073852628469467,
0.013658185489475727,
0.0003167889663018286,
0.019814806059002876,
0.05739622935652733,
-0.030641181394457817,
0.1010027751326561,
0.041339028626680374,
0.0017041253158822656,
0.00997760146856308,
-0.010173982009291649,
0.0227008368819952,
-0.04000803828239441,
0.0021995059214532375,
0.10589402168989182,
-0.020860858261585236,
-0.046006303280591965
] |
1402.5686
|
Yang Liu
|
Yang Liu, Yi Xuan, Xiaoxiao Xue, Pei-Hsun Wang, Andrew J. Metcalf,
Steve Chen, Minghao Qi, and Andrew M. Weiner
|
Investigation of Mode Interaction in Optical Microresonators for Kerr
Frequency Comb Generation
| null | null | null | null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Mode interaction in silicon nitride micro-resonators is investigated. We
provide clear experimental evidence of mode interaction between two family
modes and mode interaction is demonstrated to be the cause of the comb
generation in resonators with normal dispersion.
|
[
{
"created": "Sun, 23 Feb 2014 22:33:57 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Liu",
"Yang",
""
],
[
"Xuan",
"Yi",
""
],
[
"Xue",
"Xiaoxiao",
""
],
[
"Wang",
"Pei-Hsun",
""
],
[
"Metcalf",
"Andrew J.",
""
],
[
"Chen",
"Steve",
""
],
[
"Qi",
"Minghao",
""
],
[
"Weiner",
"Andrew M.",
""
]
] |
[
-0.006351568270474672,
0.05646566301584244,
0.04687148332595825,
0.018463535234332085,
-0.0994669571518898,
-0.06751222908496857,
0.05561679229140282,
-0.061090137809515,
-0.0492294505238533,
-0.06347852945327759,
0.08826670050621033,
-0.03436235710978508,
-0.004753951448947191,
-0.017551550641655922,
0.03242778405547142,
0.04567236453294754,
-0.028491122648119926,
0.018071671947836876,
-0.006805292796343565,
0.04038802161812782,
0.0647265613079071,
-0.059201691299676895,
0.002273345598950982,
-0.12399154901504517,
0.04654519632458687,
-0.005208862479776144,
0.06594116985797882,
-0.023128334432840347,
0.041958343237638474,
-0.01461750827729702,
0.057442307472229004,
0.11673218011856079,
-0.04896801710128784,
-0.05856627598404884,
-0.0403144545853138,
-0.07553046941757202,
0.0735606774687767,
0.03675832599401474,
-0.028523016721010208,
-0.0270630344748497,
-0.005997915752232075,
-0.005096269305795431,
0.09086891263723373,
0.05700783431529999,
-0.02327260561287403,
0.01219418179243803,
0.00027634750586003065,
-0.0025391457602381706,
-0.0029694384429603815,
-0.02776299975812435,
0.03447263315320015,
0.0063361478969454765,
0.025452468544244766,
0.01058950461447239,
0.06302324682474136,
0.021921223029494286,
0.05134885385632515,
0.040986862033605576,
0.054139796644449234,
-0.09381791949272156,
0.06936773657798767,
-0.01259057130664587,
-0.09642814844846725,
-0.020156653597950935,
-0.01609415002167225,
0.018083816394209862,
0.06740870326757431,
0.014705691486597061,
-0.015925118699669838,
-0.02584165520966053,
0.06684550642967224,
-0.05825506150722504,
-0.015168623998761177,
0.015241571702063084,
0.07654033601284027,
0.0299600288271904,
-0.04643895849585533,
0.06621984392404556,
-0.04113081097602844,
0.0862308070063591,
-0.001348300720565021,
0.012019905261695385,
-0.021893352270126343,
0.004416198469698429,
0.03224371373653412,
-0.021159997209906578,
-0.08987133949995041,
-0.052681680768728256,
-0.0641896054148674,
-0.014813132584095001,
-0.03311702981591225,
0.05152318626642227,
-0.051548369228839874,
-0.07835199683904648,
0.04842616990208626,
-0.04606735333800316,
-0.0988750085234642,
-0.010633622296154499,
0.06746582686901093,
0.0018466198816895485,
-0.009096097201108932,
-0.034148432314395905,
-0.0879400297999382,
0.06395536661148071,
-0.06426819413900375,
0.007903576828539371,
0.008881487883627415,
0.02525230124592781,
-0.05768446996808052,
0.08210720121860504,
-0.005682008806616068,
0.03134937211871147,
0.04111380875110626,
-0.03229084610939026,
0.0038166840095072985,
-0.027979658916592598,
-0.08339528739452362,
0.05893074348568916,
0.05380059778690338,
-0.01500540878623724,
-0.017199067398905754,
0.03546657785773277,
-0.1264195740222931,
-0.0887349396944046,
-0.01814994588494301,
0.09012199193239212,
-0.02006835676729679,
1.3948585862525156e-34,
0.05646895989775658,
-0.03561514988541603,
0.006169498898088932,
0.02316141501069069,
0.0038268668577075005,
0.02924303151667118,
0.025948964059352875,
-0.06268411874771118,
0.014885252341628075,
-0.10600381344556808,
0.019551685079932213,
-0.02208867110311985,
-0.09939634799957275,
-0.020493341609835625,
0.001378716784529388,
0.04090435802936554,
0.06776466220617294,
-0.056185077875852585,
-0.04306011274456978,
0.003852243535220623,
-0.009632732719182968,
0.012865742668509483,
-0.034870073199272156,
-0.010190370492637157,
0.06441625207662582,
-0.04853229969739914,
-0.01996987871825695,
0.015754083171486855,
-0.010059467516839504,
-0.044725459069013596,
0.016120266169309616,
0.030397288501262665,
0.04756723716855049,
0.00022748488117940724,
0.027356160804629326,
0.0824340432882309,
0.008788689970970154,
0.08056320995092392,
-0.0071391030214726925,
0.029684845358133316,
-0.10225442796945572,
0.017294852063059807,
0.005677084904164076,
0.08984606713056564,
-0.0730711966753006,
-0.03224577382206917,
-0.05343525856733322,
-0.02784477174282074,
-0.001513663213700056,
-0.029991356655955315,
0.015024206601083279,
-0.053684890270233154,
0.0196917075663805,
0.046388912945985794,
0.08919478207826614,
-0.004041463136672974,
0.05359099432826042,
-0.019559966400265694,
-0.11431321501731873,
-0.026731187477707863,
0.016791410744190216,
-0.05518776923418045,
0.08596228063106537,
0.020161211490631104,
0.08878744393587112,
0.04303252324461937,
0.020097779110074043,
0.042079031467437744,
0.04919414967298508,
0.018322354182600975,
-0.006518886890262365,
0.08516745269298553,
-0.013879409059882164,
-0.11123092472553253,
-0.028564032167196274,
-0.051172345876693726,
-0.04769289121031761,
-0.06363701820373535,
0.04926743358373642,
0.07259155809879303,
0.12861321866512299,
-0.026384582743048668,
-0.019955145195126534,
-0.04025346040725708,
-0.005678119603544474,
0.015255236066877842,
-0.04328823834657669,
-0.0707579180598259,
0.03337356075644493,
-0.08912596851587296,
0.001454258686862886,
-0.05472736433148384,
0.040830470621585846,
-0.034050069749355316,
0.00030428095487877727,
-1.7223921791873952e-33,
0.015524422749876976,
-0.022212402895092964,
0.06647975742816925,
-0.004100424237549305,
0.009483805857598782,
0.10450837761163712,
0.03699629381299019,
0.01625852845609188,
-0.035044822841882706,
-0.03486698865890503,
0.07485532760620117,
0.011994204483926296,
0.04640049859881401,
0.00936882570385933,
-0.027000442147254944,
-0.01244103442877531,
0.024025019258260727,
-0.06722230464220047,
0.12891459465026855,
0.021962802857160568,
0.09554389864206314,
-0.023092109709978104,
0.028388462960720062,
-0.007985677570104599,
-0.0424952507019043,
-0.10847622156143188,
-0.048493076115846634,
0.0341590978205204,
0.036579035222530365,
-0.038262587040662766,
0.11721162497997284,
0.010012839920818806,
0.10382663458585739,
0.034325193613767624,
0.06725163012742996,
0.046878453344106674,
0.050940532237291336,
0.05592745169997215,
-0.016017351299524307,
-0.0863979160785675,
0.024576107040047646,
0.018247978761792183,
0.014364735223352909,
0.03537670522928238,
-0.0496077835559845,
0.03339351713657379,
-0.0023533992934972048,
-0.10285334289073944,
-0.061269912868738174,
-0.03882572054862976,
-0.049686137586832047,
-0.004454019479453564,
-0.04167187958955765,
0.018236897885799408,
-0.04404105991125107,
0.029223132878541946,
0.011482263915240765,
0.035135991871356964,
-0.013074707239866257,
0.025730684399604797,
0.035488311201334,
0.01665092259645462,
0.01992654614150524,
-0.052286211401224136,
-0.03362768143415451,
-0.014554128982126713,
-0.010669160634279251,
-0.0059109837748110294,
0.06346695125102997,
-0.04684292525053024,
-0.035160716623067856,
-0.017190059646964073,
0.06722686439752579,
-0.05901869386434555,
-0.042479097843170166,
-0.04991482198238373,
0.0043599968776106834,
-0.06581256538629532,
-0.005162734072655439,
0.07890249788761139,
0.015504990704357624,
0.028716271743178368,
-0.04917434602975845,
0.02323155291378498,
-0.03651420399546623,
0.008165953680872917,
-0.017928432673215866,
0.033329252153635025,
0.014232112094759941,
0.06003629043698311,
0.018740396946668625,
0.00631718710064888,
0.020208634436130524,
0.032923489809036255,
0.004006486386060715,
-3.120831948422165e-8,
0.06655512750148773,
-0.051204342395067215,
-0.08820653706789017,
0.04862339049577713,
-0.010030291974544525,
-0.002475256333127618,
-0.04186861217021942,
-0.0817556381225586,
-0.06604219228029251,
0.07692209631204605,
0.046963877975940704,
-0.04817903786897659,
-0.09450103342533112,
-0.0645211711525917,
0.1149190291762352,
-0.014121711254119873,
0.09404836595058441,
-0.044971149414777756,
0.007320475298911333,
-0.01520122867077589,
0.030397307127714157,
0.052490804344415665,
0.014193536713719368,
-0.02574547380208969,
-0.03738898038864136,
-0.02105925790965557,
-0.09066716581583023,
-0.02824673429131508,
-0.00824484322220087,
0.022452736273407936,
-0.07786886394023895,
-0.022220933809876442,
-0.01372487936168909,
0.0041707600466907024,
-0.07979219406843185,
0.02561316266655922,
-0.04471883550286293,
0.016854891553521156,
0.07855898886919022,
-0.1532527059316635,
0.09842781722545624,
0.0024448756594210863,
-0.04599836468696594,
0.026140788570046425,
-0.06493165343999863,
-0.018348190933465958,
0.120779849588871,
0.02915436215698719,
0.006737000774592161,
0.0585714690387249,
-0.024348847568035126,
0.01634463295340538,
0.048412300646305084,
-0.061855752021074295,
-0.04468821361660957,
0.06397099047899246,
-0.034210674464702606,
0.10033078491687775,
0.06492695212364197,
0.012500504031777382,
0.04581700637936592,
-0.09044694155454636,
-0.03739498555660248,
0.03202609345316887
] | null | null | null | null | null | null | null |
[
-0.006351568270474672,
0.05646566301584244,
0.04687148332595825,
0.018463535234332085,
-0.0994669571518898,
-0.06751222908496857,
0.05561679229140282,
-0.061090137809515,
-0.0492294505238533,
-0.06347852945327759,
0.08826670050621033,
-0.03436235710978508,
-0.004753951448947191,
-0.017551550641655922,
0.03242778405547142,
0.04567236453294754,
-0.028491122648119926,
0.018071671947836876,
-0.006805292796343565,
0.04038802161812782,
0.0647265613079071,
-0.059201691299676895,
0.002273345598950982,
-0.12399154901504517,
0.04654519632458687,
-0.005208862479776144,
0.06594116985797882,
-0.023128334432840347,
0.041958343237638474,
-0.01461750827729702,
0.057442307472229004,
0.11673218011856079,
-0.04896801710128784,
-0.05856627598404884,
-0.0403144545853138,
-0.07553046941757202,
0.0735606774687767,
0.03675832599401474,
-0.028523016721010208,
-0.0270630344748497,
-0.005997915752232075,
-0.005096269305795431,
0.09086891263723373,
0.05700783431529999,
-0.02327260561287403,
0.01219418179243803,
0.00027634750586003065,
-0.0025391457602381706,
-0.0029694384429603815,
-0.02776299975812435,
0.03447263315320015,
0.0063361478969454765,
0.025452468544244766,
0.01058950461447239,
0.06302324682474136,
0.021921223029494286,
0.05134885385632515,
0.040986862033605576,
0.054139796644449234,
-0.09381791949272156,
0.06936773657798767,
-0.01259057130664587,
-0.09642814844846725,
-0.020156653597950935,
-0.01609415002167225,
0.018083816394209862,
0.06740870326757431,
0.014705691486597061,
-0.015925118699669838,
-0.02584165520966053,
0.06684550642967224,
-0.05825506150722504,
-0.015168623998761177,
0.015241571702063084,
0.07654033601284027,
0.0299600288271904,
-0.04643895849585533,
0.06621984392404556,
-0.04113081097602844,
0.0862308070063591,
-0.001348300720565021,
0.012019905261695385,
-0.021893352270126343,
0.004416198469698429,
0.03224371373653412,
-0.021159997209906578,
-0.08987133949995041,
-0.052681680768728256,
-0.0641896054148674,
-0.014813132584095001,
-0.03311702981591225,
0.05152318626642227,
-0.051548369228839874,
-0.07835199683904648,
0.04842616990208626,
-0.04606735333800316,
-0.0988750085234642,
-0.010633622296154499,
0.06746582686901093,
0.0018466198816895485,
-0.009096097201108932,
-0.034148432314395905,
-0.0879400297999382,
0.06395536661148071,
-0.06426819413900375,
0.007903576828539371,
0.008881487883627415,
0.02525230124592781,
-0.05768446996808052,
0.08210720121860504,
-0.005682008806616068,
0.03134937211871147,
0.04111380875110626,
-0.03229084610939026,
0.0038166840095072985,
-0.027979658916592598,
-0.08339528739452362,
0.05893074348568916,
0.05380059778690338,
-0.01500540878623724,
-0.017199067398905754,
0.03546657785773277,
-0.1264195740222931,
-0.0887349396944046,
-0.01814994588494301,
0.09012199193239212,
-0.02006835676729679,
1.3948585862525156e-34,
0.05646895989775658,
-0.03561514988541603,
0.006169498898088932,
0.02316141501069069,
0.0038268668577075005,
0.02924303151667118,
0.025948964059352875,
-0.06268411874771118,
0.014885252341628075,
-0.10600381344556808,
0.019551685079932213,
-0.02208867110311985,
-0.09939634799957275,
-0.020493341609835625,
0.001378716784529388,
0.04090435802936554,
0.06776466220617294,
-0.056185077875852585,
-0.04306011274456978,
0.003852243535220623,
-0.009632732719182968,
0.012865742668509483,
-0.034870073199272156,
-0.010190370492637157,
0.06441625207662582,
-0.04853229969739914,
-0.01996987871825695,
0.015754083171486855,
-0.010059467516839504,
-0.044725459069013596,
0.016120266169309616,
0.030397288501262665,
0.04756723716855049,
0.00022748488117940724,
0.027356160804629326,
0.0824340432882309,
0.008788689970970154,
0.08056320995092392,
-0.0071391030214726925,
0.029684845358133316,
-0.10225442796945572,
0.017294852063059807,
0.005677084904164076,
0.08984606713056564,
-0.0730711966753006,
-0.03224577382206917,
-0.05343525856733322,
-0.02784477174282074,
-0.001513663213700056,
-0.029991356655955315,
0.015024206601083279,
-0.053684890270233154,
0.0196917075663805,
0.046388912945985794,
0.08919478207826614,
-0.004041463136672974,
0.05359099432826042,
-0.019559966400265694,
-0.11431321501731873,
-0.026731187477707863,
0.016791410744190216,
-0.05518776923418045,
0.08596228063106537,
0.020161211490631104,
0.08878744393587112,
0.04303252324461937,
0.020097779110074043,
0.042079031467437744,
0.04919414967298508,
0.018322354182600975,
-0.006518886890262365,
0.08516745269298553,
-0.013879409059882164,
-0.11123092472553253,
-0.028564032167196274,
-0.051172345876693726,
-0.04769289121031761,
-0.06363701820373535,
0.04926743358373642,
0.07259155809879303,
0.12861321866512299,
-0.026384582743048668,
-0.019955145195126534,
-0.04025346040725708,
-0.005678119603544474,
0.015255236066877842,
-0.04328823834657669,
-0.0707579180598259,
0.03337356075644493,
-0.08912596851587296,
0.001454258686862886,
-0.05472736433148384,
0.040830470621585846,
-0.034050069749355316,
0.00030428095487877727,
-1.7223921791873952e-33,
0.015524422749876976,
-0.022212402895092964,
0.06647975742816925,
-0.004100424237549305,
0.009483805857598782,
0.10450837761163712,
0.03699629381299019,
0.01625852845609188,
-0.035044822841882706,
-0.03486698865890503,
0.07485532760620117,
0.011994204483926296,
0.04640049859881401,
0.00936882570385933,
-0.027000442147254944,
-0.01244103442877531,
0.024025019258260727,
-0.06722230464220047,
0.12891459465026855,
0.021962802857160568,
0.09554389864206314,
-0.023092109709978104,
0.028388462960720062,
-0.007985677570104599,
-0.0424952507019043,
-0.10847622156143188,
-0.048493076115846634,
0.0341590978205204,
0.036579035222530365,
-0.038262587040662766,
0.11721162497997284,
0.010012839920818806,
0.10382663458585739,
0.034325193613767624,
0.06725163012742996,
0.046878453344106674,
0.050940532237291336,
0.05592745169997215,
-0.016017351299524307,
-0.0863979160785675,
0.024576107040047646,
0.018247978761792183,
0.014364735223352909,
0.03537670522928238,
-0.0496077835559845,
0.03339351713657379,
-0.0023533992934972048,
-0.10285334289073944,
-0.061269912868738174,
-0.03882572054862976,
-0.049686137586832047,
-0.004454019479453564,
-0.04167187958955765,
0.018236897885799408,
-0.04404105991125107,
0.029223132878541946,
0.011482263915240765,
0.035135991871356964,
-0.013074707239866257,
0.025730684399604797,
0.035488311201334,
0.01665092259645462,
0.01992654614150524,
-0.052286211401224136,
-0.03362768143415451,
-0.014554128982126713,
-0.010669160634279251,
-0.0059109837748110294,
0.06346695125102997,
-0.04684292525053024,
-0.035160716623067856,
-0.017190059646964073,
0.06722686439752579,
-0.05901869386434555,
-0.042479097843170166,
-0.04991482198238373,
0.0043599968776106834,
-0.06581256538629532,
-0.005162734072655439,
0.07890249788761139,
0.015504990704357624,
0.028716271743178368,
-0.04917434602975845,
0.02323155291378498,
-0.03651420399546623,
0.008165953680872917,
-0.017928432673215866,
0.033329252153635025,
0.014232112094759941,
0.06003629043698311,
0.018740396946668625,
0.00631718710064888,
0.020208634436130524,
0.032923489809036255,
0.004006486386060715,
-3.120831948422165e-8,
0.06655512750148773,
-0.051204342395067215,
-0.08820653706789017,
0.04862339049577713,
-0.010030291974544525,
-0.002475256333127618,
-0.04186861217021942,
-0.0817556381225586,
-0.06604219228029251,
0.07692209631204605,
0.046963877975940704,
-0.04817903786897659,
-0.09450103342533112,
-0.0645211711525917,
0.1149190291762352,
-0.014121711254119873,
0.09404836595058441,
-0.044971149414777756,
0.007320475298911333,
-0.01520122867077589,
0.030397307127714157,
0.052490804344415665,
0.014193536713719368,
-0.02574547380208969,
-0.03738898038864136,
-0.02105925790965557,
-0.09066716581583023,
-0.02824673429131508,
-0.00824484322220087,
0.022452736273407936,
-0.07786886394023895,
-0.022220933809876442,
-0.01372487936168909,
0.0041707600466907024,
-0.07979219406843185,
0.02561316266655922,
-0.04471883550286293,
0.016854891553521156,
0.07855898886919022,
-0.1532527059316635,
0.09842781722545624,
0.0024448756594210863,
-0.04599836468696594,
0.026140788570046425,
-0.06493165343999863,
-0.018348190933465958,
0.120779849588871,
0.02915436215698719,
0.006737000774592161,
0.0585714690387249,
-0.024348847568035126,
0.01634463295340538,
0.048412300646305084,
-0.061855752021074295,
-0.04468821361660957,
0.06397099047899246,
-0.034210674464702606,
0.10033078491687775,
0.06492695212364197,
0.012500504031777382,
0.04581700637936592,
-0.09044694155454636,
-0.03739498555660248,
0.03202609345316887
] |
1402.5687
|
Dusko Pavlovic
|
Dusko Pavlovic
|
Monoidal computer II: Normal complexity by string diagrams
|
11 pages, 18 figures
| null | null | null |
cs.LO cs.CC math.CT math.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In Monoidal Computer I, we introduced a categorical model of computation
where the formal reasoning about computability was supported by the simple and
popular diagrammatic language of string diagrams. In the present paper, we
refine and extend that model of computation to support a formal complexity
theory as well. This formalization brings to the foreground the concept of
normal complexity measures, which allow decompositions akin to Kleene's normal
form. Such measures turn out to be just those where evaluating the complexity
of a program does not require substantially more resources than evaluating the
program itself. The usual time and space complexity are thus normal measures,
whereas the average and the randomized complexity measures are not. While the
measures that are not normal provide important design time information about
algorithms, and for theoretical analyses, normal measures can also be used at
run time, as practical tools of computation, e.g. to set the bounds for
hypothesis testing, inductive inference and algorithmic learning.
|
[
{
"created": "Sun, 23 Feb 2014 22:59:30 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Pavlovic",
"Dusko",
""
]
] |
[
0.03268793597817421,
0.0450674369931221,
-0.023729201406240463,
-0.01568024419248104,
-0.03127701207995415,
-0.10599364340305328,
-0.05341576784849167,
0.017612379044294357,
0.01268103625625372,
0.018509304150938988,
-0.1051003709435463,
-0.051307015120983124,
0.01326211541891098,
0.01919950544834137,
0.009605083614587784,
-0.030697058886289597,
0.004890184849500656,
-0.03063913621008396,
-0.061877112835645676,
-0.07168852537870407,
0.03957735002040863,
-0.056192703545093536,
-0.0131745096296072,
-0.029039299115538597,
-0.00709146773442626,
-0.011494895443320274,
-0.0529983788728714,
-0.0844348892569542,
0.0461481474339962,
0.041492607444524765,
-0.05871611833572388,
-0.007713040336966515,
0.09637913852930069,
0.05370347201824188,
0.04354654997587204,
0.06325685232877731,
0.020260009914636612,
-0.036908313632011414,
-0.013931751251220703,
0.05627661570906639,
-0.07771601527929306,
0.030591469258069992,
0.030078453943133354,
0.022365111857652664,
-0.017228806391358376,
0.04093772917985916,
-0.03661751747131348,
-0.056561052799224854,
-0.13674871623516083,
-0.016372159123420715,
-0.06451546400785446,
-0.0014391472795978189,
-0.07022787630558014,
-0.05362241342663765,
-0.014198558405041695,
-0.011159602552652359,
0.018609099090099335,
-0.0764833614230156,
-0.045245617628097534,
-0.03127552941441536,
-0.1191825270652771,
-0.02743414044380188,
-0.03966405987739563,
0.0008098014513961971,
0.04732796177268028,
0.019825423136353493,
0.03190448135137558,
0.02852780371904373,
0.05164138227701187,
0.060121387243270874,
-0.05107662454247475,
0.006805029232054949,
-0.17893613874912262,
0.026983628049492836,
0.00810183584690094,
-0.012446364387869835,
0.03534931689500809,
0.04829620197415352,
-0.041310444474220276,
-0.06089920550584793,
-0.03735269233584404,
0.019032083451747894,
-0.0171295627951622,
0.07016298919916153,
0.05950994789600372,
0.029853811487555504,
-0.020061928778886795,
0.06702912598848343,
0.060362495481967926,
0.00009611586574465036,
-0.03806411847472191,
-0.029782650992274284,
-0.020440133288502693,
0.0071031562983989716,
0.10042589157819748,
0.058103296905756,
0.028638307005167007,
-0.00039952792576514184,
-0.016480984166264534,
0.05615835636854172,
-0.056079767644405365,
0.018401529639959335,
0.056713614612817764,
-0.1059761717915535,
0.03744617849588394,
0.07267932593822479,
0.08311239629983902,
-0.012716720812022686,
0.005050764884799719,
-0.07644180953502655,
0.013779477216303349,
-0.03263133764266968,
0.031245730817317963,
0.010797915048897266,
-0.011055904440581799,
0.03801346197724342,
-0.08317166566848755,
0.032447487115859985,
0.046396683901548386,
0.041911352425813675,
0.08236667513847351,
0.04771244898438454,
-0.0003344475117046386,
0.010039867833256721,
0.018166719004511833,
-0.021808166056871414,
-0.01325953472405672,
9.628207904646499e-34,
-0.024296628311276436,
0.028584707528352737,
-0.011877119541168213,
0.05737023800611496,
0.013202688656747341,
0.03780708834528923,
0.018520688638091087,
0.03350267931818962,
0.027630385011434555,
0.06696125119924545,
0.05639012157917023,
0.07282023131847382,
-0.032182395458221436,
-0.001992522506043315,
0.10151289403438568,
0.06823061406612396,
0.058335237205028534,
0.026652373373508453,
-0.06550253182649612,
-0.10551179200410843,
0.11562544107437134,
0.001401295536197722,
-0.07249751687049866,
-0.02444857358932495,
0.027319086715579033,
0.0017779283225536346,
-0.04602053016424179,
-0.04638293385505676,
0.009904534555971622,
-0.0031211664900183678,
-0.03144581615924835,
0.018834928050637245,
-0.052636828273534775,
0.052535008639097214,
0.004980974365025759,
-0.028565892949700356,
0.012865099124610424,
-0.029860304668545723,
0.05715576559305191,
-0.006689908914268017,
-0.010352111421525478,
0.011753342114388943,
0.03275872394442558,
0.006355964113026857,
-0.019051993265748024,
-0.08093418926000595,
-0.005009382963180542,
-0.04483826830983162,
-0.0015684720128774643,
-0.017314063385128975,
0.0785699337720871,
-0.03524564579129219,
0.05586130917072296,
0.03418343886733055,
0.06155155226588249,
0.05651631951332092,
0.05623544007539749,
0.05479278042912483,
0.028391828760504723,
0.18581974506378174,
-0.058018915355205536,
0.0574609749019146,
0.017206285148859024,
0.014435499906539917,
-0.06699962913990021,
0.08086895942687988,
-0.09066861867904663,
-0.0026755696162581444,
0.1295742690563202,
0.022057056427001953,
-0.030465973541140556,
0.02774122543632984,
-0.06169948726892471,
0.04288259148597717,
0.013124668039381504,
-0.025056980550289154,
0.05164584144949913,
-0.13138987123966217,
-0.0897970125079155,
0.017301803454756737,
-0.027648886665701866,
0.058579232543706894,
0.05042567476630211,
-0.017459189519286156,
-0.0026331241242587566,
-0.09902500361204147,
-0.004557022359222174,
-0.024644721299409866,
-0.04348091781139374,
-0.064804807305336,
-0.09352463483810425,
0.010567452758550644,
-0.018224146217107773,
-0.047200653702020645,
-0.009608721360564232,
-3.6050229728330844e-33,
-0.07269597798585892,
-0.07199370861053467,
-0.04746728017926216,
0.06729358434677124,
0.0019960524514317513,
-0.0912143737077713,
-0.03343217074871063,
-0.06648729741573334,
0.04305494204163551,
0.008716743439435959,
-0.007143351715058088,
-0.014380145817995071,
0.044766075909137726,
-0.006562024354934692,
0.0770077034831047,
0.0001992555771721527,
-0.005094778724014759,
0.015950368717312813,
0.02381833828985691,
-0.0027497163973748684,
0.04989347606897354,
0.059172678738832474,
-0.06470625102519989,
-0.05238708481192589,
0.08333835750818253,
0.0622224435210228,
-0.10424083471298218,
0.017667364329099655,
0.033899564296007156,
0.03570219501852989,
-0.05665351077914238,
-0.07445225119590759,
-0.04341217130422592,
0.004287178628146648,
0.04775502532720566,
-0.04588507488369942,
0.04210846498608589,
0.07240302115678787,
0.011554287746548653,
-0.0071589951403439045,
0.009405277669429779,
-0.0010367846116423607,
-0.001270284759812057,
0.023437581956386566,
0.07340337336063385,
0.014824545942246914,
-0.060540471225976944,
-0.058094050735235214,
0.07773607224225998,
-0.07626708596944809,
0.043169498443603516,
-0.009318369440734386,
0.04230893775820732,
-0.03319621458649635,
-0.006101784761995077,
0.02856827713549137,
-0.002319236984476447,
-0.00434618815779686,
0.04825972765684128,
-0.030636584386229515,
-0.017803659662604332,
-0.0486815981566906,
0.05412000045180321,
0.02019626647233963,
-0.010004767216742039,
0.002063899068161845,
-0.04671047627925873,
-0.11107395589351654,
-0.013059006072580814,
-0.022403758019208908,
0.03135422617197037,
0.05224063992500305,
-0.13252140581607819,
0.05360087379813194,
-0.0726180374622345,
-0.00804290920495987,
0.05870439484715462,
0.024359915405511856,
-0.0471392460167408,
0.04403127729892731,
0.08013676851987839,
-0.0013868535170331597,
0.006988972891122103,
-0.07373636215925217,
-0.0360429622232914,
0.00446849362924695,
0.024892522022128105,
0.009266287088394165,
-0.04739569127559662,
-0.004258382599800825,
-0.017782529816031456,
0.020227888599038124,
-0.023944910615682602,
0.05243660882115364,
-0.053824156522750854,
-4.215286608655333e-8,
0.061762675642967224,
-0.04727941006422043,
0.011381776072084904,
-0.02695334330201149,
0.08867466449737549,
0.008033509366214275,
-0.06636381149291992,
-0.05864708125591278,
-0.04474252089858055,
-0.029496334493160248,
0.08984742313623428,
0.04838573560118675,
-0.05978673696517944,
0.0273600984364748,
0.05034099146723747,
0.07807139307260513,
0.022476982325315475,
-0.06819423288106918,
-0.047791846096515656,
0.020570749416947365,
0.016489945352077484,
0.006906466092914343,
-0.0637279599905014,
0.062296684831380844,
-0.08914947509765625,
-0.05160723626613617,
0.03796014562249184,
0.027508093044161797,
-0.023867610841989517,
0.04741445183753967,
0.042477890849113464,
0.051973216235637665,
0.08072277158498764,
0.018105246126651764,
0.012407585047185421,
0.00459130248054862,
-0.011496850289404392,
0.011755317449569702,
-0.023196600377559662,
-0.013521401211619377,
0.039394572377204895,
0.07951469719409943,
-0.01330034714192152,
0.04828449711203575,
0.07833900302648544,
-0.09144562482833862,
0.058093007653951645,
-0.06358246505260468,
-0.08573070168495178,
-0.040541525930166245,
0.004553074017167091,
0.034687891602516174,
-0.08807992190122604,
-0.0001417232269886881,
-0.08389205485582352,
0.08492334187030792,
-0.014059476554393768,
-0.06738130003213882,
-0.056312818080186844,
0.015677165240049362,
0.017054345458745956,
0.04601096734404564,
0.10078026354312897,
-0.036227624863386154
] | null | null | null | null | null | null | null |
[
0.03268793597817421,
0.0450674369931221,
-0.023729201406240463,
-0.01568024419248104,
-0.03127701207995415,
-0.10599364340305328,
-0.05341576784849167,
0.017612379044294357,
0.01268103625625372,
0.018509304150938988,
-0.1051003709435463,
-0.051307015120983124,
0.01326211541891098,
0.01919950544834137,
0.009605083614587784,
-0.030697058886289597,
0.004890184849500656,
-0.03063913621008396,
-0.061877112835645676,
-0.07168852537870407,
0.03957735002040863,
-0.056192703545093536,
-0.0131745096296072,
-0.029039299115538597,
-0.00709146773442626,
-0.011494895443320274,
-0.0529983788728714,
-0.0844348892569542,
0.0461481474339962,
0.041492607444524765,
-0.05871611833572388,
-0.007713040336966515,
0.09637913852930069,
0.05370347201824188,
0.04354654997587204,
0.06325685232877731,
0.020260009914636612,
-0.036908313632011414,
-0.013931751251220703,
0.05627661570906639,
-0.07771601527929306,
0.030591469258069992,
0.030078453943133354,
0.022365111857652664,
-0.017228806391358376,
0.04093772917985916,
-0.03661751747131348,
-0.056561052799224854,
-0.13674871623516083,
-0.016372159123420715,
-0.06451546400785446,
-0.0014391472795978189,
-0.07022787630558014,
-0.05362241342663765,
-0.014198558405041695,
-0.011159602552652359,
0.018609099090099335,
-0.0764833614230156,
-0.045245617628097534,
-0.03127552941441536,
-0.1191825270652771,
-0.02743414044380188,
-0.03966405987739563,
0.0008098014513961971,
0.04732796177268028,
0.019825423136353493,
0.03190448135137558,
0.02852780371904373,
0.05164138227701187,
0.060121387243270874,
-0.05107662454247475,
0.006805029232054949,
-0.17893613874912262,
0.026983628049492836,
0.00810183584690094,
-0.012446364387869835,
0.03534931689500809,
0.04829620197415352,
-0.041310444474220276,
-0.06089920550584793,
-0.03735269233584404,
0.019032083451747894,
-0.0171295627951622,
0.07016298919916153,
0.05950994789600372,
0.029853811487555504,
-0.020061928778886795,
0.06702912598848343,
0.060362495481967926,
0.00009611586574465036,
-0.03806411847472191,
-0.029782650992274284,
-0.020440133288502693,
0.0071031562983989716,
0.10042589157819748,
0.058103296905756,
0.028638307005167007,
-0.00039952792576514184,
-0.016480984166264534,
0.05615835636854172,
-0.056079767644405365,
0.018401529639959335,
0.056713614612817764,
-0.1059761717915535,
0.03744617849588394,
0.07267932593822479,
0.08311239629983902,
-0.012716720812022686,
0.005050764884799719,
-0.07644180953502655,
0.013779477216303349,
-0.03263133764266968,
0.031245730817317963,
0.010797915048897266,
-0.011055904440581799,
0.03801346197724342,
-0.08317166566848755,
0.032447487115859985,
0.046396683901548386,
0.041911352425813675,
0.08236667513847351,
0.04771244898438454,
-0.0003344475117046386,
0.010039867833256721,
0.018166719004511833,
-0.021808166056871414,
-0.01325953472405672,
9.628207904646499e-34,
-0.024296628311276436,
0.028584707528352737,
-0.011877119541168213,
0.05737023800611496,
0.013202688656747341,
0.03780708834528923,
0.018520688638091087,
0.03350267931818962,
0.027630385011434555,
0.06696125119924545,
0.05639012157917023,
0.07282023131847382,
-0.032182395458221436,
-0.001992522506043315,
0.10151289403438568,
0.06823061406612396,
0.058335237205028534,
0.026652373373508453,
-0.06550253182649612,
-0.10551179200410843,
0.11562544107437134,
0.001401295536197722,
-0.07249751687049866,
-0.02444857358932495,
0.027319086715579033,
0.0017779283225536346,
-0.04602053016424179,
-0.04638293385505676,
0.009904534555971622,
-0.0031211664900183678,
-0.03144581615924835,
0.018834928050637245,
-0.052636828273534775,
0.052535008639097214,
0.004980974365025759,
-0.028565892949700356,
0.012865099124610424,
-0.029860304668545723,
0.05715576559305191,
-0.006689908914268017,
-0.010352111421525478,
0.011753342114388943,
0.03275872394442558,
0.006355964113026857,
-0.019051993265748024,
-0.08093418926000595,
-0.005009382963180542,
-0.04483826830983162,
-0.0015684720128774643,
-0.017314063385128975,
0.0785699337720871,
-0.03524564579129219,
0.05586130917072296,
0.03418343886733055,
0.06155155226588249,
0.05651631951332092,
0.05623544007539749,
0.05479278042912483,
0.028391828760504723,
0.18581974506378174,
-0.058018915355205536,
0.0574609749019146,
0.017206285148859024,
0.014435499906539917,
-0.06699962913990021,
0.08086895942687988,
-0.09066861867904663,
-0.0026755696162581444,
0.1295742690563202,
0.022057056427001953,
-0.030465973541140556,
0.02774122543632984,
-0.06169948726892471,
0.04288259148597717,
0.013124668039381504,
-0.025056980550289154,
0.05164584144949913,
-0.13138987123966217,
-0.0897970125079155,
0.017301803454756737,
-0.027648886665701866,
0.058579232543706894,
0.05042567476630211,
-0.017459189519286156,
-0.0026331241242587566,
-0.09902500361204147,
-0.004557022359222174,
-0.024644721299409866,
-0.04348091781139374,
-0.064804807305336,
-0.09352463483810425,
0.010567452758550644,
-0.018224146217107773,
-0.047200653702020645,
-0.009608721360564232,
-3.6050229728330844e-33,
-0.07269597798585892,
-0.07199370861053467,
-0.04746728017926216,
0.06729358434677124,
0.0019960524514317513,
-0.0912143737077713,
-0.03343217074871063,
-0.06648729741573334,
0.04305494204163551,
0.008716743439435959,
-0.007143351715058088,
-0.014380145817995071,
0.044766075909137726,
-0.006562024354934692,
0.0770077034831047,
0.0001992555771721527,
-0.005094778724014759,
0.015950368717312813,
0.02381833828985691,
-0.0027497163973748684,
0.04989347606897354,
0.059172678738832474,
-0.06470625102519989,
-0.05238708481192589,
0.08333835750818253,
0.0622224435210228,
-0.10424083471298218,
0.017667364329099655,
0.033899564296007156,
0.03570219501852989,
-0.05665351077914238,
-0.07445225119590759,
-0.04341217130422592,
0.004287178628146648,
0.04775502532720566,
-0.04588507488369942,
0.04210846498608589,
0.07240302115678787,
0.011554287746548653,
-0.0071589951403439045,
0.009405277669429779,
-0.0010367846116423607,
-0.001270284759812057,
0.023437581956386566,
0.07340337336063385,
0.014824545942246914,
-0.060540471225976944,
-0.058094050735235214,
0.07773607224225998,
-0.07626708596944809,
0.043169498443603516,
-0.009318369440734386,
0.04230893775820732,
-0.03319621458649635,
-0.006101784761995077,
0.02856827713549137,
-0.002319236984476447,
-0.00434618815779686,
0.04825972765684128,
-0.030636584386229515,
-0.017803659662604332,
-0.0486815981566906,
0.05412000045180321,
0.02019626647233963,
-0.010004767216742039,
0.002063899068161845,
-0.04671047627925873,
-0.11107395589351654,
-0.013059006072580814,
-0.022403758019208908,
0.03135422617197037,
0.05224063992500305,
-0.13252140581607819,
0.05360087379813194,
-0.0726180374622345,
-0.00804290920495987,
0.05870439484715462,
0.024359915405511856,
-0.0471392460167408,
0.04403127729892731,
0.08013676851987839,
-0.0013868535170331597,
0.006988972891122103,
-0.07373636215925217,
-0.0360429622232914,
0.00446849362924695,
0.024892522022128105,
0.009266287088394165,
-0.04739569127559662,
-0.004258382599800825,
-0.017782529816031456,
0.020227888599038124,
-0.023944910615682602,
0.05243660882115364,
-0.053824156522750854,
-4.215286608655333e-8,
0.061762675642967224,
-0.04727941006422043,
0.011381776072084904,
-0.02695334330201149,
0.08867466449737549,
0.008033509366214275,
-0.06636381149291992,
-0.05864708125591278,
-0.04474252089858055,
-0.029496334493160248,
0.08984742313623428,
0.04838573560118675,
-0.05978673696517944,
0.0273600984364748,
0.05034099146723747,
0.07807139307260513,
0.022476982325315475,
-0.06819423288106918,
-0.047791846096515656,
0.020570749416947365,
0.016489945352077484,
0.006906466092914343,
-0.0637279599905014,
0.062296684831380844,
-0.08914947509765625,
-0.05160723626613617,
0.03796014562249184,
0.027508093044161797,
-0.023867610841989517,
0.04741445183753967,
0.042477890849113464,
0.051973216235637665,
0.08072277158498764,
0.018105246126651764,
0.012407585047185421,
0.00459130248054862,
-0.011496850289404392,
0.011755317449569702,
-0.023196600377559662,
-0.013521401211619377,
0.039394572377204895,
0.07951469719409943,
-0.01330034714192152,
0.04828449711203575,
0.07833900302648544,
-0.09144562482833862,
0.058093007653951645,
-0.06358246505260468,
-0.08573070168495178,
-0.040541525930166245,
0.004553074017167091,
0.034687891602516174,
-0.08807992190122604,
-0.0001417232269886881,
-0.08389205485582352,
0.08492334187030792,
-0.014059476554393768,
-0.06738130003213882,
-0.056312818080186844,
0.015677165240049362,
0.017054345458745956,
0.04601096734404564,
0.10078026354312897,
-0.036227624863386154
] |
1402.5691
|
Rodrigo de Lamare
|
S. Somasundaram, P. Li, N. Parsons and R. C. de Lamare
|
Data-Adaptive Reduced-Dimension Robust Beamforming Algorithms
|
5 pages, 2 figures
| null | null | null |
cs.IT cs.SY math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present low complexity, quickly converging robust adaptive beamformers
that combine robust Capon beamformer (RCB) methods and data-adaptive Krylov
subspace dimensionality reduction techniques. We extend a recently proposed
reduced-dimension RCB framework, which ensures proper combination of RCBs with
any form of dimensionality reduction that can be expressed using a full-rank
dimension reducing transform, providing new results for data-adaptive
dimensionality reduction. We consider Krylov subspace methods computed with the
Powers-of-R (PoR) and Conjugate Gradient (CG) techniques, illustrating how a
fast CG-based algorithm can be formed by beneficially exploiting that the
CG-algorithm diagonalizes the reduced-dimension covariance. Our simulations
show the benefits of the proposed approaches.
|
[
{
"created": "Sun, 23 Feb 2014 23:59:39 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Somasundaram",
"S.",
""
],
[
"Li",
"P.",
""
],
[
"Parsons",
"N.",
""
],
[
"de Lamare",
"R. C.",
""
]
] |
[
-0.06299377977848053,
-0.014136872254312038,
0.01447927113622427,
0.01975918561220169,
-0.016070527955889702,
0.029761377722024918,
-0.021924380213022232,
-0.07690788805484772,
-0.06950844079256058,
-0.03846873715519905,
-0.05091863125562668,
0.05319233983755112,
-0.019699212163686752,
-0.0034817142877727747,
-0.12040554732084274,
0.00872349739074707,
-0.01950289122760296,
0.08799129724502563,
-0.015577612444758415,
-0.040702201426029205,
-0.08662944287061691,
-0.027019839733839035,
-0.02209387719631195,
0.026390008628368378,
0.08123166114091873,
-0.04079492390155792,
0.065863698720932,
-0.011265785433351994,
0.02391572669148445,
0.032848015427589417,
0.021850451827049255,
0.052408505231142044,
0.07301434129476547,
-0.05181169882416725,
-0.08442400395870209,
-0.03928498551249504,
0.04651257023215294,
0.05803554877638817,
0.00959259457886219,
0.06002292409539223,
-0.03993828222155571,
0.14233657717704773,
-0.032274916768074036,
-0.01343514770269394,
-0.054347965866327286,
0.0020484542474150658,
-0.005600236356258392,
-0.17865115404129028,
0.028383444994688034,
0.01804276928305626,
0.01562510058283806,
-0.0220364760607481,
-0.04568999633193016,
0.04926464334130287,
-0.018527910113334656,
-0.02951035462319851,
-0.060926634818315506,
0.014798326417803764,
0.08018098771572113,
0.048216938972473145,
0.005576346535235643,
-0.04217886924743652,
0.06820319592952728,
0.00814522709697485,
-0.00023612609948031604,
0.019503580406308174,
0.015555007383227348,
0.10542931407690048,
-0.03222650662064552,
-0.018381919711828232,
-0.0636632889509201,
0.005901731550693512,
-0.028268681839108467,
0.02314472571015358,
-0.020086372271180153,
-0.018289517611265182,
0.06938780844211578,
0.01623554714024067,
0.08430361747741699,
0.10354811698198318,
0.046305157244205475,
0.02343175560235977,
-0.06550531089305878,
-0.03350798785686493,
0.0633436068892479,
-0.011484866961836815,
-0.05923814699053764,
-0.003432587021961808,
0.06270401179790497,
-0.033272843807935715,
-0.016053633764386177,
-0.009134246036410332,
-0.028921563178300858,
0.027819687500596046,
-0.10009203106164932,
-0.10467658936977386,
0.04529568552970886,
0.039140038192272186,
0.03193990886211395,
0.06748435646295547,
0.014592395164072514,
-0.007529467809945345,
0.004854635801166296,
0.021449342370033264,
0.008513563312590122,
-0.012480075471103191,
0.030885623767971992,
0.0822836235165596,
-0.07107505947351456,
-0.10062670707702637,
0.11338567733764648,
0.06598890572786331,
-0.04506440460681915,
0.03773985803127289,
0.0299944169819355,
-0.03204634413123131,
0.04005306586623192,
-0.014699174091219902,
0.1107623353600502,
-0.04120074585080147,
0.005006992723792791,
-0.06216929107904434,
0.07306671887636185,
-0.020123455673456192,
0.030835889279842377,
0.03746021166443825,
-0.0610567107796669,
4.2958613701533274e-33,
-0.021404320374131203,
0.1386115401983261,
0.014085160568356514,
-0.018974587321281433,
-0.002941529732197523,
0.025049123913049698,
0.02855585515499115,
0.028622057288885117,
-0.009457028470933437,
0.011589939706027508,
0.03992593660950661,
0.029406091198325157,
-0.0066469283774495125,
-0.03940355405211449,
0.07444754987955093,
0.00004010754855698906,
-0.03610890358686447,
0.08442754298448563,
-0.021357422694563866,
-0.0031077018938958645,
0.09686008840799332,
0.001968435710296035,
-0.011596333235502243,
0.0006026835762895644,
-0.029386630281805992,
-0.034568775445222855,
0.01431231014430523,
-0.029361488297581673,
-0.0785449668765068,
-0.014699304476380348,
-0.011580230668187141,
0.024670345708727837,
0.06970865279436111,
0.03988438472151756,
-0.007618429604917765,
-0.08344680815935135,
-0.048358600586652756,
-0.050756167620420456,
-0.0029023003298789263,
-0.02788199670612812,
-0.025675538927316666,
0.024995094165205956,
-0.03822731226682663,
-0.03603591397404671,
-0.13553833961486816,
-0.02271314337849617,
-0.03685031086206436,
-0.00860422570258379,
-0.015556504018604755,
-0.016676463186740875,
-0.0159563347697258,
0.039944518357515335,
-0.009150462225079536,
0.06346356868743896,
0.03826368600130081,
-0.007992401719093323,
0.04252980276942253,
-0.03031558357179165,
0.1152801513671875,
-0.036964450031518936,
-0.04111864045262337,
-0.02789991907775402,
-0.058149002492427826,
-0.03146907314658165,
0.0077949408441782,
-0.05141763389110565,
-0.022255927324295044,
-0.07691352069377899,
-0.027544362470507622,
0.017490604892373085,
0.01002387423068285,
0.023235483095049858,
-0.09764721244573593,
-0.005287423729896545,
0.0678805559873581,
-0.0758320614695549,
0.04440576583147049,
0.010687175206840038,
-0.056913480162620544,
0.003348504425957799,
-0.06559529900550842,
0.10811693221330643,
0.03187401592731476,
-0.013825538568198681,
-0.019505862146615982,
-0.0626521110534668,
-0.005341100040823221,
0.01197016704827547,
-0.048508331179618835,
-0.09531348943710327,
-0.02280315011739731,
-0.0028405627235770226,
-0.04003569856286049,
0.02137834206223488,
-0.031787216663360596,
-1.6094113763680342e-33,
0.045476000756025314,
0.03599878400564194,
-0.028504054993391037,
-0.06661945581436157,
-0.013551998883485794,
-0.027569103986024857,
0.05948667973279953,
0.003011097200214863,
0.07469937950372696,
-0.11398663371801376,
0.010138618759810925,
-0.08871053904294968,
-0.052031345665454865,
0.01703253947198391,
0.06448886543512344,
0.0660664290189743,
-0.027266686782240868,
0.010278935544192791,
-0.06343774497509003,
-0.05460469052195549,
0.08669516444206238,
0.01833619922399521,
-0.0035993726924061775,
0.039668675512075424,
-0.04249100387096405,
-0.00927697028964758,
0.019390136003494263,
0.024153703823685646,
0.0776452124118805,
0.03342544659972191,
-0.03532710671424866,
-0.0014192266389727592,
0.016927627846598625,
0.06977710127830505,
-0.09790879487991333,
0.051051851361989975,
-0.06513278931379318,
-0.014642132446169853,
0.08271815627813339,
-0.005542461294680834,
-0.013269839808344841,
0.08688948303461075,
-0.010697091929614544,
0.06985325366258621,
0.000317263969918713,
0.002980253892019391,
0.01510045025497675,
0.02168302610516548,
0.028486642986536026,
0.015275536105036736,
-0.05560096725821495,
-0.05431940406560898,
0.004256837069988251,
0.04639844223856926,
0.017226822674274445,
0.005761698819696903,
-0.0023243215400725603,
-0.038867976516485214,
0.09788566082715988,
-0.03483431041240692,
0.05395611375570297,
-0.07217301428318024,
0.019379783421754837,
-0.0252926554530859,
0.004497888032346964,
-0.0008808480924926698,
-0.0037775076925754547,
0.03488614782691002,
-0.020913254469633102,
0.0048863631673157215,
0.01593409664928913,
-0.005387201905250549,
0.04308274760842323,
0.010865600779652596,
-0.0350593626499176,
-0.08548896759748459,
0.03970439359545708,
0.04397350549697876,
0.03292064741253853,
-0.0026051783934235573,
0.04348091408610344,
0.02957295998930931,
0.04949558898806572,
-0.0009189340635202825,
0.022601503878831863,
0.1658637821674347,
0.016669895499944687,
-0.018289344385266304,
0.07074175775051117,
-0.018109885975718498,
0.010259306989610195,
0.0075698066502809525,
0.08617516607046127,
0.01390174962580204,
0.02729920484125614,
-4.257766050841383e-8,
-0.054646097123622894,
-0.0760074183344841,
-0.11357378959655762,
-0.058158889412879944,
0.0006161589408293366,
-0.09445496648550034,
-0.01698463223874569,
0.047317780554294586,
0.04506123438477516,
-0.10159588605165482,
0.10262442380189896,
-0.07805929332971573,
-0.041014108806848526,
-0.005454666912555695,
-0.053864553570747375,
0.07792779803276062,
-0.07129060477018356,
0.06560787558555603,
0.014349979348480701,
0.048119351267814636,
-0.07966147363185883,
0.07015689462423325,
0.026341252028942108,
0.05560370907187462,
0.009380045346915722,
0.018089832738041878,
-0.028937995433807373,
0.10491921007633209,
0.08929205685853958,
-0.06257367134094238,
-0.03800400719046593,
0.016651514917612076,
0.07668735086917877,
0.08962898701429367,
0.0425371490418911,
0.07433661818504333,
0.0673120990395546,
-0.017991021275520325,
-0.07208624482154846,
-0.03147771209478378,
-0.06408263742923737,
0.05839162692427635,
-0.035080686211586,
0.01925312541425228,
0.04189732298254967,
0.07029657810926437,
0.05255648493766785,
0.012841162271797657,
0.00764753483235836,
0.05105406418442726,
0.1054154634475708,
0.020986638963222504,
-0.04942065104842186,
-0.036043763160705566,
0.059467051178216934,
0.04414726421236992,
0.023965278640389442,
-0.04318280145525932,
0.055779919028282166,
-0.030188987031579018,
-0.04552144557237625,
-0.022203868255019188,
0.010900349356234074,
0.018673395738005638
] | null | null | null | null | null | null | null |
[
-0.06299377977848053,
-0.014136872254312038,
0.01447927113622427,
0.01975918561220169,
-0.016070527955889702,
0.029761377722024918,
-0.021924380213022232,
-0.07690788805484772,
-0.06950844079256058,
-0.03846873715519905,
-0.05091863125562668,
0.05319233983755112,
-0.019699212163686752,
-0.0034817142877727747,
-0.12040554732084274,
0.00872349739074707,
-0.01950289122760296,
0.08799129724502563,
-0.015577612444758415,
-0.040702201426029205,
-0.08662944287061691,
-0.027019839733839035,
-0.02209387719631195,
0.026390008628368378,
0.08123166114091873,
-0.04079492390155792,
0.065863698720932,
-0.011265785433351994,
0.02391572669148445,
0.032848015427589417,
0.021850451827049255,
0.052408505231142044,
0.07301434129476547,
-0.05181169882416725,
-0.08442400395870209,
-0.03928498551249504,
0.04651257023215294,
0.05803554877638817,
0.00959259457886219,
0.06002292409539223,
-0.03993828222155571,
0.14233657717704773,
-0.032274916768074036,
-0.01343514770269394,
-0.054347965866327286,
0.0020484542474150658,
-0.005600236356258392,
-0.17865115404129028,
0.028383444994688034,
0.01804276928305626,
0.01562510058283806,
-0.0220364760607481,
-0.04568999633193016,
0.04926464334130287,
-0.018527910113334656,
-0.02951035462319851,
-0.060926634818315506,
0.014798326417803764,
0.08018098771572113,
0.048216938972473145,
0.005576346535235643,
-0.04217886924743652,
0.06820319592952728,
0.00814522709697485,
-0.00023612609948031604,
0.019503580406308174,
0.015555007383227348,
0.10542931407690048,
-0.03222650662064552,
-0.018381919711828232,
-0.0636632889509201,
0.005901731550693512,
-0.028268681839108467,
0.02314472571015358,
-0.020086372271180153,
-0.018289517611265182,
0.06938780844211578,
0.01623554714024067,
0.08430361747741699,
0.10354811698198318,
0.046305157244205475,
0.02343175560235977,
-0.06550531089305878,
-0.03350798785686493,
0.0633436068892479,
-0.011484866961836815,
-0.05923814699053764,
-0.003432587021961808,
0.06270401179790497,
-0.033272843807935715,
-0.016053633764386177,
-0.009134246036410332,
-0.028921563178300858,
0.027819687500596046,
-0.10009203106164932,
-0.10467658936977386,
0.04529568552970886,
0.039140038192272186,
0.03193990886211395,
0.06748435646295547,
0.014592395164072514,
-0.007529467809945345,
0.004854635801166296,
0.021449342370033264,
0.008513563312590122,
-0.012480075471103191,
0.030885623767971992,
0.0822836235165596,
-0.07107505947351456,
-0.10062670707702637,
0.11338567733764648,
0.06598890572786331,
-0.04506440460681915,
0.03773985803127289,
0.0299944169819355,
-0.03204634413123131,
0.04005306586623192,
-0.014699174091219902,
0.1107623353600502,
-0.04120074585080147,
0.005006992723792791,
-0.06216929107904434,
0.07306671887636185,
-0.020123455673456192,
0.030835889279842377,
0.03746021166443825,
-0.0610567107796669,
4.2958613701533274e-33,
-0.021404320374131203,
0.1386115401983261,
0.014085160568356514,
-0.018974587321281433,
-0.002941529732197523,
0.025049123913049698,
0.02855585515499115,
0.028622057288885117,
-0.009457028470933437,
0.011589939706027508,
0.03992593660950661,
0.029406091198325157,
-0.0066469283774495125,
-0.03940355405211449,
0.07444754987955093,
0.00004010754855698906,
-0.03610890358686447,
0.08442754298448563,
-0.021357422694563866,
-0.0031077018938958645,
0.09686008840799332,
0.001968435710296035,
-0.011596333235502243,
0.0006026835762895644,
-0.029386630281805992,
-0.034568775445222855,
0.01431231014430523,
-0.029361488297581673,
-0.0785449668765068,
-0.014699304476380348,
-0.011580230668187141,
0.024670345708727837,
0.06970865279436111,
0.03988438472151756,
-0.007618429604917765,
-0.08344680815935135,
-0.048358600586652756,
-0.050756167620420456,
-0.0029023003298789263,
-0.02788199670612812,
-0.025675538927316666,
0.024995094165205956,
-0.03822731226682663,
-0.03603591397404671,
-0.13553833961486816,
-0.02271314337849617,
-0.03685031086206436,
-0.00860422570258379,
-0.015556504018604755,
-0.016676463186740875,
-0.0159563347697258,
0.039944518357515335,
-0.009150462225079536,
0.06346356868743896,
0.03826368600130081,
-0.007992401719093323,
0.04252980276942253,
-0.03031558357179165,
0.1152801513671875,
-0.036964450031518936,
-0.04111864045262337,
-0.02789991907775402,
-0.058149002492427826,
-0.03146907314658165,
0.0077949408441782,
-0.05141763389110565,
-0.022255927324295044,
-0.07691352069377899,
-0.027544362470507622,
0.017490604892373085,
0.01002387423068285,
0.023235483095049858,
-0.09764721244573593,
-0.005287423729896545,
0.0678805559873581,
-0.0758320614695549,
0.04440576583147049,
0.010687175206840038,
-0.056913480162620544,
0.003348504425957799,
-0.06559529900550842,
0.10811693221330643,
0.03187401592731476,
-0.013825538568198681,
-0.019505862146615982,
-0.0626521110534668,
-0.005341100040823221,
0.01197016704827547,
-0.048508331179618835,
-0.09531348943710327,
-0.02280315011739731,
-0.0028405627235770226,
-0.04003569856286049,
0.02137834206223488,
-0.031787216663360596,
-1.6094113763680342e-33,
0.045476000756025314,
0.03599878400564194,
-0.028504054993391037,
-0.06661945581436157,
-0.013551998883485794,
-0.027569103986024857,
0.05948667973279953,
0.003011097200214863,
0.07469937950372696,
-0.11398663371801376,
0.010138618759810925,
-0.08871053904294968,
-0.052031345665454865,
0.01703253947198391,
0.06448886543512344,
0.0660664290189743,
-0.027266686782240868,
0.010278935544192791,
-0.06343774497509003,
-0.05460469052195549,
0.08669516444206238,
0.01833619922399521,
-0.0035993726924061775,
0.039668675512075424,
-0.04249100387096405,
-0.00927697028964758,
0.019390136003494263,
0.024153703823685646,
0.0776452124118805,
0.03342544659972191,
-0.03532710671424866,
-0.0014192266389727592,
0.016927627846598625,
0.06977710127830505,
-0.09790879487991333,
0.051051851361989975,
-0.06513278931379318,
-0.014642132446169853,
0.08271815627813339,
-0.005542461294680834,
-0.013269839808344841,
0.08688948303461075,
-0.010697091929614544,
0.06985325366258621,
0.000317263969918713,
0.002980253892019391,
0.01510045025497675,
0.02168302610516548,
0.028486642986536026,
0.015275536105036736,
-0.05560096725821495,
-0.05431940406560898,
0.004256837069988251,
0.04639844223856926,
0.017226822674274445,
0.005761698819696903,
-0.0023243215400725603,
-0.038867976516485214,
0.09788566082715988,
-0.03483431041240692,
0.05395611375570297,
-0.07217301428318024,
0.019379783421754837,
-0.0252926554530859,
0.004497888032346964,
-0.0008808480924926698,
-0.0037775076925754547,
0.03488614782691002,
-0.020913254469633102,
0.0048863631673157215,
0.01593409664928913,
-0.005387201905250549,
0.04308274760842323,
0.010865600779652596,
-0.0350593626499176,
-0.08548896759748459,
0.03970439359545708,
0.04397350549697876,
0.03292064741253853,
-0.0026051783934235573,
0.04348091408610344,
0.02957295998930931,
0.04949558898806572,
-0.0009189340635202825,
0.022601503878831863,
0.1658637821674347,
0.016669895499944687,
-0.018289344385266304,
0.07074175775051117,
-0.018109885975718498,
0.010259306989610195,
0.0075698066502809525,
0.08617516607046127,
0.01390174962580204,
0.02729920484125614,
-4.257766050841383e-8,
-0.054646097123622894,
-0.0760074183344841,
-0.11357378959655762,
-0.058158889412879944,
0.0006161589408293366,
-0.09445496648550034,
-0.01698463223874569,
0.047317780554294586,
0.04506123438477516,
-0.10159588605165482,
0.10262442380189896,
-0.07805929332971573,
-0.041014108806848526,
-0.005454666912555695,
-0.053864553570747375,
0.07792779803276062,
-0.07129060477018356,
0.06560787558555603,
0.014349979348480701,
0.048119351267814636,
-0.07966147363185883,
0.07015689462423325,
0.026341252028942108,
0.05560370907187462,
0.009380045346915722,
0.018089832738041878,
-0.028937995433807373,
0.10491921007633209,
0.08929205685853958,
-0.06257367134094238,
-0.03800400719046593,
0.016651514917612076,
0.07668735086917877,
0.08962898701429367,
0.0425371490418911,
0.07433661818504333,
0.0673120990395546,
-0.017991021275520325,
-0.07208624482154846,
-0.03147771209478378,
-0.06408263742923737,
0.05839162692427635,
-0.035080686211586,
0.01925312541425228,
0.04189732298254967,
0.07029657810926437,
0.05255648493766785,
0.012841162271797657,
0.00764753483235836,
0.05105406418442726,
0.1054154634475708,
0.020986638963222504,
-0.04942065104842186,
-0.036043763160705566,
0.059467051178216934,
0.04414726421236992,
0.023965278640389442,
-0.04318280145525932,
0.055779919028282166,
-0.030188987031579018,
-0.04552144557237625,
-0.022203868255019188,
0.010900349356234074,
0.018673395738005638
] |
1402.5692
|
Rodrigo de Lamare
|
A. G. D. Uchoa, C. T. Healy and R. C. de Lamare
|
Repeat Accumulate Based Designs for LDPC Codes on Fading Channels
|
5 pages, 7 figures
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Irregular repeat-accumulate Root-Check LDPC codes based on Progressive Edge
Growth (PEG) techniques for block-fading channels are proposed. The proposed
Root-Check LDPC codes are {both suitable for channels under $F = 2, 3$
independent fadings per codeword and} for fast fading channels. An IRA(A)
Root-Check structure is devised for $F = 2, 3$ independent fadings. The
performance of the new codes is investigated in terms of the Frame Error Rate
(FER). Numerical results show that the IRAA LDPC codes constructed by the
proposed algorithm {outperform by about 1dB the existing} IRA Root-Check LDPC
codes under fast-fading channels.
|
[
{
"created": "Mon, 24 Feb 2014 00:09:28 GMT",
"version": "v1"
}
] |
2014-02-25
|
[
[
"Uchoa",
"A. G. D.",
""
],
[
"Healy",
"C. T.",
""
],
[
"de Lamare",
"R. C.",
""
]
] |
[
0.03561559319496155,
-0.07164014875888824,
-0.10741949826478958,
-0.0815759226679802,
0.0064313472248613834,
-0.08573256433010101,
0.013230988755822182,
-0.03284912183880806,
-0.028205761685967445,
0.0034890584647655487,
0.07374599575996399,
0.12197776883840561,
-0.023552779108285904,
-0.024145012721419334,
-0.05179386958479881,
0.04239171743392944,
-0.034135010093450546,
0.0675840750336647,
0.012117371894419193,
-0.03764799237251282,
-0.06481406092643738,
-0.10868052393198013,
-0.0479503758251667,
0.022786881774663925,
-0.006423921324312687,
0.005538623780012131,
0.004455499816685915,
-0.006862006150186062,
0.013143172487616539,
0.01931167207658291,
0.0970781072974205,
0.03514564409852028,
0.07829871028661728,
0.04232998937368393,
0.008036232553422451,
-0.025478357449173927,
-0.011007439345121384,
0.010817984119057655,
0.02328363060951233,
0.03422778844833374,
-0.0434088297188282,
-0.004618505947291851,
0.028897613286972046,
0.009738294407725334,
0.04489552974700928,
-0.07872804999351501,
-0.07919909060001373,
-0.012608351185917854,
0.02096734568476677,
-0.061193082481622696,
0.1569395661354065,
0.015308008529245853,
0.028792057186365128,
-0.013148930855095387,
0.041134413331747055,
-0.08040742576122284,
-0.048490263521671295,
0.05122460052371025,
0.022889230400323868,
0.1401422619819641,
0.042587798088788986,
0.042887311428785324,
0.06100373715162277,
-0.020371442660689354,
-0.05180125683546066,
0.09273960441350937,
-0.019269458949565887,
0.044219136238098145,
-0.03886249288916588,
-0.05636407434940338,
-0.12388988584280014,
-0.009497967548668385,
0.018059322610497475,
0.0808696374297142,
0.018725518137216568,
-0.05287128686904907,
-0.017160991206765175,
-0.0042664241045713425,
0.02260396257042885,
-0.0014722419437021017,
-0.06508210301399231,
0.005637463182210922,
-0.02466837875545025,
-0.04953368380665779,
0.04061252623796463,
0.03254849091172218,
0.018779298290610313,
0.04519126936793327,
-0.027842216193675995,
-0.006410951726138592,
0.006542791146785021,
0.053704190999269485,
-0.0009556537843309343,
0.07170432060956955,
-0.020918142050504684,
0.0070060552097857,
-0.051682259887456894,
-0.08850522339344025,
0.01891501620411873,
0.03981804847717285,
-0.007994570769369602,
-0.06657495349645615,
-0.07766798883676529,
-0.06510837376117706,
-0.01322158332914114,
-0.01718270778656006,
0.03502440080046654,
0.1009359061717987,
0.05172392725944519,
0.08556485176086426,
-0.03494589775800705,
0.05535769462585449,
-0.00708903418853879,
0.01867677830159664,
0.018863556906580925,
0.004512312822043896,
0.015792857855558395,
0.04834320396184921,
0.029961995780467987,
0.007144195958971977,
0.06600899994373322,
0.012328298762440681,
0.015442002564668655,
0.0037139200139790773,
-0.03614319488406181,
-0.03939766064286232,
0.07456771284341812,
2.9757810305089062e-33,
-0.057698819786310196,
0.051489464938640594,
-0.10930187255144119,
-0.0464775450527668,
-0.08572933077812195,
0.0628926008939743,
0.07316427677869797,
-0.017052728682756424,
0.006929374299943447,
0.03801170364022255,
-0.01863834075629711,
-0.05337166786193848,
-0.04485508054494858,
-0.03447025269269943,
0.04498067498207092,
0.0004547384160105139,
-0.007449271157383919,
-0.007278211414813995,
0.06614791601896286,
-0.006623712368309498,
0.05133778974413872,
-0.026027802377939224,
0.046866461634635925,
-0.0680021420121193,
0.05767388269305229,
-0.014801704324781895,
-0.07048477232456207,
-0.058021675795316696,
0.04873979836702347,
0.0558992438018322,
-0.02590453065931797,
-0.10359129309654236,
-0.039921633899211884,
-0.043610766530036926,
0.02310766838490963,
0.01653175987303257,
0.044291142374277115,
-0.0341835543513298,
-0.05209771916270256,
-0.06833475083112717,
-0.03025156259536743,
-0.013524862937629223,
-0.022456930950284004,
-0.10723365843296051,
0.020154623314738274,
-0.008183088153600693,
0.026429487392306328,
0.014719839207828045,
-0.013804303482174873,
0.04607655107975006,
0.041362497955560684,
0.022455615922808647,
-0.008161758072674274,
0.051789604127407074,
0.09467791765928268,
-0.004036732483655214,
-0.01708085648715496,
0.0373881533741951,
0.11099936813116074,
0.1174030676484108,
-0.0036275754682719707,
-0.03723067417740822,
-0.09125775843858719,
-0.09434742480516434,
-0.010934545658528805,
0.02324189990758896,
0.0005538662662729621,
0.056394126266241074,
-0.04452002793550491,
0.00418061763048172,
0.038765858858823776,
-0.06929045915603638,
-0.010074113495647907,
0.005736966617405415,
-0.059997718781232834,
-0.049155041575431824,
0.030679745599627495,
0.07509131729602814,
-0.030955854803323746,
-0.04994211345911026,
-0.06401579827070236,
0.014132251963019371,
-0.01121682021766901,
0.03572670370340347,
0.07955101132392883,
0.0298757404088974,
0.02361532486975193,
-0.011694260872900486,
-0.07357101887464523,
-0.034237708896398544,
-0.003921711351722479,
-0.01312460657209158,
0.059389498084783554,
-0.0022602512035518885,
0.05191544443368912,
-4.0781032457154064e-33,
0.02280513383448124,
0.05835708975791931,
0.006188844330608845,
-0.03154289349913597,
-0.011548795737326145,
-0.09351810067892075,
-0.04523661360144615,
-0.018713727593421936,
-0.017024077475070953,
-0.01573101431131363,
0.007540970109403133,
-0.054690636694431305,
-0.04745220020413399,
0.03685674071311951,
0.03504442423582077,
-0.027626948431134224,
-0.02712288312613964,
0.047841038554906845,
0.055971335619688034,
0.03578942269086838,
0.06447573006153107,
0.0941716656088829,
0.013827505521476269,
0.009200500324368477,
-0.00019638556113932282,
0.02405395358800888,
-0.014173119328916073,
0.057485636323690414,
0.046824246644973755,
-0.011507964693009853,
0.041626445949077606,
0.06033508852124214,
0.003954880405217409,
-0.02028515748679638,
0.07031413167715073,
-0.050563085824251175,
-0.0019741482101380825,
0.018407737836241722,
-0.002867858624085784,
0.022584756836295128,
0.012091848999261856,
0.051753874868154526,
0.010389982722699642,
-0.06560903042554855,
-0.06183517724275589,
0.06062454357743263,
0.014832614921033382,
0.11449761688709259,
0.054157063364982605,
-0.014405176043510437,
0.040343910455703735,
-0.0179004967212677,
0.02900249883532524,
0.08041772991418839,
-0.030813369899988174,
-0.016667135059833527,
0.029041333124041557,
0.10241913795471191,
-0.029818853363394737,
-0.0484154038131237,
-0.04749402031302452,
-0.11531317234039307,
0.06204391270875931,
-0.007479716092348099,
-0.017273398116230965,
-0.0142491040751338,
-0.00045864065759815276,
-0.0746733695268631,
-0.031173862516880035,
-0.002141110133379698,
0.004818857181817293,
-0.023028530180454254,
-0.07385308295488358,
0.06705829501152039,
0.006660279352217913,
-0.017105352133512497,
-0.024574555456638336,
-0.013948882929980755,
0.06811827421188354,
0.050650157034397125,
-0.116869255900383,
0.05955177918076515,
0.005375703796744347,
0.022076595574617386,
-0.0027451731730252504,
-0.06294344365596771,
-0.054208122193813324,
-0.09350752830505371,
0.02080167643725872,
-0.07714728266000748,
-0.028776153922080994,
0.04787781834602356,
0.006477305665612221,
-0.059423960745334625,
-0.032988179475069046,
-4.132187214622718e-8,
-0.0914260521531105,
-0.00764459278434515,
-0.027986764907836914,
-0.05934824422001839,
0.05852144584059715,
-0.03955480828881264,
0.01627129688858986,
-0.0517025962471962,
0.0065359692089259624,
-0.11399044841527939,
0.11382711678743362,
0.07283727079629898,
-0.05952691659331322,
0.004172309767454863,
-0.023097513243556023,
0.0006574445869773626,
-0.012906493619084358,
-0.07443509995937347,
0.029186129570007324,
0.03947696462273598,
-0.029385512694716454,
0.009865831583738327,
0.005679519847035408,
-0.019697435200214386,
-0.13849104940891266,
-0.045564569532871246,
0.009866161271929741,
0.054670415818691254,
0.05106087774038315,
-0.02243403159081936,
0.06081612780690193,
0.10110429674386978,
0.09011872112751007,
-0.05615104362368584,
-0.05049653723835945,
0.044284481555223465,
0.030860740691423416,
0.03763784468173981,
-0.03328332677483559,
0.08212940394878387,
0.04224294424057007,
-0.10141604393720627,
-0.0038477759808301926,
-0.08234717696905136,
-0.0005138085689395666,
0.01314494851976633,
0.08003254979848862,
0.06127038598060608,
-0.050891581922769547,
-0.1264260858297348,
0.06205394119024277,
-0.040815435349941254,
-0.057885318994522095,
-0.03334677219390869,
0.038821958005428314,
-0.04581847041845322,
-0.0601554699242115,
-0.04153088107705116,
0.0855443924665451,
-0.0069562033750116825,
-0.06469057500362396,
0.008583744056522846,
0.03997387737035751,
-0.0059960526414215565
] | null | null | null | null | null | null | null |
[
0.03561559319496155,
-0.07164014875888824,
-0.10741949826478958,
-0.0815759226679802,
0.0064313472248613834,
-0.08573256433010101,
0.013230988755822182,
-0.03284912183880806,
-0.028205761685967445,
0.0034890584647655487,
0.07374599575996399,
0.12197776883840561,
-0.023552779108285904,
-0.024145012721419334,
-0.05179386958479881,
0.04239171743392944,
-0.034135010093450546,
0.0675840750336647,
0.012117371894419193,
-0.03764799237251282,
-0.06481406092643738,
-0.10868052393198013,
-0.0479503758251667,
0.022786881774663925,
-0.006423921324312687,
0.005538623780012131,
0.004455499816685915,
-0.006862006150186062,
0.013143172487616539,
0.01931167207658291,
0.0970781072974205,
0.03514564409852028,
0.07829871028661728,
0.04232998937368393,
0.008036232553422451,
-0.025478357449173927,
-0.011007439345121384,
0.010817984119057655,
0.02328363060951233,
0.03422778844833374,
-0.0434088297188282,
-0.004618505947291851,
0.028897613286972046,
0.009738294407725334,
0.04489552974700928,
-0.07872804999351501,
-0.07919909060001373,
-0.012608351185917854,
0.02096734568476677,
-0.061193082481622696,
0.1569395661354065,
0.015308008529245853,
0.028792057186365128,
-0.013148930855095387,
0.041134413331747055,
-0.08040742576122284,
-0.048490263521671295,
0.05122460052371025,
0.022889230400323868,
0.1401422619819641,
0.042587798088788986,
0.042887311428785324,
0.06100373715162277,
-0.020371442660689354,
-0.05180125683546066,
0.09273960441350937,
-0.019269458949565887,
0.044219136238098145,
-0.03886249288916588,
-0.05636407434940338,
-0.12388988584280014,
-0.009497967548668385,
0.018059322610497475,
0.0808696374297142,
0.018725518137216568,
-0.05287128686904907,
-0.017160991206765175,
-0.0042664241045713425,
0.02260396257042885,
-0.0014722419437021017,
-0.06508210301399231,
0.005637463182210922,
-0.02466837875545025,
-0.04953368380665779,
0.04061252623796463,
0.03254849091172218,
0.018779298290610313,
0.04519126936793327,
-0.027842216193675995,
-0.006410951726138592,
0.006542791146785021,
0.053704190999269485,
-0.0009556537843309343,
0.07170432060956955,
-0.020918142050504684,
0.0070060552097857,
-0.051682259887456894,
-0.08850522339344025,
0.01891501620411873,
0.03981804847717285,
-0.007994570769369602,
-0.06657495349645615,
-0.07766798883676529,
-0.06510837376117706,
-0.01322158332914114,
-0.01718270778656006,
0.03502440080046654,
0.1009359061717987,
0.05172392725944519,
0.08556485176086426,
-0.03494589775800705,
0.05535769462585449,
-0.00708903418853879,
0.01867677830159664,
0.018863556906580925,
0.004512312822043896,
0.015792857855558395,
0.04834320396184921,
0.029961995780467987,
0.007144195958971977,
0.06600899994373322,
0.012328298762440681,
0.015442002564668655,
0.0037139200139790773,
-0.03614319488406181,
-0.03939766064286232,
0.07456771284341812,
2.9757810305089062e-33,
-0.057698819786310196,
0.051489464938640594,
-0.10930187255144119,
-0.0464775450527668,
-0.08572933077812195,
0.0628926008939743,
0.07316427677869797,
-0.017052728682756424,
0.006929374299943447,
0.03801170364022255,
-0.01863834075629711,
-0.05337166786193848,
-0.04485508054494858,
-0.03447025269269943,
0.04498067498207092,
0.0004547384160105139,
-0.007449271157383919,
-0.007278211414813995,
0.06614791601896286,
-0.006623712368309498,
0.05133778974413872,
-0.026027802377939224,
0.046866461634635925,
-0.0680021420121193,
0.05767388269305229,
-0.014801704324781895,
-0.07048477232456207,
-0.058021675795316696,
0.04873979836702347,
0.0558992438018322,
-0.02590453065931797,
-0.10359129309654236,
-0.039921633899211884,
-0.043610766530036926,
0.02310766838490963,
0.01653175987303257,
0.044291142374277115,
-0.0341835543513298,
-0.05209771916270256,
-0.06833475083112717,
-0.03025156259536743,
-0.013524862937629223,
-0.022456930950284004,
-0.10723365843296051,
0.020154623314738274,
-0.008183088153600693,
0.026429487392306328,
0.014719839207828045,
-0.013804303482174873,
0.04607655107975006,
0.041362497955560684,
0.022455615922808647,
-0.008161758072674274,
0.051789604127407074,
0.09467791765928268,
-0.004036732483655214,
-0.01708085648715496,
0.0373881533741951,
0.11099936813116074,
0.1174030676484108,
-0.0036275754682719707,
-0.03723067417740822,
-0.09125775843858719,
-0.09434742480516434,
-0.010934545658528805,
0.02324189990758896,
0.0005538662662729621,
0.056394126266241074,
-0.04452002793550491,
0.00418061763048172,
0.038765858858823776,
-0.06929045915603638,
-0.010074113495647907,
0.005736966617405415,
-0.059997718781232834,
-0.049155041575431824,
0.030679745599627495,
0.07509131729602814,
-0.030955854803323746,
-0.04994211345911026,
-0.06401579827070236,
0.014132251963019371,
-0.01121682021766901,
0.03572670370340347,
0.07955101132392883,
0.0298757404088974,
0.02361532486975193,
-0.011694260872900486,
-0.07357101887464523,
-0.034237708896398544,
-0.003921711351722479,
-0.01312460657209158,
0.059389498084783554,
-0.0022602512035518885,
0.05191544443368912,
-4.0781032457154064e-33,
0.02280513383448124,
0.05835708975791931,
0.006188844330608845,
-0.03154289349913597,
-0.011548795737326145,
-0.09351810067892075,
-0.04523661360144615,
-0.018713727593421936,
-0.017024077475070953,
-0.01573101431131363,
0.007540970109403133,
-0.054690636694431305,
-0.04745220020413399,
0.03685674071311951,
0.03504442423582077,
-0.027626948431134224,
-0.02712288312613964,
0.047841038554906845,
0.055971335619688034,
0.03578942269086838,
0.06447573006153107,
0.0941716656088829,
0.013827505521476269,
0.009200500324368477,
-0.00019638556113932282,
0.02405395358800888,
-0.014173119328916073,
0.057485636323690414,
0.046824246644973755,
-0.011507964693009853,
0.041626445949077606,
0.06033508852124214,
0.003954880405217409,
-0.02028515748679638,
0.07031413167715073,
-0.050563085824251175,
-0.0019741482101380825,
0.018407737836241722,
-0.002867858624085784,
0.022584756836295128,
0.012091848999261856,
0.051753874868154526,
0.010389982722699642,
-0.06560903042554855,
-0.06183517724275589,
0.06062454357743263,
0.014832614921033382,
0.11449761688709259,
0.054157063364982605,
-0.014405176043510437,
0.040343910455703735,
-0.0179004967212677,
0.02900249883532524,
0.08041772991418839,
-0.030813369899988174,
-0.016667135059833527,
0.029041333124041557,
0.10241913795471191,
-0.029818853363394737,
-0.0484154038131237,
-0.04749402031302452,
-0.11531317234039307,
0.06204391270875931,
-0.007479716092348099,
-0.017273398116230965,
-0.0142491040751338,
-0.00045864065759815276,
-0.0746733695268631,
-0.031173862516880035,
-0.002141110133379698,
0.004818857181817293,
-0.023028530180454254,
-0.07385308295488358,
0.06705829501152039,
0.006660279352217913,
-0.017105352133512497,
-0.024574555456638336,
-0.013948882929980755,
0.06811827421188354,
0.050650157034397125,
-0.116869255900383,
0.05955177918076515,
0.005375703796744347,
0.022076595574617386,
-0.0027451731730252504,
-0.06294344365596771,
-0.054208122193813324,
-0.09350752830505371,
0.02080167643725872,
-0.07714728266000748,
-0.028776153922080994,
0.04787781834602356,
0.006477305665612221,
-0.059423960745334625,
-0.032988179475069046,
-4.132187214622718e-8,
-0.0914260521531105,
-0.00764459278434515,
-0.027986764907836914,
-0.05934824422001839,
0.05852144584059715,
-0.03955480828881264,
0.01627129688858986,
-0.0517025962471962,
0.0065359692089259624,
-0.11399044841527939,
0.11382711678743362,
0.07283727079629898,
-0.05952691659331322,
0.004172309767454863,
-0.023097513243556023,
0.0006574445869773626,
-0.012906493619084358,
-0.07443509995937347,
0.029186129570007324,
0.03947696462273598,
-0.029385512694716454,
0.009865831583738327,
0.005679519847035408,
-0.019697435200214386,
-0.13849104940891266,
-0.045564569532871246,
0.009866161271929741,
0.054670415818691254,
0.05106087774038315,
-0.02243403159081936,
0.06081612780690193,
0.10110429674386978,
0.09011872112751007,
-0.05615104362368584,
-0.05049653723835945,
0.044284481555223465,
0.030860740691423416,
0.03763784468173981,
-0.03328332677483559,
0.08212940394878387,
0.04224294424057007,
-0.10141604393720627,
-0.0038477759808301926,
-0.08234717696905136,
-0.0005138085689395666,
0.01314494851976633,
0.08003254979848862,
0.06127038598060608,
-0.050891581922769547,
-0.1264260858297348,
0.06205394119024277,
-0.040815435349941254,
-0.057885318994522095,
-0.03334677219390869,
0.038821958005428314,
-0.04581847041845322,
-0.0601554699242115,
-0.04153088107705116,
0.0855443924665451,
-0.0069562033750116825,
-0.06469057500362396,
0.008583744056522846,
0.03997387737035751,
-0.0059960526414215565
] |
1402.5693
|
Reza Parseh
|
Reza Parseh, Kimmo Kansanen
|
On Estimation Error Outage for Scalar Gauss-Markov Signals Sent Over
Fading Channels
|
21 pages, 5 figures, conference version at EUSIPCO 2014, accepted for
publication in IEEE Transactions on Signal Processing
| null |
10.1109/TSP.2014.2360820
| null |
cs.IT math.IT math.ST stat.TH
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Measurements of a scalar linear Gauss-Markov process are sent over a fading
channel. The fading channel is modeled as independent and identically
distributed random variables with known realization at the receiver. The
optimal estimator at the receiver is the Kalman filter. In contrast to the
classical Kalman filter theory, given a random channel, the Kalman gain and the
error covariance become random. Then the probability distribution function of
expected estimation error and its outage probability can be chosen for
estimation quality assessment. In this paper and in order to get the estimation
error outage, we provide means to characterize the stationary probability
density function of the random expected estimation error. Furthermore and for
the particular case of the i.i.d. Rayleigh fading channels, upper and lower
bounds for the outage probability are derived which provide insight and simpler
means for design purposes. We also show that the bounds are tight for the high
SNR regime, and that the outage probability decreases linearly with the inverse
of the average channel SNR.
|
[
{
"created": "Mon, 24 Feb 2014 00:23:05 GMT",
"version": "v1"
},
{
"created": "Fri, 25 Apr 2014 10:16:06 GMT",
"version": "v2"
},
{
"created": "Fri, 17 Oct 2014 09:53:23 GMT",
"version": "v3"
}
] |
2014-10-20
|
[
[
"Parseh",
"Reza",
""
],
[
"Kansanen",
"Kimmo",
""
]
] |
[
0.020086169242858887,
-0.008669475093483925,
0.0063180262222886086,
0.0036780040245503187,
-0.007990403100848198,
-0.0282514039427042,
0.06835473328828812,
-0.04013452306389809,
0.015463403426110744,
0.07209105789661407,
-0.023620961233973503,
0.10765201598405838,
0.09771402925252914,
-0.05261476710438728,
-0.04585779458284378,
-0.0224539153277874,
0.09292928129434586,
-0.027705561369657516,
-0.05495261773467064,
-0.03463650494813919,
0.00976423267275095,
0.0964844673871994,
-0.02515869215130806,
0.018507199361920357,
0.032937191426754,
-0.016393495723605156,
0.06993348151445389,
-0.09408294409513474,
-0.04752142354846001,
0.019165920093655586,
-0.059367585927248,
-0.05208893492817879,
0.013877442106604576,
-0.09897205978631973,
0.02262062206864357,
-0.003759976476430893,
-0.00608134875074029,
0.03784278407692909,
0.020321516320109367,
0.10211066156625748,
-0.02838328294456005,
0.009229104965925217,
-0.030758587643504143,
0.04501349478960037,
-0.022354744374752045,
0.00009660432988312095,
0.06309056282043457,
-0.1171603873372078,
0.00828324630856514,
0.044558312743902206,
0.0898727998137474,
0.08878961205482483,
-0.02159922756254673,
0.036978282034397125,
-0.006114831659942865,
-0.03460821136832237,
-0.0686497613787651,
0.0031006864737719297,
-0.03468530997633934,
0.1303573101758957,
-0.02045901119709015,
0.012312572449445724,
0.02576146461069584,
0.020884234458208084,
-0.053498607128858566,
0.0033451637718826532,
0.04383935034275055,
0.07116270810365677,
-0.07205931842327118,
0.02280779369175434,
-0.13715717196464539,
0.02471897378563881,
-0.022058626636862755,
0.02533980831503868,
0.02525210753083229,
-0.07811889052391052,
0.04599612206220627,
-0.05896810442209244,
-0.01696464791893959,
0.04437752068042755,
0.030402936041355133,
-0.028979813680052757,
-0.021165700629353523,
-0.089408740401268,
0.035522039979696274,
0.023820916190743446,
0.04010191187262535,
0.10285065323114395,
0.05990752950310707,
-0.06446617096662521,
-0.12258986383676529,
0.006596260238438845,
-0.05192630738019943,
0.02863640896975994,
0.032645441591739655,
-0.010354863479733467,
0.007187224458903074,
-0.07264044880867004,
0.03457823023200035,
0.017364611849188805,
0.0036872937344014645,
-0.04108424484729767,
0.0837729200720787,
-0.05586768686771393,
-0.03125956654548645,
-0.06185154989361763,
0.005408757831901312,
0.02868410013616085,
0.06668748706579208,
0.036398738622665405,
-0.004751986358314753,
0.02741323783993721,
0.053210895508527756,
-0.006676346994936466,
0.043101124465465546,
0.12850110232830048,
0.06439962983131409,
0.09206627309322357,
-0.020345566794276237,
-0.002253228100016713,
-0.028139738366007805,
-0.05474115163087845,
0.07317700237035751,
0.04671761393547058,
0.07229043543338776,
0.07805207371711731,
0.0474914088845253,
4.3936658980550996e-34,
-0.0697689950466156,
0.004625091794878244,
-0.0710315853357315,
0.030996451154351234,
0.003223397536203265,
0.02413959801197052,
0.06710779666900635,
-0.07055644690990448,
0.0496206060051918,
-0.053899962455034256,
-0.03378886729478836,
-0.03943995013833046,
-0.08403751999139786,
-0.07718005031347275,
0.058546774089336395,
0.08435367047786713,
-0.048544835299253464,
0.02344348654150963,
-0.0005758547922596335,
-0.020617708563804626,
0.06411730498075485,
-0.06718490272760391,
-0.055957015603780746,
-0.01622013933956623,
0.014880242757499218,
0.034615080803632736,
0.03882533684372902,
-0.0598859004676342,
-0.021986959502100945,
-0.0019328451016917825,
0.05299867317080498,
-0.030751800164580345,
-0.02663913555443287,
-0.04155173897743225,
-0.05645245313644409,
-0.07235933095216751,
-0.06681972742080688,
0.035287559032440186,
-0.03198430687189102,
-0.07503972947597504,
-0.055567361414432526,
0.0211833193898201,
-0.005898540839552879,
-0.02858785167336464,
-0.06329504400491714,
-0.08623894304037094,
0.07073992490768433,
-0.10385974496603012,
0.012702276930212975,
-0.062135688960552216,
0.018150098621845245,
-0.061838582158088684,
-0.01644081622362137,
0.13420894742012024,
0.0007551399758085608,
0.024301478639245033,
-0.015046641230583191,
0.007444589398801327,
-0.014377685263752937,
0.012943150475621223,
-0.025762612000107765,
-0.0036640719044953585,
0.06911317259073257,
-0.08057639747858047,
0.11022919416427612,
0.043023478239774704,
0.04096635431051254,
0.028555259108543396,
0.013340773060917854,
-0.05694333091378212,
0.026446685194969177,
-0.10577467828989029,
0.026426702737808228,
0.020661992952227592,
-0.07281883805990219,
-0.00007424869545502588,
-0.012982957065105438,
-0.052764132618904114,
-0.00805480033159256,
0.07684162259101868,
-0.034472621977329254,
0.0013644995633512735,
-0.04829680547118187,
-0.017079396173357964,
0.007846365682780743,
-0.024534858763217926,
-0.011646449565887451,
-0.005858889780938625,
-0.04363878443837166,
0.024377668276429176,
-0.06867861747741699,
0.03804434463381767,
-0.06250212341547012,
0.03926325961947441,
0.020469775423407555,
-2.2964916815145e-33,
-0.03407225012779236,
0.0040115369483828545,
0.04890758544206619,
0.04946856573224068,
-0.031627967953681946,
-0.09205348044633865,
0.03999294340610504,
0.02516827918589115,
0.030996311455965042,
-0.026680875569581985,
-0.12321221828460693,
-0.008052307181060314,
-0.022878069430589676,
0.10083633661270142,
0.0024848799221217632,
-0.04838678985834122,
0.056062813848257065,
0.06525351852178574,
0.017853960394859314,
-0.056833963841199875,
0.007084487471729517,
-0.006149691063910723,
-0.015170291997492313,
-0.019346129149198532,
0.08148039877414703,
0.03046499192714691,
0.0363336056470871,
0.08243126422166824,
-0.054213568568229675,
-0.09457527846097946,
-0.020572355017066002,
-0.03839923441410065,
0.014255961403250694,
0.03943048417568207,
0.036175694316625595,
-0.026901500299572945,
0.02340231090784073,
0.0961167961359024,
-0.07799095660448074,
0.03725256025791168,
0.04590275138616562,
0.049368634819984436,
0.023299744352698326,
-0.041555751115083694,
0.009013704024255276,
0.005013249348849058,
0.06651566922664642,
0.09288198500871658,
0.018633900210261345,
-0.021863970905542374,
0.012914199382066727,
0.017074625939130783,
-0.0018921303562819958,
0.09296640008687973,
-0.05695477873086929,
0.04018149524927139,
0.020082956179976463,
0.06445355713367462,
0.00961096677929163,
0.06332927942276001,
-0.029259726405143738,
-0.04457498714327812,
-0.017467143014073372,
0.03366192802786827,
-0.02642032876610756,
0.02811790257692337,
0.0029240050353109837,
-0.010982224717736244,
0.047944892197847366,
-0.01119978167116642,
-0.007686314173042774,
-0.060870517045259476,
-0.044321492314338684,
0.06831575930118561,
0.08140522241592407,
0.08084731549024582,
-0.020556753501296043,
-0.04478537291288376,
-0.042370058596134186,
-0.007752573117613792,
-0.052940674126148224,
0.013697957620024681,
-0.05101191624999046,
0.04437697306275368,
0.0040909117087721825,
-0.034188129007816315,
0.03158527612686157,
-0.07522736489772797,
0.03032214380800724,
-0.14730912446975708,
-0.0006174216978251934,
0.04350346699357033,
-0.05632349103689194,
0.0246274471282959,
-0.0735340416431427,
-4.8634291260896134e-8,
-0.04937143251299858,
0.03444766253232956,
0.028626220300793648,
-0.10058778524398804,
0.056081682443618774,
0.04882919788360596,
0.014264550060033798,
-0.027447134256362915,
0.024095457047224045,
-0.10941711068153381,
-0.0002486444136593491,
-0.005107675213366747,
-0.007989815436303616,
0.035880763083696365,
0.005515885539352894,
0.01556198950856924,
-0.06260618567466736,
0.01150968112051487,
0.04615312069654465,
0.004558949265629053,
0.02814769744873047,
-0.06615307927131653,
-0.029325829818844795,
0.02141755260527134,
-0.05913139879703522,
0.025726372376084328,
0.0001024238154059276,
0.06716328114271164,
0.05511046200990677,
-0.026143593713641167,
0.0019439298193901777,
0.07118737697601318,
0.03768443688750267,
0.04097645729780197,
-0.04757315665483475,
-0.0032146561425179243,
0.03535300865769386,
-0.02540522813796997,
0.005731197074055672,
0.10110709071159363,
0.022120356559753418,
-0.028000492602586746,
-0.008907654322683811,
-0.016692373901605606,
0.015481234528124332,
0.0691777765750885,
0.051429908722639084,
-0.05604628473520279,
0.022570522502064705,
-0.071890689432621,
0.05270792543888092,
-0.03915815427899361,
0.012165543623268604,
-0.05551328510046005,
0.027171969413757324,
-0.09715475142002106,
0.08084752410650253,
-0.0950806587934494,
0.0064572230912745,
-0.0026140089612454176,
-0.08459757268428802,
0.083859883248806,
-0.04632186517119408,
-0.0036932246293872595
] | null | null | null | null | null | null | null |
[
0.020086169242858887,
-0.008669475093483925,
0.0063180262222886086,
0.0036780040245503187,
-0.007990403100848198,
-0.0282514039427042,
0.06835473328828812,
-0.04013452306389809,
0.015463403426110744,
0.07209105789661407,
-0.023620961233973503,
0.10765201598405838,
0.09771402925252914,
-0.05261476710438728,
-0.04585779458284378,
-0.0224539153277874,
0.09292928129434586,
-0.027705561369657516,
-0.05495261773467064,
-0.03463650494813919,
0.00976423267275095,
0.0964844673871994,
-0.02515869215130806,
0.018507199361920357,
0.032937191426754,
-0.016393495723605156,
0.06993348151445389,
-0.09408294409513474,
-0.04752142354846001,
0.019165920093655586,
-0.059367585927248,
-0.05208893492817879,
0.013877442106604576,
-0.09897205978631973,
0.02262062206864357,
-0.003759976476430893,
-0.00608134875074029,
0.03784278407692909,
0.020321516320109367,
0.10211066156625748,
-0.02838328294456005,
0.009229104965925217,
-0.030758587643504143,
0.04501349478960037,
-0.022354744374752045,
0.00009660432988312095,
0.06309056282043457,
-0.1171603873372078,
0.00828324630856514,
0.044558312743902206,
0.0898727998137474,
0.08878961205482483,
-0.02159922756254673,
0.036978282034397125,
-0.006114831659942865,
-0.03460821136832237,
-0.0686497613787651,
0.0031006864737719297,
-0.03468530997633934,
0.1303573101758957,
-0.02045901119709015,
0.012312572449445724,
0.02576146461069584,
0.020884234458208084,
-0.053498607128858566,
0.0033451637718826532,
0.04383935034275055,
0.07116270810365677,
-0.07205931842327118,
0.02280779369175434,
-0.13715717196464539,
0.02471897378563881,
-0.022058626636862755,
0.02533980831503868,
0.02525210753083229,
-0.07811889052391052,
0.04599612206220627,
-0.05896810442209244,
-0.01696464791893959,
0.04437752068042755,
0.030402936041355133,
-0.028979813680052757,
-0.021165700629353523,
-0.089408740401268,
0.035522039979696274,
0.023820916190743446,
0.04010191187262535,
0.10285065323114395,
0.05990752950310707,
-0.06446617096662521,
-0.12258986383676529,
0.006596260238438845,
-0.05192630738019943,
0.02863640896975994,
0.032645441591739655,
-0.010354863479733467,
0.007187224458903074,
-0.07264044880867004,
0.03457823023200035,
0.017364611849188805,
0.0036872937344014645,
-0.04108424484729767,
0.0837729200720787,
-0.05586768686771393,
-0.03125956654548645,
-0.06185154989361763,
0.005408757831901312,
0.02868410013616085,
0.06668748706579208,
0.036398738622665405,
-0.004751986358314753,
0.02741323783993721,
0.053210895508527756,
-0.006676346994936466,
0.043101124465465546,
0.12850110232830048,
0.06439962983131409,
0.09206627309322357,
-0.020345566794276237,
-0.002253228100016713,
-0.028139738366007805,
-0.05474115163087845,
0.07317700237035751,
0.04671761393547058,
0.07229043543338776,
0.07805207371711731,
0.0474914088845253,
4.3936658980550996e-34,
-0.0697689950466156,
0.004625091794878244,
-0.0710315853357315,
0.030996451154351234,
0.003223397536203265,
0.02413959801197052,
0.06710779666900635,
-0.07055644690990448,
0.0496206060051918,
-0.053899962455034256,
-0.03378886729478836,
-0.03943995013833046,
-0.08403751999139786,
-0.07718005031347275,
0.058546774089336395,
0.08435367047786713,
-0.048544835299253464,
0.02344348654150963,
-0.0005758547922596335,
-0.020617708563804626,
0.06411730498075485,
-0.06718490272760391,
-0.055957015603780746,
-0.01622013933956623,
0.014880242757499218,
0.034615080803632736,
0.03882533684372902,
-0.0598859004676342,
-0.021986959502100945,
-0.0019328451016917825,
0.05299867317080498,
-0.030751800164580345,
-0.02663913555443287,
-0.04155173897743225,
-0.05645245313644409,
-0.07235933095216751,
-0.06681972742080688,
0.035287559032440186,
-0.03198430687189102,
-0.07503972947597504,
-0.055567361414432526,
0.0211833193898201,
-0.005898540839552879,
-0.02858785167336464,
-0.06329504400491714,
-0.08623894304037094,
0.07073992490768433,
-0.10385974496603012,
0.012702276930212975,
-0.062135688960552216,
0.018150098621845245,
-0.061838582158088684,
-0.01644081622362137,
0.13420894742012024,
0.0007551399758085608,
0.024301478639245033,
-0.015046641230583191,
0.007444589398801327,
-0.014377685263752937,
0.012943150475621223,
-0.025762612000107765,
-0.0036640719044953585,
0.06911317259073257,
-0.08057639747858047,
0.11022919416427612,
0.043023478239774704,
0.04096635431051254,
0.028555259108543396,
0.013340773060917854,
-0.05694333091378212,
0.026446685194969177,
-0.10577467828989029,
0.026426702737808228,
0.020661992952227592,
-0.07281883805990219,
-0.00007424869545502588,
-0.012982957065105438,
-0.052764132618904114,
-0.00805480033159256,
0.07684162259101868,
-0.034472621977329254,
0.0013644995633512735,
-0.04829680547118187,
-0.017079396173357964,
0.007846365682780743,
-0.024534858763217926,
-0.011646449565887451,
-0.005858889780938625,
-0.04363878443837166,
0.024377668276429176,
-0.06867861747741699,
0.03804434463381767,
-0.06250212341547012,
0.03926325961947441,
0.020469775423407555,
-2.2964916815145e-33,
-0.03407225012779236,
0.0040115369483828545,
0.04890758544206619,
0.04946856573224068,
-0.031627967953681946,
-0.09205348044633865,
0.03999294340610504,
0.02516827918589115,
0.030996311455965042,
-0.026680875569581985,
-0.12321221828460693,
-0.008052307181060314,
-0.022878069430589676,
0.10083633661270142,
0.0024848799221217632,
-0.04838678985834122,
0.056062813848257065,
0.06525351852178574,
0.017853960394859314,
-0.056833963841199875,
0.007084487471729517,
-0.006149691063910723,
-0.015170291997492313,
-0.019346129149198532,
0.08148039877414703,
0.03046499192714691,
0.0363336056470871,
0.08243126422166824,
-0.054213568568229675,
-0.09457527846097946,
-0.020572355017066002,
-0.03839923441410065,
0.014255961403250694,
0.03943048417568207,
0.036175694316625595,
-0.026901500299572945,
0.02340231090784073,
0.0961167961359024,
-0.07799095660448074,
0.03725256025791168,
0.04590275138616562,
0.049368634819984436,
0.023299744352698326,
-0.041555751115083694,
0.009013704024255276,
0.005013249348849058,
0.06651566922664642,
0.09288198500871658,
0.018633900210261345,
-0.021863970905542374,
0.012914199382066727,
0.017074625939130783,
-0.0018921303562819958,
0.09296640008687973,
-0.05695477873086929,
0.04018149524927139,
0.020082956179976463,
0.06445355713367462,
0.00961096677929163,
0.06332927942276001,
-0.029259726405143738,
-0.04457498714327812,
-0.017467143014073372,
0.03366192802786827,
-0.02642032876610756,
0.02811790257692337,
0.0029240050353109837,
-0.010982224717736244,
0.047944892197847366,
-0.01119978167116642,
-0.007686314173042774,
-0.060870517045259476,
-0.044321492314338684,
0.06831575930118561,
0.08140522241592407,
0.08084731549024582,
-0.020556753501296043,
-0.04478537291288376,
-0.042370058596134186,
-0.007752573117613792,
-0.052940674126148224,
0.013697957620024681,
-0.05101191624999046,
0.04437697306275368,
0.0040909117087721825,
-0.034188129007816315,
0.03158527612686157,
-0.07522736489772797,
0.03032214380800724,
-0.14730912446975708,
-0.0006174216978251934,
0.04350346699357033,
-0.05632349103689194,
0.0246274471282959,
-0.0735340416431427,
-4.8634291260896134e-8,
-0.04937143251299858,
0.03444766253232956,
0.028626220300793648,
-0.10058778524398804,
0.056081682443618774,
0.04882919788360596,
0.014264550060033798,
-0.027447134256362915,
0.024095457047224045,
-0.10941711068153381,
-0.0002486444136593491,
-0.005107675213366747,
-0.007989815436303616,
0.035880763083696365,
0.005515885539352894,
0.01556198950856924,
-0.06260618567466736,
0.01150968112051487,
0.04615312069654465,
0.004558949265629053,
0.02814769744873047,
-0.06615307927131653,
-0.029325829818844795,
0.02141755260527134,
-0.05913139879703522,
0.025726372376084328,
0.0001024238154059276,
0.06716328114271164,
0.05511046200990677,
-0.026143593713641167,
0.0019439298193901777,
0.07118737697601318,
0.03768443688750267,
0.04097645729780197,
-0.04757315665483475,
-0.0032146561425179243,
0.03535300865769386,
-0.02540522813796997,
0.005731197074055672,
0.10110709071159363,
0.022120356559753418,
-0.028000492602586746,
-0.008907654322683811,
-0.016692373901605606,
0.015481234528124332,
0.0691777765750885,
0.051429908722639084,
-0.05604628473520279,
0.022570522502064705,
-0.071890689432621,
0.05270792543888092,
-0.03915815427899361,
0.012165543623268604,
-0.05551328510046005,
0.027171969413757324,
-0.09715475142002106,
0.08084752410650253,
-0.0950806587934494,
0.0064572230912745,
-0.0026140089612454176,
-0.08459757268428802,
0.083859883248806,
-0.04632186517119408,
-0.0036932246293872595
] |
1402.5697
|
Changxin Gao
|
Changxin Gao, Feifei Chen, Jin-Gang Yu, Rui Huang, Nong Sang
|
Exemplar-based Linear Discriminant Analysis for Robust Object Tracking
|
ICIP2014
| null |
10.1109/ICIP.2014.7025077
| null |
cs.CV
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Tracking-by-detection has become an attractive tracking technique, which
treats tracking as a category detection problem. However, the task in tracking
is to search for a specific object, rather than an object category as in
detection. In this paper, we propose a novel tracking framework based on
exemplar detector rather than category detector. The proposed tracker is an
ensemble of exemplar-based linear discriminant analysis (ELDA) detectors. Each
detector is quite specific and discriminative, because it is trained by a
single object instance and massive negatives. To improve its adaptivity, we
update both object and background models. Experimental results on several
challenging video sequences demonstrate the effectiveness and robustness of our
tracking algorithm.
|
[
{
"created": "Mon, 24 Feb 2014 01:10:09 GMT",
"version": "v1"
}
] |
2015-10-13
|
[
[
"Gao",
"Changxin",
""
],
[
"Chen",
"Feifei",
""
],
[
"Yu",
"Jin-Gang",
""
],
[
"Huang",
"Rui",
""
],
[
"Sang",
"Nong",
""
]
] |
[
0.0023374357260763645,
-0.09825008362531662,
-0.09394773840904236,
-0.0596235990524292,
0.1548980176448822,
0.04266785830259323,
-0.016838695853948593,
-0.09262444823980331,
0.009445535019040108,
-0.10123367607593536,
0.03559141606092453,
-0.08346012234687805,
-0.06770117580890656,
0.0317981131374836,
-0.056654926389455795,
-0.008607013151049614,
0.10246967524290085,
0.09626539796590805,
-0.06976522505283356,
0.016546612605452538,
-0.03979374095797539,
-0.06028907746076584,
0.05729229375720024,
0.005179116502404213,
-0.02107859216630459,
0.05951935797929764,
0.0016353006940335035,
-0.05040097236633301,
-0.015163067728281021,
-0.04799957573413849,
0.008451909758150578,
-0.02587759867310524,
0.06470774859189987,
0.05729838088154793,
-0.0726640596985817,
-0.0689321979880333,
-0.028125466778874397,
0.05196566507220268,
-0.020830614492297173,
-0.0025107027031481266,
-0.022918691858649254,
0.06603309512138367,
0.021192248910665512,
-0.010977606289088726,
0.047743890434503555,
-0.017476601526141167,
0.04524818807840347,
-0.0013175657950341702,
0.07772988826036453,
-0.04520358517765999,
0.046416059136390686,
-0.0007835040451027453,
-0.010937643237411976,
0.04689276963472366,
-0.07593623548746109,
0.014316071756184101,
0.016993576660752296,
-0.04841480031609535,
0.08323489129543304,
0.05560344457626343,
0.027335505932569504,
-0.011319209821522236,
0.06778175383806229,
0.013976325280964375,
0.007568625267595053,
-0.07797360420227051,
0.04528415575623512,
-0.004310609307140112,
-0.013368170708417892,
0.025234084576368332,
-0.02667243592441082,
0.08082467317581177,
0.0294891819357872,
0.04554811492562294,
0.00554211251437664,
0.050918806344270706,
0.06927110254764557,
-0.055096909403800964,
0.07071853429079056,
0.016287602484226227,
-0.013742047362029552,
-0.07436433434486389,
0.012053148820996284,
-0.0008591950172558427,
0.11993514001369476,
0.013095641508698463,
-0.06840261816978455,
0.03710271790623665,
-0.01925525814294815,
0.012916210107505322,
-0.07053649425506592,
-0.039916183799505234,
0.08439723402261734,
-0.03529224172234535,
-0.020087124779820442,
-0.014396698214113712,
-0.025190990418195724,
0.0011132921790704131,
0.051236093044281006,
0.016242768615484238,
-0.005786104127764702,
-0.014107704162597656,
-0.014773640781641006,
0.016531582921743393,
0.012639887630939484,
-0.0010925858514383435,
0.11445930600166321,
0.05114394426345825,
0.05474290996789932,
-0.09215617924928665,
0.00953084696084261,
-0.053211018443107605,
0.03265006095170975,
0.048674315214157104,
0.006565877236425877,
0.04276205971837044,
0.02976469323039055,
0.0369379036128521,
-0.0020506486762315035,
-0.046210553497076035,
0.027354374527931213,
0.01104550901800394,
-0.04251648485660553,
-0.04770587757229805,
0.06581826508045197,
0.04367966577410698,
0.007819321006536484,
6.819025739553301e-34,
0.10110031068325043,
-0.0402163602411747,
0.004189972300082445,
-0.06352201849222183,
0.08249735832214355,
0.014794266782701015,
-0.037151020020246506,
0.03470555692911148,
-0.03094315715134144,
0.06597919017076492,
0.008667022921144962,
-0.0021720845252275467,
-0.07689639180898666,
0.06207084655761719,
0.02102627418935299,
-0.019954167306423187,
-0.07394500821828842,
-0.015401307493448257,
0.008730534464120865,
0.07177172601222992,
-0.0012603763025254011,
-0.0769193172454834,
-0.016006283462047577,
-0.04564843699336052,
0.03757857903838158,
0.02327004261314869,
0.08126825839281082,
-0.0005201321328058839,
0.026708949357271194,
0.010578872635960579,
-0.02727075107395649,
0.040844034403562546,
-0.06376906484365463,
0.045739419758319855,
0.0847945436835289,
-0.052655454725027084,
-0.06081871688365936,
0.03208474814891815,
0.061393532902002335,
-0.07353152334690094,
-0.021096471697092056,
0.03547566011548042,
-0.062141936272382736,
-0.04761836305260658,
-0.06773129105567932,
0.059321898967027664,
0.06924276798963547,
0.016990890726447105,
-0.05982030928134918,
0.061780937016010284,
0.03813491016626358,
0.010467649437487125,
-0.013120773248374462,
-0.03572668135166168,
-0.06312035769224167,
0.028454411774873734,
-0.013371183536946774,
0.06454925984144211,
-0.021086174994707108,
-0.028316842392086983,
-0.04092973470687866,
0.07135085761547089,
0.016348740085959435,
-0.007924070581793785,
0.0032221139408648014,
-0.07540489733219147,
0.06922197341918945,
0.08327288180589676,
0.0008892380865290761,
0.07744037359952927,
0.02041863463819027,
0.06483189016580582,
0.034742195159196854,
-0.04537152498960495,
0.06835871189832687,
-0.005715354345738888,
0.023005489259958267,
-0.011926979757845402,
-0.048651501536369324,
-0.0015666394028812647,
-0.0755051001906395,
-0.04761699214577675,
0.08451060950756073,
-0.05635080114006996,
-0.046573322266340256,
0.06099598854780197,
-0.051006048917770386,
0.012587806209921837,
-0.005983613897114992,
0.018214253708720207,
-0.023503733798861504,
-0.007221439387649298,
-0.06999432295560837,
0.01809651032090187,
0.07158882915973663,
-1.9168797858296062e-34,
0.033719781786203384,
0.06476789712905884,
0.028945066034793854,
-0.048269178718328476,
0.008581201545894146,
-0.001786226057447493,
-0.042785052210092545,
0.03828347846865654,
-0.029202770441770554,
-0.02323511242866516,
-0.03623238950967789,
-0.021551040932536125,
-0.04600922390818596,
0.05342567339539528,
0.023771312087774277,
-0.0321185477077961,
-0.08462294936180115,
0.028096692636609077,
-0.10678360611200333,
-0.11697737127542496,
-0.04732797294855118,
0.03252609446644783,
-0.045282039791345596,
-0.027835160493850708,
0.008133843541145325,
0.014638629741966724,
-0.00674023199826479,
0.020479276776313782,
-0.029429642483592033,
-0.15940244495868683,
-0.0023636389523744583,
0.020479293540120125,
-0.05610765144228935,
0.0031049884855747223,
-0.09326224029064178,
0.010612091980874538,
0.0196608267724514,
-0.03179837018251419,
-0.011668468825519085,
0.10916636884212494,
0.034695759415626526,
0.040798742324113846,
-0.0894409567117691,
0.03544183447957039,
-0.020591976121068,
-0.07606402039527893,
0.00322394329123199,
0.06446979939937592,
0.0413336344063282,
-0.011490564793348312,
-0.1382221132516861,
0.012591117061674595,
-0.03696885332465172,
0.027331050485372543,
0.05042277276515961,
0.05593425780534744,
-0.021672051399946213,
0.006724660750478506,
0.012923792004585266,
0.005842320155352354,
-0.04527781158685684,
0.04479219764471054,
-0.04538992419838905,
0.012918823398649693,
-0.017983995378017426,
-0.005411532241851091,
0.05465307831764221,
-0.015584585256874561,
0.007297324016690254,
0.041819196194410324,
0.0606115385890007,
0.041084665805101395,
-0.07702107727527618,
0.07085311412811279,
-0.04763719439506531,
-0.0708361491560936,
-0.03096304088830948,
-0.06759169697761536,
0.07133935391902924,
-0.001381652313284576,
0.03527954965829849,
-0.146505668759346,
0.07748207449913025,
0.027028869837522507,
0.06966512650251389,
0.045955587178468704,
0.029361514374613762,
-0.005558033939450979,
-0.006816106382757425,
0.042284250259399414,
-0.006718294695019722,
0.01482810452580452,
0.010242551565170288,
0.02506491355597973,
-0.05617577210068703,
-3.79734075295346e-8,
-0.10139410197734833,
0.03465607389807701,
-0.1335500031709671,
-0.03390032425522804,
-0.03733250871300697,
0.0377274751663208,
0.030235067009925842,
0.09582490473985672,
-0.001456617028452456,
-0.06760994344949722,
-0.012157542631030083,
-0.0010923311347141862,
-0.025126053020358086,
0.08882198482751846,
0.023023948073387146,
0.010020466521382332,
0.0019222210394218564,
0.013478092849254608,
0.002322370884940028,
0.07161828875541687,
0.032206274569034576,
-0.02865581586956978,
0.025183143094182014,
0.05605149269104004,
-0.060874711722135544,
-0.00870594847947359,
-0.00460139149799943,
0.12293501943349838,
0.10159987956285477,
0.030774014070630074,
-0.062449898570775986,
0.0791233628988266,
0.0020900536328554153,
-0.0799785926938057,
0.1174842044711113,
0.04383460804820061,
-0.007654703687876463,
-0.06647226959466934,
-0.04397917538881302,
-0.03810431808233261,
0.03233492374420166,
0.006038728170096874,
0.01973753236234188,
0.00844745896756649,
-0.03546474874019623,
0.03215422108769417,
0.02408548630774021,
-0.07526297867298126,
0.024047039449214935,
-0.0014776528114452958,
0.05798180028796196,
-0.041272301226854324,
0.005288274958729744,
0.12712424993515015,
0.0067757247015833855,
-0.0038506395649164915,
0.0007154414197430015,
-0.07997848093509674,
0.031553614884614944,
0.09022402763366699,
0.00795846525579691,
-0.035450536757707596,
0.0027267253026366234,
-0.014494188129901886
] | null | null | null | null | null | null | null |
[
0.0023374357260763645,
-0.09825008362531662,
-0.09394773840904236,
-0.0596235990524292,
0.1548980176448822,
0.04266785830259323,
-0.016838695853948593,
-0.09262444823980331,
0.009445535019040108,
-0.10123367607593536,
0.03559141606092453,
-0.08346012234687805,
-0.06770117580890656,
0.0317981131374836,
-0.056654926389455795,
-0.008607013151049614,
0.10246967524290085,
0.09626539796590805,
-0.06976522505283356,
0.016546612605452538,
-0.03979374095797539,
-0.06028907746076584,
0.05729229375720024,
0.005179116502404213,
-0.02107859216630459,
0.05951935797929764,
0.0016353006940335035,
-0.05040097236633301,
-0.015163067728281021,
-0.04799957573413849,
0.008451909758150578,
-0.02587759867310524,
0.06470774859189987,
0.05729838088154793,
-0.0726640596985817,
-0.0689321979880333,
-0.028125466778874397,
0.05196566507220268,
-0.020830614492297173,
-0.0025107027031481266,
-0.022918691858649254,
0.06603309512138367,
0.021192248910665512,
-0.010977606289088726,
0.047743890434503555,
-0.017476601526141167,
0.04524818807840347,
-0.0013175657950341702,
0.07772988826036453,
-0.04520358517765999,
0.046416059136390686,
-0.0007835040451027453,
-0.010937643237411976,
0.04689276963472366,
-0.07593623548746109,
0.014316071756184101,
0.016993576660752296,
-0.04841480031609535,
0.08323489129543304,
0.05560344457626343,
0.027335505932569504,
-0.011319209821522236,
0.06778175383806229,
0.013976325280964375,
0.007568625267595053,
-0.07797360420227051,
0.04528415575623512,
-0.004310609307140112,
-0.013368170708417892,
0.025234084576368332,
-0.02667243592441082,
0.08082467317581177,
0.0294891819357872,
0.04554811492562294,
0.00554211251437664,
0.050918806344270706,
0.06927110254764557,
-0.055096909403800964,
0.07071853429079056,
0.016287602484226227,
-0.013742047362029552,
-0.07436433434486389,
0.012053148820996284,
-0.0008591950172558427,
0.11993514001369476,
0.013095641508698463,
-0.06840261816978455,
0.03710271790623665,
-0.01925525814294815,
0.012916210107505322,
-0.07053649425506592,
-0.039916183799505234,
0.08439723402261734,
-0.03529224172234535,
-0.020087124779820442,
-0.014396698214113712,
-0.025190990418195724,
0.0011132921790704131,
0.051236093044281006,
0.016242768615484238,
-0.005786104127764702,
-0.014107704162597656,
-0.014773640781641006,
0.016531582921743393,
0.012639887630939484,
-0.0010925858514383435,
0.11445930600166321,
0.05114394426345825,
0.05474290996789932,
-0.09215617924928665,
0.00953084696084261,
-0.053211018443107605,
0.03265006095170975,
0.048674315214157104,
0.006565877236425877,
0.04276205971837044,
0.02976469323039055,
0.0369379036128521,
-0.0020506486762315035,
-0.046210553497076035,
0.027354374527931213,
0.01104550901800394,
-0.04251648485660553,
-0.04770587757229805,
0.06581826508045197,
0.04367966577410698,
0.007819321006536484,
6.819025739553301e-34,
0.10110031068325043,
-0.0402163602411747,
0.004189972300082445,
-0.06352201849222183,
0.08249735832214355,
0.014794266782701015,
-0.037151020020246506,
0.03470555692911148,
-0.03094315715134144,
0.06597919017076492,
0.008667022921144962,
-0.0021720845252275467,
-0.07689639180898666,
0.06207084655761719,
0.02102627418935299,
-0.019954167306423187,
-0.07394500821828842,
-0.015401307493448257,
0.008730534464120865,
0.07177172601222992,
-0.0012603763025254011,
-0.0769193172454834,
-0.016006283462047577,
-0.04564843699336052,
0.03757857903838158,
0.02327004261314869,
0.08126825839281082,
-0.0005201321328058839,
0.026708949357271194,
0.010578872635960579,
-0.02727075107395649,
0.040844034403562546,
-0.06376906484365463,
0.045739419758319855,
0.0847945436835289,
-0.052655454725027084,
-0.06081871688365936,
0.03208474814891815,
0.061393532902002335,
-0.07353152334690094,
-0.021096471697092056,
0.03547566011548042,
-0.062141936272382736,
-0.04761836305260658,
-0.06773129105567932,
0.059321898967027664,
0.06924276798963547,
0.016990890726447105,
-0.05982030928134918,
0.061780937016010284,
0.03813491016626358,
0.010467649437487125,
-0.013120773248374462,
-0.03572668135166168,
-0.06312035769224167,
0.028454411774873734,
-0.013371183536946774,
0.06454925984144211,
-0.021086174994707108,
-0.028316842392086983,
-0.04092973470687866,
0.07135085761547089,
0.016348740085959435,
-0.007924070581793785,
0.0032221139408648014,
-0.07540489733219147,
0.06922197341918945,
0.08327288180589676,
0.0008892380865290761,
0.07744037359952927,
0.02041863463819027,
0.06483189016580582,
0.034742195159196854,
-0.04537152498960495,
0.06835871189832687,
-0.005715354345738888,
0.023005489259958267,
-0.011926979757845402,
-0.048651501536369324,
-0.0015666394028812647,
-0.0755051001906395,
-0.04761699214577675,
0.08451060950756073,
-0.05635080114006996,
-0.046573322266340256,
0.06099598854780197,
-0.051006048917770386,
0.012587806209921837,
-0.005983613897114992,
0.018214253708720207,
-0.023503733798861504,
-0.007221439387649298,
-0.06999432295560837,
0.01809651032090187,
0.07158882915973663,
-1.9168797858296062e-34,
0.033719781786203384,
0.06476789712905884,
0.028945066034793854,
-0.048269178718328476,
0.008581201545894146,
-0.001786226057447493,
-0.042785052210092545,
0.03828347846865654,
-0.029202770441770554,
-0.02323511242866516,
-0.03623238950967789,
-0.021551040932536125,
-0.04600922390818596,
0.05342567339539528,
0.023771312087774277,
-0.0321185477077961,
-0.08462294936180115,
0.028096692636609077,
-0.10678360611200333,
-0.11697737127542496,
-0.04732797294855118,
0.03252609446644783,
-0.045282039791345596,
-0.027835160493850708,
0.008133843541145325,
0.014638629741966724,
-0.00674023199826479,
0.020479276776313782,
-0.029429642483592033,
-0.15940244495868683,
-0.0023636389523744583,
0.020479293540120125,
-0.05610765144228935,
0.0031049884855747223,
-0.09326224029064178,
0.010612091980874538,
0.0196608267724514,
-0.03179837018251419,
-0.011668468825519085,
0.10916636884212494,
0.034695759415626526,
0.040798742324113846,
-0.0894409567117691,
0.03544183447957039,
-0.020591976121068,
-0.07606402039527893,
0.00322394329123199,
0.06446979939937592,
0.0413336344063282,
-0.011490564793348312,
-0.1382221132516861,
0.012591117061674595,
-0.03696885332465172,
0.027331050485372543,
0.05042277276515961,
0.05593425780534744,
-0.021672051399946213,
0.006724660750478506,
0.012923792004585266,
0.005842320155352354,
-0.04527781158685684,
0.04479219764471054,
-0.04538992419838905,
0.012918823398649693,
-0.017983995378017426,
-0.005411532241851091,
0.05465307831764221,
-0.015584585256874561,
0.007297324016690254,
0.041819196194410324,
0.0606115385890007,
0.041084665805101395,
-0.07702107727527618,
0.07085311412811279,
-0.04763719439506531,
-0.0708361491560936,
-0.03096304088830948,
-0.06759169697761536,
0.07133935391902924,
-0.001381652313284576,
0.03527954965829849,
-0.146505668759346,
0.07748207449913025,
0.027028869837522507,
0.06966512650251389,
0.045955587178468704,
0.029361514374613762,
-0.005558033939450979,
-0.006816106382757425,
0.042284250259399414,
-0.006718294695019722,
0.01482810452580452,
0.010242551565170288,
0.02506491355597973,
-0.05617577210068703,
-3.79734075295346e-8,
-0.10139410197734833,
0.03465607389807701,
-0.1335500031709671,
-0.03390032425522804,
-0.03733250871300697,
0.0377274751663208,
0.030235067009925842,
0.09582490473985672,
-0.001456617028452456,
-0.06760994344949722,
-0.012157542631030083,
-0.0010923311347141862,
-0.025126053020358086,
0.08882198482751846,
0.023023948073387146,
0.010020466521382332,
0.0019222210394218564,
0.013478092849254608,
0.002322370884940028,
0.07161828875541687,
0.032206274569034576,
-0.02865581586956978,
0.025183143094182014,
0.05605149269104004,
-0.060874711722135544,
-0.00870594847947359,
-0.00460139149799943,
0.12293501943349838,
0.10159987956285477,
0.030774014070630074,
-0.062449898570775986,
0.0791233628988266,
0.0020900536328554153,
-0.0799785926938057,
0.1174842044711113,
0.04383460804820061,
-0.007654703687876463,
-0.06647226959466934,
-0.04397917538881302,
-0.03810431808233261,
0.03233492374420166,
0.006038728170096874,
0.01973753236234188,
0.00844745896756649,
-0.03546474874019623,
0.03215422108769417,
0.02408548630774021,
-0.07526297867298126,
0.024047039449214935,
-0.0014776528114452958,
0.05798180028796196,
-0.041272301226854324,
0.005288274958729744,
0.12712424993515015,
0.0067757247015833855,
-0.0038506395649164915,
0.0007154414197430015,
-0.07997848093509674,
0.031553614884614944,
0.09022402763366699,
0.00795846525579691,
-0.035450536757707596,
0.0027267253026366234,
-0.014494188129901886
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.